---
_id: '2715'
abstract:
- lang: eng
  text: 'We consider Markov decision processes (MDPs) with specifications given as
    Büchi (liveness) objectives. We consider the problem of computing the set of almost-sure
    winning vertices from where the objective can be ensured with probability 1. We
    study for the first time the average case complexity of the classical algorithm
    for computing the set of almost-sure winning vertices for MDPs with Büchi objectives.
    Our contributions are as follows: First, we show that for MDPs with constant out-degree
    the expected number of iterations is at most logarithmic and the average case
    running time is linear (as compared to the worst case linear number of iterations
    and quadratic time complexity). Second, for the average case analysis over all
    MDPs we show that the expected number of iterations is constant and the average
    case running time is linear (again as compared to the worst case linear number
    of iterations and quadratic time complexity). Finally we also show that given
    that all MDPs are equally likely, the probability that the classical algorithm
    requires more than constant number of iterations is exponentially small.'
alternative_title:
- LIPIcs
author:
- first_name: Krishnendu
  full_name: Chatterjee, Krishnendu
  id: 2E5DCA20-F248-11E8-B48F-1D18A9856A87
  last_name: Chatterjee
  orcid: 0000-0002-4561-241X
- first_name: Manas
  full_name: Joglekar, Manas
  last_name: Joglekar
- first_name: Nisarg
  full_name: Shah, Nisarg
  last_name: Shah
citation:
  ama: 'Chatterjee K, Joglekar M, Shah N. Average case analysis of the classical algorithm
    for Markov decision processes with Büchi objectives. In: Vol 18. Schloss Dagstuhl
    - Leibniz-Zentrum für Informatik; 2012:461-473. doi:<a href="https://doi.org/10.4230/LIPIcs.FSTTCS.2012.461">10.4230/LIPIcs.FSTTCS.2012.461</a>'
  apa: 'Chatterjee, K., Joglekar, M., &#38; Shah, N. (2012). Average case analysis
    of the classical algorithm for Markov decision processes with Büchi objectives
    (Vol. 18, pp. 461–473). Presented at the FSTTCS: Foundations of Software Technology
    and Theoretical Computer Science, Hyderabad, India: Schloss Dagstuhl - Leibniz-Zentrum
    für Informatik. <a href="https://doi.org/10.4230/LIPIcs.FSTTCS.2012.461">https://doi.org/10.4230/LIPIcs.FSTTCS.2012.461</a>'
  chicago: Chatterjee, Krishnendu, Manas Joglekar, and Nisarg Shah. “Average Case
    Analysis of the Classical Algorithm for Markov Decision Processes with Büchi Objectives,”
    18:461–73. Schloss Dagstuhl - Leibniz-Zentrum für Informatik, 2012. <a href="https://doi.org/10.4230/LIPIcs.FSTTCS.2012.461">https://doi.org/10.4230/LIPIcs.FSTTCS.2012.461</a>.
  ieee: 'K. Chatterjee, M. Joglekar, and N. Shah, “Average case analysis of the classical
    algorithm for Markov decision processes with Büchi objectives,” presented at the
    FSTTCS: Foundations of Software Technology and Theoretical Computer Science, Hyderabad,
    India, 2012, vol. 18, pp. 461–473.'
  ista: 'Chatterjee K, Joglekar M, Shah N. 2012. Average case analysis of the classical
    algorithm for Markov decision processes with Büchi objectives. FSTTCS: Foundations
    of Software Technology and Theoretical Computer Science, LIPIcs, vol. 18, 461–473.'
  mla: Chatterjee, Krishnendu, et al. <i>Average Case Analysis of the Classical Algorithm
    for Markov Decision Processes with Büchi Objectives</i>. Vol. 18, Schloss Dagstuhl
    - Leibniz-Zentrum für Informatik, 2012, pp. 461–73, doi:<a href="https://doi.org/10.4230/LIPIcs.FSTTCS.2012.461">10.4230/LIPIcs.FSTTCS.2012.461</a>.
  short: K. Chatterjee, M. Joglekar, N. Shah, in:, Schloss Dagstuhl - Leibniz-Zentrum
    für Informatik, 2012, pp. 461–473.
conference:
  end_date: 2012-12-17
  location: Hyderabad, India
  name: 'FSTTCS: Foundations of Software Technology and Theoretical Computer Science'
  start_date: 2012-12-15
date_created: 2018-12-11T11:59:13Z
date_published: 2012-12-10T00:00:00Z
date_updated: 2023-02-23T10:06:04Z
day: '10'
ddc:
- '000'
department:
- _id: KrCh
doi: 10.4230/LIPIcs.FSTTCS.2012.461
ec_funded: 1
file:
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intvolume: '        18'
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license: https://creativecommons.org/licenses/by-nc-nd/4.0/
month: '12'
oa: 1
oa_version: Published Version
page: 461 - 473
project:
- _id: 2584A770-B435-11E9-9278-68D0E5697425
  call_identifier: FWF
  grant_number: P 23499-N23
  name: Modern Graph Algorithmic Techniques in Formal Verification
- _id: 25863FF4-B435-11E9-9278-68D0E5697425
  call_identifier: FWF
  grant_number: S11407
  name: Game Theory
- _id: 2581B60A-B435-11E9-9278-68D0E5697425
  call_identifier: FP7
  grant_number: '279307'
  name: 'Quantitative Graph Games: Theory and Applications'
- _id: 2587B514-B435-11E9-9278-68D0E5697425
  name: Microsoft Research Faculty Fellowship
publication_status: published
publisher: Schloss Dagstuhl - Leibniz-Zentrum für Informatik
publist_id: '4180'
pubrep_id: '525'
quality_controlled: '1'
related_material:
  record:
  - id: '1598'
    relation: later_version
    status: public
scopus_import: 1
status: public
title: Average case analysis of the classical algorithm for Markov decision processes
  with Büchi objectives
tmp:
  image: /images/cc_by_nc_nd.png
  legal_code_url: https://creativecommons.org/licenses/by-nc-nd/4.0/legalcode
  name: Creative Commons Attribution-NonCommercial-NoDerivatives 4.0 International
    (CC BY-NC-ND 4.0)
  short: CC BY-NC-ND (4.0)
type: conference
user_id: 3E5EF7F0-F248-11E8-B48F-1D18A9856A87
volume: 18
year: '2012'
...
---
_id: '2767'
abstract:
- lang: eng
  text: 'Consider N × N Hermitian or symmetric random matrices H where the distribution
    of the (i, j) matrix element is given by a probability measure ν ij with a subexponential
    decay. Let σ ij 2 be the variance for the probability measure ν ij with the normalization
    property that Σ iσ i,j 2 = 1 for all j. Under essentially the only condition that
    c ≤ N σ ij 2 ≤ c -1 for some constant c &gt; 0, we prove that, in the limit N
    → ∞, the eigenvalue spacing statistics of H in the bulk of the spectrum coincide
    with those of the Gaussian unitary or orthogonal ensemble (GUE or GOE). We also
    show that for band matrices with bandwidth M the local semicircle law holds to
    the energy scale M -1. '
author:
- first_name: László
  full_name: László Erdös
  id: 4DBD5372-F248-11E8-B48F-1D18A9856A87
  last_name: Erdös
  orcid: 0000-0001-5366-9603
- first_name: Horng
  full_name: Yau, Horng-Tzer
  last_name: Yau
- first_name: Jun
  full_name: Yin, Jun
  last_name: Yin
citation:
  ama: Erdös L, Yau H, Yin J. Bulk universality for generalized Wigner matrices. <i>Probability
    Theory and Related Fields</i>. 2012;154(1-2):341-407. doi:<a href="https://doi.org/10.1007/s00440-011-0390-3">10.1007/s00440-011-0390-3</a>
  apa: Erdös, L., Yau, H., &#38; Yin, J. (2012). Bulk universality for generalized
    Wigner matrices. <i>Probability Theory and Related Fields</i>. Springer. <a href="https://doi.org/10.1007/s00440-011-0390-3">https://doi.org/10.1007/s00440-011-0390-3</a>
  chicago: Erdös, László, Horng Yau, and Jun Yin. “Bulk Universality for Generalized
    Wigner Matrices.” <i>Probability Theory and Related Fields</i>. Springer, 2012.
    <a href="https://doi.org/10.1007/s00440-011-0390-3">https://doi.org/10.1007/s00440-011-0390-3</a>.
  ieee: L. Erdös, H. Yau, and J. Yin, “Bulk universality for generalized Wigner matrices,”
    <i>Probability Theory and Related Fields</i>, vol. 154, no. 1–2. Springer, pp.
    341–407, 2012.
  ista: Erdös L, Yau H, Yin J. 2012. Bulk universality for generalized Wigner matrices.
    Probability Theory and Related Fields. 154(1–2), 341–407.
  mla: Erdös, László, et al. “Bulk Universality for Generalized Wigner Matrices.”
    <i>Probability Theory and Related Fields</i>, vol. 154, no. 1–2, Springer, 2012,
    pp. 341–407, doi:<a href="https://doi.org/10.1007/s00440-011-0390-3">10.1007/s00440-011-0390-3</a>.
  short: L. Erdös, H. Yau, J. Yin, Probability Theory and Related Fields 154 (2012)
    341–407.
date_created: 2018-12-11T11:59:29Z
date_published: 2012-10-01T00:00:00Z
date_updated: 2021-01-12T06:59:33Z
day: '01'
doi: 10.1007/s00440-011-0390-3
extern: 1
intvolume: '       154'
issue: 1-2
month: '10'
page: 341 - 407
publication: Probability Theory and Related Fields
publication_status: published
publisher: Springer
publist_id: '4123'
quality_controlled: 0
status: public
title: Bulk universality for generalized Wigner matrices
type: journal_article
volume: 154
year: '2012'
...
---
_id: '2768'
abstract:
- lang: eng
  text: We consider a two dimensional magnetic Schrödinger operator with a spatially
    stationary random magnetic field. We assume that the magnetic field has a positive
    lower bound and that it has Fourier modes on arbitrarily short scales. We prove
    the Wegner estimate at arbitrary energy, i. e. we show that the averaged density
    of states is finite throughout the whole spectrum. We also prove Anderson localization
    at the bottom of the spectrum.
author:
- first_name: László
  full_name: László Erdös
  id: 4DBD5372-F248-11E8-B48F-1D18A9856A87
  last_name: Erdös
  orcid: 0000-0001-5366-9603
- first_name: David
  full_name: Hasler, David G
  last_name: Hasler
citation:
  ama: Erdös L, Hasler D. Wegner estimate and Anderson localization for random magnetic
    fields. <i>Communications in Mathematical Physics</i>. 2012;309(2):507-542. doi:<a
    href="https://doi.org/10.1007/s00220-011-1373-z">10.1007/s00220-011-1373-z</a>
  apa: Erdös, L., &#38; Hasler, D. (2012). Wegner estimate and Anderson localization
    for random magnetic fields. <i>Communications in Mathematical Physics</i>. Springer.
    <a href="https://doi.org/10.1007/s00220-011-1373-z">https://doi.org/10.1007/s00220-011-1373-z</a>
  chicago: Erdös, László, and David Hasler. “Wegner Estimate and Anderson Localization
    for Random Magnetic Fields.” <i>Communications in Mathematical Physics</i>. Springer,
    2012. <a href="https://doi.org/10.1007/s00220-011-1373-z">https://doi.org/10.1007/s00220-011-1373-z</a>.
  ieee: L. Erdös and D. Hasler, “Wegner estimate and Anderson localization for random
    magnetic fields,” <i>Communications in Mathematical Physics</i>, vol. 309, no.
    2. Springer, pp. 507–542, 2012.
  ista: Erdös L, Hasler D. 2012. Wegner estimate and Anderson localization for random
    magnetic fields. Communications in Mathematical Physics. 309(2), 507–542.
  mla: Erdös, László, and David Hasler. “Wegner Estimate and Anderson Localization
    for Random Magnetic Fields.” <i>Communications in Mathematical Physics</i>, vol.
    309, no. 2, Springer, 2012, pp. 507–42, doi:<a href="https://doi.org/10.1007/s00220-011-1373-z">10.1007/s00220-011-1373-z</a>.
  short: L. Erdös, D. Hasler, Communications in Mathematical Physics 309 (2012) 507–542.
date_created: 2018-12-11T11:59:30Z
date_published: 2012-01-01T00:00:00Z
date_updated: 2021-01-12T06:59:34Z
day: '01'
doi: 10.1007/s00220-011-1373-z
extern: 1
intvolume: '       309'
issue: '2'
month: '01'
page: 507 - 542
publication: Communications in Mathematical Physics
publication_status: published
publisher: Springer
publist_id: '4122'
quality_controlled: 0
status: public
title: Wegner estimate and Anderson localization for random magnetic fields
type: journal_article
volume: 309
year: '2012'
...
---
_id: '2769'
abstract:
- lang: eng
  text: We present a generalization of the method of the local relaxation flow to
    establish the universality of local spectral statistics of a broad class of large
    random matrices. We show that the local distribution of the eigenvalues coincides
    with the local statistics of the corresponding Gaussian ensemble provided the
    distribution of the individual matrix element is smooth and the eigenvalues {X
    J} N j=1 are close to their classical location {y j} N j=1 determined by the limiting
    density of eigenvalues. Under the scaling where the typical distance between neighboring
    eigenvalues is of order 1/N, the necessary apriori estimate on the location of
    eigenvalues requires only to know that E|x j - γ j| 2 ≤ N-1-ε on average. This
    information can be obtained by well established methods for various matrix ensembles.
    We demonstrate the method by proving local spectral universality for sample covariance
    matrices.
author:
- first_name: László
  full_name: László Erdös
  id: 4DBD5372-F248-11E8-B48F-1D18A9856A87
  last_name: Erdös
  orcid: 0000-0001-5366-9603
- first_name: Benjamin
  full_name: Schlein, Benjamin
  last_name: Schlein
- first_name: Horng
  full_name: Yau, Horng-Tzer
  last_name: Yau
- first_name: Jun
  full_name: Yin, Jun
  last_name: Yin
citation:
  ama: Erdös L, Schlein B, Yau H, Yin J. The local relaxation flow approach to universality
    of the local statistics for random matrices. <i>Annales de l’institut Henri Poincare
    (B) Probability and Statistics</i>. 2012;48(1):1-46. doi:<a href="https://doi.org/10.1214/10-AIHP388">10.1214/10-AIHP388</a>
  apa: Erdös, L., Schlein, B., Yau, H., &#38; Yin, J. (2012). The local relaxation
    flow approach to universality of the local statistics for random matrices. <i>Annales
    de l’institut Henri Poincare (B) Probability and Statistics</i>. Institute of
    Mathematical Statistics. <a href="https://doi.org/10.1214/10-AIHP388">https://doi.org/10.1214/10-AIHP388</a>
  chicago: Erdös, László, Benjamin Schlein, Horng Yau, and Jun Yin. “The Local Relaxation
    Flow Approach to Universality of the Local Statistics for Random Matrices.” <i>Annales
    de l’institut Henri Poincare (B) Probability and Statistics</i>. Institute of
    Mathematical Statistics, 2012. <a href="https://doi.org/10.1214/10-AIHP388">https://doi.org/10.1214/10-AIHP388</a>.
  ieee: L. Erdös, B. Schlein, H. Yau, and J. Yin, “The local relaxation flow approach
    to universality of the local statistics for random matrices,” <i>Annales de l’institut
    Henri Poincare (B) Probability and Statistics</i>, vol. 48, no. 1. Institute of
    Mathematical Statistics, pp. 1–46, 2012.
  ista: Erdös L, Schlein B, Yau H, Yin J. 2012. The local relaxation flow approach
    to universality of the local statistics for random matrices. Annales de l’institut
    Henri Poincare (B) Probability and Statistics. 48(1), 1–46.
  mla: Erdös, László, et al. “The Local Relaxation Flow Approach to Universality of
    the Local Statistics for Random Matrices.” <i>Annales de l’institut Henri Poincare
    (B) Probability and Statistics</i>, vol. 48, no. 1, Institute of Mathematical
    Statistics, 2012, pp. 1–46, doi:<a href="https://doi.org/10.1214/10-AIHP388">10.1214/10-AIHP388</a>.
  short: L. Erdös, B. Schlein, H. Yau, J. Yin, Annales de l’institut Henri Poincare
    (B) Probability and Statistics 48 (2012) 1–46.
date_created: 2018-12-11T11:59:30Z
date_published: 2012-02-01T00:00:00Z
date_updated: 2021-01-12T06:59:34Z
day: '01'
doi: 10.1214/10-AIHP388
extern: 1
intvolume: '        48'
issue: '1'
month: '02'
page: 1 - 46
publication: Annales de l'institut Henri Poincare (B) Probability and Statistics
publication_status: published
publisher: Institute of Mathematical Statistics
publist_id: '4121'
quality_controlled: 0
status: public
title: The local relaxation flow approach to universality of the local statistics
  for random matrices
type: journal_article
volume: 48
year: '2012'
...
---
_id: '2770'
abstract:
- lang: eng
  text: 'Consider N×N Hermitian or symmetric random matrices H with independent entries,
    where the distribution of the (i,j) matrix element is given by the probability
    measure vij with zero expectation and with variance σ ιj 2. We assume that the
    variances satisfy the normalization condition Σiσij2=1 for all j and that there
    is a positive constant c such that c≤Nσ ιj 2 ιc -1. We further assume that the
    probability distributions νij have a uniform subexponential decay. We prove that
    the Stieltjes transform of the empirical eigenvalue distribution of H is given
    by the Wigner semicircle law uniformly up to the edges of the spectrum with an
    error of order (Nη) -1 where η is the imaginary part of the spectral parameter
    in the Stieltjes transform. There are three corollaries to this strong local semicircle
    law: (1) Rigidity of eigenvalues: If γj=γj,N denotes the classical location of
    the j-th eigenvalue under the semicircle law ordered in increasing order, then
    the j-th eigenvalue λj is close to γj in the sense that for some positive constants
    C, c P{double-struck}(∃j:|λ j-γ j|≥(logN) CloglogN[min(j,N-j+1)] -1/3N -2/3)≤
    C exp[-(logN) cloglogN] for N large enough. (2) The proof of Dyson''s conjecture
    (Dyson, 1962 [15]) which states that the time scale of the Dyson Brownian motion
    to reach local equilibrium is of order N -1 up to logarithmic corrections. (3)
    The edge universality holds in the sense that the probability distributions of
    the largest (and the smallest) eigenvalues of two generalized Wigner ensembles
    are the same in the large N limit provided that the second moments of the two
    ensembles are identical.'
author:
- first_name: László
  full_name: László Erdös
  id: 4DBD5372-F248-11E8-B48F-1D18A9856A87
  last_name: Erdös
  orcid: 0000-0001-5366-9603
- first_name: Horng
  full_name: Yau, Horng-Tzer
  last_name: Yau
- first_name: Jun
  full_name: Yin, Jun
  last_name: Yin
citation:
  ama: Erdös L, Yau H, Yin J. Rigidity of eigenvalues of generalized Wigner matrices.
    <i>Advances in Mathematics</i>. 2012;229(3):1435-1515. doi:<a href="https://doi.org/10.1016/j.aim.2011.12.010">10.1016/j.aim.2011.12.010</a>
  apa: Erdös, L., Yau, H., &#38; Yin, J. (2012). Rigidity of eigenvalues of generalized
    Wigner matrices. <i>Advances in Mathematics</i>. Academic Press. <a href="https://doi.org/10.1016/j.aim.2011.12.010">https://doi.org/10.1016/j.aim.2011.12.010</a>
  chicago: Erdös, László, Horng Yau, and Jun Yin. “Rigidity of Eigenvalues of Generalized
    Wigner Matrices.” <i>Advances in Mathematics</i>. Academic Press, 2012. <a href="https://doi.org/10.1016/j.aim.2011.12.010">https://doi.org/10.1016/j.aim.2011.12.010</a>.
  ieee: L. Erdös, H. Yau, and J. Yin, “Rigidity of eigenvalues of generalized Wigner
    matrices,” <i>Advances in Mathematics</i>, vol. 229, no. 3. Academic Press, pp.
    1435–1515, 2012.
  ista: Erdös L, Yau H, Yin J. 2012. Rigidity of eigenvalues of generalized Wigner
    matrices. Advances in Mathematics. 229(3), 1435–1515.
  mla: Erdös, László, et al. “Rigidity of Eigenvalues of Generalized Wigner Matrices.”
    <i>Advances in Mathematics</i>, vol. 229, no. 3, Academic Press, 2012, pp. 1435–515,
    doi:<a href="https://doi.org/10.1016/j.aim.2011.12.010">10.1016/j.aim.2011.12.010</a>.
  short: L. Erdös, H. Yau, J. Yin, Advances in Mathematics 229 (2012) 1435–1515.
date_created: 2018-12-11T11:59:30Z
date_published: 2012-02-15T00:00:00Z
date_updated: 2021-01-12T06:59:35Z
day: '15'
doi: 10.1016/j.aim.2011.12.010
extern: 1
intvolume: '       229'
issue: '3'
month: '02'
page: 1435 - 1515
publication: Advances in Mathematics
publication_status: published
publisher: Academic Press
publist_id: '4120'
quality_controlled: 0
status: public
title: Rigidity of eigenvalues of generalized Wigner matrices
type: journal_article
volume: 229
year: '2012'
...
---
_id: '2771'
abstract:
- lang: eng
  text: We consider a magnetic Schrödinger operator in two dimensions. The magnetic
    field is given as the sum of a large and constant magnetic field and a random
    magnetic field. Moreover, we allow for an additional deterministic potential as
    well as a magnetic field which are both periodic. We show that the spectrum of
    this operator is contained in broadened bands around the Landau levels and that
    the edges of these bands consist of pure point spectrum with exponentially decaying
    eigenfunctions. The proof is based on a recent Wegner estimate obtained in Erdos
    and Hasler (Commun. Math. Phys., preprint, arXiv:1012.5185) and a multiscale analysis.
author:
- first_name: László
  full_name: László Erdös
  id: 4DBD5372-F248-11E8-B48F-1D18A9856A87
  last_name: Erdös
  orcid: 0000-0001-5366-9603
- first_name: David
  full_name: Hasler, David G
  last_name: Hasler
citation:
  ama: Erdös L, Hasler D. Anderson localization at band edges for random magnetic
    fields. <i>Journal of Statistical Physics</i>. 2012;146(5):900-923. doi:<a href="https://doi.org/10.1007/s10955-012-0445-6">10.1007/s10955-012-0445-6</a>
  apa: Erdös, L., &#38; Hasler, D. (2012). Anderson localization at band edges for
    random magnetic fields. <i>Journal of Statistical Physics</i>. Springer. <a href="https://doi.org/10.1007/s10955-012-0445-6">https://doi.org/10.1007/s10955-012-0445-6</a>
  chicago: Erdös, László, and David Hasler. “Anderson Localization at Band Edges for
    Random Magnetic Fields.” <i>Journal of Statistical Physics</i>. Springer, 2012.
    <a href="https://doi.org/10.1007/s10955-012-0445-6">https://doi.org/10.1007/s10955-012-0445-6</a>.
  ieee: L. Erdös and D. Hasler, “Anderson localization at band edges for random magnetic
    fields,” <i>Journal of Statistical Physics</i>, vol. 146, no. 5. Springer, pp.
    900–923, 2012.
  ista: Erdös L, Hasler D. 2012. Anderson localization at band edges for random magnetic
    fields. Journal of Statistical Physics. 146(5), 900–923.
  mla: Erdös, László, and David Hasler. “Anderson Localization at Band Edges for Random
    Magnetic Fields.” <i>Journal of Statistical Physics</i>, vol. 146, no. 5, Springer,
    2012, pp. 900–23, doi:<a href="https://doi.org/10.1007/s10955-012-0445-6">10.1007/s10955-012-0445-6</a>.
  short: L. Erdös, D. Hasler, Journal of Statistical Physics 146 (2012) 900–923.
date_created: 2018-12-11T11:59:31Z
date_published: 2012-03-01T00:00:00Z
date_updated: 2021-01-12T06:59:35Z
day: '01'
doi: 10.1007/s10955-012-0445-6
extern: 1
intvolume: '       146'
issue: '5'
month: '03'
page: 900 - 923
publication: Journal of Statistical Physics
publication_status: published
publisher: Springer
publist_id: '4119'
quality_controlled: 0
status: public
title: Anderson localization at band edges for random magnetic fields
type: journal_article
volume: 146
year: '2012'
...
---
_id: '2772'
abstract:
- lang: eng
  text: We consider the semiclassical asymptotics of the sum of negative eigenvalues
    of the three-dimensional Pauli operator with an external potential and a self-generated
    magnetic field B. We also add the field energy β ∫ B 2 and we minimize over all
    magnetic fields. The parameter β effectively determines the strength of the field.
    We consider the weak field regime with βh 2 ≥ const &gt; 0, where h is the semiclassical
    parameter. For smooth potentials we prove that the semiclassical asymptotics of
    the total energy is given by the non-magnetic Weyl term to leading order with
    an error bound that is smaller by a factor h 1+e{open}, i. e. the subleading term
    vanishes. However for potentials with a Coulomb singularity, the subleading term
    does not vanish due to the non-semiclassical effect of the singularity. Combined
    with a multiscale technique, this refined estimate is used in the companion paper
    (Erdo{double acute}s et al. in Scott correction for large molecules with a self-generated
    magnetic field, Preprint, 2011) to prove the second order Scott correction to
    the ground state energy of large atoms and molecules.
author:
- first_name: László
  full_name: László Erdös
  id: 4DBD5372-F248-11E8-B48F-1D18A9856A87
  last_name: Erdös
  orcid: 0000-0001-5366-9603
- first_name: Søren
  full_name: Fournais, Søren
  last_name: Fournais
- first_name: Jan
  full_name: Solovej, Jan P
  last_name: Solovej
citation:
  ama: Erdös L, Fournais S, Solovej J. Second order semiclassics with self generated
    magnetic fields. <i>Annales Henri Poincare</i>. 2012;13(4):671-730. doi:<a href="https://doi.org/10.1007/s00023-011-0150-z">10.1007/s00023-011-0150-z</a>
  apa: Erdös, L., Fournais, S., &#38; Solovej, J. (2012). Second order semiclassics
    with self generated magnetic fields. <i>Annales Henri Poincare</i>. Birkhäuser.
    <a href="https://doi.org/10.1007/s00023-011-0150-z">https://doi.org/10.1007/s00023-011-0150-z</a>
  chicago: Erdös, László, Søren Fournais, and Jan Solovej. “Second Order Semiclassics
    with Self Generated Magnetic Fields.” <i>Annales Henri Poincare</i>. Birkhäuser,
    2012. <a href="https://doi.org/10.1007/s00023-011-0150-z">https://doi.org/10.1007/s00023-011-0150-z</a>.
  ieee: L. Erdös, S. Fournais, and J. Solovej, “Second order semiclassics with self
    generated magnetic fields,” <i>Annales Henri Poincare</i>, vol. 13, no. 4. Birkhäuser,
    pp. 671–730, 2012.
  ista: Erdös L, Fournais S, Solovej J. 2012. Second order semiclassics with self
    generated magnetic fields. Annales Henri Poincare. 13(4), 671–730.
  mla: Erdös, László, et al. “Second Order Semiclassics with Self Generated Magnetic
    Fields.” <i>Annales Henri Poincare</i>, vol. 13, no. 4, Birkhäuser, 2012, pp.
    671–730, doi:<a href="https://doi.org/10.1007/s00023-011-0150-z">10.1007/s00023-011-0150-z</a>.
  short: L. Erdös, S. Fournais, J. Solovej, Annales Henri Poincare 13 (2012) 671–730.
date_created: 2018-12-11T11:59:31Z
date_published: 2012-05-01T00:00:00Z
date_updated: 2021-01-12T06:59:36Z
day: '01'
doi: 10.1007/s00023-011-0150-z
extern: 1
intvolume: '        13'
issue: '4'
month: '05'
page: 671 - 730
publication: Annales Henri Poincare
publication_status: published
publisher: Birkhäuser
publist_id: '4118'
quality_controlled: 0
status: public
title: Second order semiclassics with self generated magnetic fields
type: journal_article
volume: 13
year: '2012'
...
---
_id: '2773'
abstract:
- lang: eng
  text: Recently we proved [3, 4, 6, 7, 9, 10, 11] that the eigenvalue correlation
    functions of a general class of random matrices converge, weakly with respect
    to the energy, to the corresponding ones of Gaussian matrices. Tao and Vu [15]
    gave a proof that for the special case of Hermitian Wigner matrices the convergence
    can be strengthened to vague convergence at any fixed energy in the bulk. In this
    article we show that this theorem is an immediate corollary of our earlier results.
    Indeed, a more general form of this theorem also follows directly from our work
    [2].
author:
- first_name: László
  full_name: László Erdös
  id: 4DBD5372-F248-11E8-B48F-1D18A9856A87
  last_name: Erdös
  orcid: 0000-0001-5366-9603
- first_name: Horng
  full_name: Yau, Horng-Tzer
  last_name: Yau
citation:
  ama: Erdös L, Yau H. A comment on the Wigner-Dyson-Mehta bulk universality conjecture
    for Wigner matrices. <i>Electronic Journal of Probability</i>. 2012;17. doi:<a
    href="https://doi.org/10.1214/EJP.v17-1779">10.1214/EJP.v17-1779</a>
  apa: Erdös, L., &#38; Yau, H. (2012). A comment on the Wigner-Dyson-Mehta bulk universality
    conjecture for Wigner matrices. <i>Electronic Journal of Probability</i>. Institute
    of Mathematical Statistics. <a href="https://doi.org/10.1214/EJP.v17-1779">https://doi.org/10.1214/EJP.v17-1779</a>
  chicago: Erdös, László, and Horng Yau. “A Comment on the Wigner-Dyson-Mehta Bulk
    Universality Conjecture for Wigner Matrices.” <i>Electronic Journal of Probability</i>.
    Institute of Mathematical Statistics, 2012. <a href="https://doi.org/10.1214/EJP.v17-1779">https://doi.org/10.1214/EJP.v17-1779</a>.
  ieee: L. Erdös and H. Yau, “A comment on the Wigner-Dyson-Mehta bulk universality
    conjecture for Wigner matrices,” <i>Electronic Journal of Probability</i>, vol.
    17. Institute of Mathematical Statistics, 2012.
  ista: Erdös L, Yau H. 2012. A comment on the Wigner-Dyson-Mehta bulk universality
    conjecture for Wigner matrices. Electronic Journal of Probability. 17.
  mla: Erdös, László, and Horng Yau. “A Comment on the Wigner-Dyson-Mehta Bulk Universality
    Conjecture for Wigner Matrices.” <i>Electronic Journal of Probability</i>, vol.
    17, Institute of Mathematical Statistics, 2012, doi:<a href="https://doi.org/10.1214/EJP.v17-1779">10.1214/EJP.v17-1779</a>.
  short: L. Erdös, H. Yau, Electronic Journal of Probability 17 (2012).
date_created: 2018-12-11T11:59:31Z
date_published: 2012-04-10T00:00:00Z
date_updated: 2021-01-12T06:59:36Z
day: '10'
doi: 10.1214/EJP.v17-1779
extern: 1
intvolume: '        17'
month: '04'
publication: Electronic Journal of Probability
publication_status: published
publisher: Institute of Mathematical Statistics
publist_id: '4117'
quality_controlled: 0
status: public
title: A comment on the Wigner-Dyson-Mehta bulk universality conjecture for Wigner
  matrices
type: journal_article
volume: 17
year: '2012'
...
---
_id: '2774'
abstract:
- lang: eng
  text: We consider a large neutral molecule with total nuclear charge Z in non-relativistic
    quantum mechanics with a self-generated classical electromagnetic field. To ensure
    stability, we assume that Zα 2 ≤ κ 0 for a sufficiently small κ 0, where α denotes
    the fine structure constant. We show that, in the simultaneous limit Z → ∞, α
    → 0 such that κ = Zα 2 is fixed, the ground state energy of the system is given
    by a two term expansion c 1Z 7/3 + c 2(κ) Z 2 + o(Z 2). The leading term is given
    by the non-magnetic Thomas-Fermi theory. Our result shows that the magnetic field
    affects only the second (so-called Scott) term in the expansion.
author:
- first_name: László
  full_name: László Erdös
  id: 4DBD5372-F248-11E8-B48F-1D18A9856A87
  last_name: Erdös
  orcid: 0000-0001-5366-9603
- first_name: Søren
  full_name: Fournais, Søren
  last_name: Fournais
- first_name: Jan
  full_name: Solovej, Jan P
  last_name: Solovej
citation:
  ama: Erdös L, Fournais S, Solovej J. Scott correction for large atoms and molecules
    in a self-generated magnetic field. <i>Communications in Mathematical Physics</i>.
    2012;312(3):847-882. doi:<a href="https://doi.org/10.1007/s00220-012-1468-1">10.1007/s00220-012-1468-1</a>
  apa: Erdös, L., Fournais, S., &#38; Solovej, J. (2012). Scott correction for large
    atoms and molecules in a self-generated magnetic field. <i>Communications in Mathematical
    Physics</i>. Springer. <a href="https://doi.org/10.1007/s00220-012-1468-1">https://doi.org/10.1007/s00220-012-1468-1</a>
  chicago: Erdös, László, Søren Fournais, and Jan Solovej. “Scott Correction for Large
    Atoms and Molecules in a Self-Generated Magnetic Field.” <i>Communications in
    Mathematical Physics</i>. Springer, 2012. <a href="https://doi.org/10.1007/s00220-012-1468-1">https://doi.org/10.1007/s00220-012-1468-1</a>.
  ieee: L. Erdös, S. Fournais, and J. Solovej, “Scott correction for large atoms and
    molecules in a self-generated magnetic field,” <i>Communications in Mathematical
    Physics</i>, vol. 312, no. 3. Springer, pp. 847–882, 2012.
  ista: Erdös L, Fournais S, Solovej J. 2012. Scott correction for large atoms and
    molecules in a self-generated magnetic field. Communications in Mathematical Physics.
    312(3), 847–882.
  mla: Erdös, László, et al. “Scott Correction for Large Atoms and Molecules in a
    Self-Generated Magnetic Field.” <i>Communications in Mathematical Physics</i>,
    vol. 312, no. 3, Springer, 2012, pp. 847–82, doi:<a href="https://doi.org/10.1007/s00220-012-1468-1">10.1007/s00220-012-1468-1</a>.
  short: L. Erdös, S. Fournais, J. Solovej, Communications in Mathematical Physics
    312 (2012) 847–882.
date_created: 2018-12-11T11:59:31Z
date_published: 2012-06-01T00:00:00Z
date_updated: 2021-01-12T06:59:36Z
day: '01'
doi: 10.1007/s00220-012-1468-1
extern: 1
intvolume: '       312'
issue: '3'
month: '06'
page: 847 - 882
publication: Communications in Mathematical Physics
publication_status: published
publisher: Springer
publist_id: '4116'
quality_controlled: 0
status: public
title: Scott correction for large atoms and molecules in a self-generated magnetic
  field
type: journal_article
volume: 312
year: '2012'
...
---
_id: '2775'
abstract:
- lang: eng
  text: The Wigner-Dyson-Gaudin-Mehta conjecture asserts that the local eigenvalue
    statistics of large random matrices exhibit universal behavior depending only
    on the symmetry class of the matrix ensemble. For invariant matrix models, the
    eigenvalue distributions are given by a log-gas with potential V and inverse temperature
    β = 1, 2, 4, corresponding to the orthogonal, unitary and symplectic ensembles.
    For β ∉ {1, 2, 4}, there is no natural random matrix ensemble behind this model,
    but the statistical physics interpretation of the log-gas is still valid for all
    β &gt; 0. The universality conjecture for invariant ensembles asserts that the
    local eigenvalue statistics are independent of V. In this article, we review our
    recent solution to the universality conjecture for both invariant and non-invariant
    ensembles. We will also demonstrate that the local ergodicity of the Dyson Brownian
    motion is the intrinsic mechanism behind the universality. Furthermore, we review
    the solution of Dyson's conjecture on the local relaxation time of the Dyson Brownian
    motion. Related questions such as delocalization of eigenvectors and local version
    of Wigner's semicircle law will also be discussed.
author:
- first_name: László
  full_name: László Erdös
  id: 4DBD5372-F248-11E8-B48F-1D18A9856A87
  last_name: Erdös
  orcid: 0000-0001-5366-9603
- first_name: Horng
  full_name: Yau, Horng-Tzer
  last_name: Yau
citation:
  ama: Erdös L, Yau H. Universality of local spectral statistics of random matrices.
    <i>Bulletin of the American Mathematical Society</i>. 2012;49(3):377-414. doi:<a
    href="https://doi.org/10.1090/S0273-0979-2012-01372-1">10.1090/S0273-0979-2012-01372-1</a>
  apa: Erdös, L., &#38; Yau, H. (2012). Universality of local spectral statistics
    of random matrices. <i>Bulletin of the American Mathematical Society</i>. American
    Mathematical Society. <a href="https://doi.org/10.1090/S0273-0979-2012-01372-1">https://doi.org/10.1090/S0273-0979-2012-01372-1</a>
  chicago: Erdös, László, and Horng Yau. “Universality of Local Spectral Statistics
    of Random Matrices.” <i>Bulletin of the American Mathematical Society</i>. American
    Mathematical Society, 2012. <a href="https://doi.org/10.1090/S0273-0979-2012-01372-1">https://doi.org/10.1090/S0273-0979-2012-01372-1</a>.
  ieee: L. Erdös and H. Yau, “Universality of local spectral statistics of random
    matrices,” <i>Bulletin of the American Mathematical Society</i>, vol. 49, no.
    3. American Mathematical Society, pp. 377–414, 2012.
  ista: Erdös L, Yau H. 2012. Universality of local spectral statistics of random
    matrices. Bulletin of the American Mathematical Society. 49(3), 377–414.
  mla: Erdös, László, and Horng Yau. “Universality of Local Spectral Statistics of
    Random Matrices.” <i>Bulletin of the American Mathematical Society</i>, vol. 49,
    no. 3, American Mathematical Society, 2012, pp. 377–414, doi:<a href="https://doi.org/10.1090/S0273-0979-2012-01372-1">10.1090/S0273-0979-2012-01372-1</a>.
  short: L. Erdös, H. Yau, Bulletin of the American Mathematical Society 49 (2012)
    377–414.
date_created: 2018-12-11T11:59:32Z
date_published: 2012-01-30T00:00:00Z
date_updated: 2021-01-12T06:59:36Z
day: '30'
doi: 10.1090/S0273-0979-2012-01372-1
extern: 1
intvolume: '        49'
issue: '3'
month: '01'
page: 377 - 414
publication: Bulletin of the American Mathematical Society
publication_status: published
publisher: American Mathematical Society
publist_id: '4115'
quality_controlled: 0
status: public
title: Universality of local spectral statistics of random matrices
type: journal_article
volume: 49
year: '2012'
...
---
_id: '2776'
abstract:
- lang: eng
  text: We consider the ensemble of adjacency matrices of Erdős-Rényi random graphs,
    i.e. graphs on N vertices where every edge is chosen independently and with probability
    p ≡ p(N). We rescale the matrix so that its bulk eigenvalues are of order one.
    Under the assumption pN≫N2/3 , we prove the universality of eigenvalue distributions
    both in the bulk and at the edge of the spectrum. More precisely, we prove (1)
    that the eigenvalue spacing of the Erdős-Rényi graph in the bulk of the spectrum
    has the same distribution as that of the Gaussian orthogonal ensemble; and (2)
    that the second largest eigenvalue of the Erdős-Rényi graph has the same distribution
    as the largest eigenvalue of the Gaussian orthogonal ensemble. As an application
    of our method, we prove the bulk universality of generalized Wigner matrices under
    the assumption that the matrix entries have at least 4 + ε moments.
author:
- first_name: László
  full_name: László Erdös
  id: 4DBD5372-F248-11E8-B48F-1D18A9856A87
  last_name: Erdös
  orcid: 0000-0001-5366-9603
- first_name: Antti
  full_name: Knowles, Antti
  last_name: Knowles
- first_name: Horng
  full_name: Yau, Horng-Tzer
  last_name: Yau
- first_name: Jun
  full_name: Yin, Jun
  last_name: Yin
citation:
  ama: 'Erdös L, Knowles A, Yau H, Yin J. Spectral statistics of Erdős-Rényi graphs
    II: Eigenvalue spacing and the extreme eigenvalues. <i>Communications in Mathematical
    Physics</i>. 2012;314(3):587-640. doi:<a href="https://doi.org/10.1007/s00220-012-1527-7">10.1007/s00220-012-1527-7</a>'
  apa: 'Erdös, L., Knowles, A., Yau, H., &#38; Yin, J. (2012). Spectral statistics
    of Erdős-Rényi graphs II: Eigenvalue spacing and the extreme eigenvalues. <i>Communications
    in Mathematical Physics</i>. Springer. <a href="https://doi.org/10.1007/s00220-012-1527-7">https://doi.org/10.1007/s00220-012-1527-7</a>'
  chicago: 'Erdös, László, Antti Knowles, Horng Yau, and Jun Yin. “Spectral Statistics
    of Erdős-Rényi Graphs II: Eigenvalue Spacing and the Extreme Eigenvalues.” <i>Communications
    in Mathematical Physics</i>. Springer, 2012. <a href="https://doi.org/10.1007/s00220-012-1527-7">https://doi.org/10.1007/s00220-012-1527-7</a>.'
  ieee: 'L. Erdös, A. Knowles, H. Yau, and J. Yin, “Spectral statistics of Erdős-Rényi
    graphs II: Eigenvalue spacing and the extreme eigenvalues,” <i>Communications
    in Mathematical Physics</i>, vol. 314, no. 3. Springer, pp. 587–640, 2012.'
  ista: 'Erdös L, Knowles A, Yau H, Yin J. 2012. Spectral statistics of Erdős-Rényi
    graphs II: Eigenvalue spacing and the extreme eigenvalues. Communications in Mathematical
    Physics. 314(3), 587–640.'
  mla: 'Erdös, László, et al. “Spectral Statistics of Erdős-Rényi Graphs II: Eigenvalue
    Spacing and the Extreme Eigenvalues.” <i>Communications in Mathematical Physics</i>,
    vol. 314, no. 3, Springer, 2012, pp. 587–640, doi:<a href="https://doi.org/10.1007/s00220-012-1527-7">10.1007/s00220-012-1527-7</a>.'
  short: L. Erdös, A. Knowles, H. Yau, J. Yin, Communications in Mathematical Physics
    314 (2012) 587–640.
date_created: 2018-12-11T11:59:32Z
date_published: 2012-09-01T00:00:00Z
date_updated: 2021-01-12T06:59:37Z
day: '01'
doi: 10.1007/s00220-012-1527-7
extern: 1
intvolume: '       314'
issue: '3'
month: '09'
page: 587 - 640
publication: Communications in Mathematical Physics
publication_status: published
publisher: Springer
publist_id: '4114'
quality_controlled: 0
status: public
title: 'Spectral statistics of Erdős-Rényi graphs II: Eigenvalue spacing and the extreme
  eigenvalues'
type: journal_article
volume: 314
year: '2012'
...
---
_id: '2777'
abstract:
- lang: eng
  text: We consider a large neutral molecule with total nuclear charge Z in a model
    with self-generated classical magnetic field and where the kinetic energy of the
    electrons is treated relativistically. To ensure stability, we assume that Zα
    &lt; 2/π, where α denotes the fine structure constant. We are interested in the
    ground state energy in the simultaneous limit Z → ∞, α → 0 such that κ = Zα is
    fixed. The leading term in the energy asymptotics is independent of κ, it is given
    by the Thomas-Fermi energy of order Z7/3 and it is unchanged by including the
    self-generated magnetic field. We prove the first correction term to this energy,
    the so-called Scott correction of the form S(αZ)Z2. The current paper extends
    the result of Solovej et al. [Commun. Pure Appl. Math.LXIII, 39-118 (2010)] on
    the Scott correction for relativistic molecules to include a self-generated magnetic
    field. Furthermore, we show that the corresponding Scott correction function S,
    first identified by Solovej et al. [Commun. Pure Appl. Math.LXIII, 39-118 (2010)],
    is unchanged by including a magnetic field. We also prove new Lieb-Thirring inequalities
    for the relativistic kinetic energy with magnetic fields.
author:
- first_name: László
  full_name: László Erdös
  id: 4DBD5372-F248-11E8-B48F-1D18A9856A87
  last_name: Erdös
  orcid: 0000-0001-5366-9603
- first_name: Søren
  full_name: Fournais, Søren
  last_name: Fournais
- first_name: Jan
  full_name: Solovej, Jan P
  last_name: Solovej
citation:
  ama: Erdös L, Fournais S, Solovej J. Relativistic Scott correction in self-generated
    magnetic fields. <i>Journal of Mathematical Physics</i>. 2012;53(9). doi:<a href="https://doi.org/10.1063/1.3697417">10.1063/1.3697417</a>
  apa: Erdös, L., Fournais, S., &#38; Solovej, J. (2012). Relativistic Scott correction
    in self-generated magnetic fields. <i>Journal of Mathematical Physics</i>. American
    Institute of Physics. <a href="https://doi.org/10.1063/1.3697417">https://doi.org/10.1063/1.3697417</a>
  chicago: Erdös, László, Søren Fournais, and Jan Solovej. “Relativistic Scott Correction
    in Self-Generated Magnetic Fields.” <i>Journal of Mathematical Physics</i>. American
    Institute of Physics, 2012. <a href="https://doi.org/10.1063/1.3697417">https://doi.org/10.1063/1.3697417</a>.
  ieee: L. Erdös, S. Fournais, and J. Solovej, “Relativistic Scott correction in self-generated
    magnetic fields,” <i>Journal of Mathematical Physics</i>, vol. 53, no. 9. American
    Institute of Physics, 2012.
  ista: Erdös L, Fournais S, Solovej J. 2012. Relativistic Scott correction in self-generated
    magnetic fields. Journal of Mathematical Physics. 53(9).
  mla: Erdös, László, et al. “Relativistic Scott Correction in Self-Generated Magnetic
    Fields.” <i>Journal of Mathematical Physics</i>, vol. 53, no. 9, American Institute
    of Physics, 2012, doi:<a href="https://doi.org/10.1063/1.3697417">10.1063/1.3697417</a>.
  short: L. Erdös, S. Fournais, J. Solovej, Journal of Mathematical Physics 53 (2012).
date_created: 2018-12-11T11:59:32Z
date_published: 2012-09-28T00:00:00Z
date_updated: 2021-01-12T06:59:37Z
day: '28'
doi: 10.1063/1.3697417
extern: 1
intvolume: '        53'
issue: '9'
month: '09'
publication: Journal of Mathematical Physics
publication_status: published
publisher: American Institute of Physics
publist_id: '4113'
quality_controlled: 0
status: public
title: Relativistic Scott correction in self-generated magnetic fields
type: journal_article
volume: 53
year: '2012'
...
---
_id: '2778'
abstract:
- lang: eng
  text: We prove the bulk universality of the β-ensembles with non-convex regular
    analytic potentials for any β &gt; 0. This removes the convexity assumption appeared
    in the earlier work [P. Bourgade, L. Erdös, and H.-T. Yau, Universality of general
    β-ensembles, preprint arXiv:0907.5605 (2011)]. The convexity condition enabled
    us to use the logarithmic Sobolev inequality to estimate events with small probability.
    The new idea is to introduce a &quot;convexified measure&quot; so that the local
    statistics are preserved under this convexification.
author:
- first_name: Paul
  full_name: Bourgade, Paul
  last_name: Bourgade
- first_name: László
  full_name: László Erdös
  id: 4DBD5372-F248-11E8-B48F-1D18A9856A87
  last_name: Erdös
  orcid: 0000-0001-5366-9603
- first_name: Horng
  full_name: Yau, Horng-Tzer
  last_name: Yau
citation:
  ama: Bourgade P, Erdös L, Yau H. Bulk universality of general β-ensembles with non-convex
    potential. <i>Journal of Mathematical Physics</i>. 2012;53(9). doi:<a href="https://doi.org/10.1063/1.4751478">10.1063/1.4751478</a>
  apa: Bourgade, P., Erdös, L., &#38; Yau, H. (2012). Bulk universality of general
    β-ensembles with non-convex potential. <i>Journal of Mathematical Physics</i>.
    American Institute of Physics. <a href="https://doi.org/10.1063/1.4751478">https://doi.org/10.1063/1.4751478</a>
  chicago: Bourgade, Paul, László Erdös, and Horng Yau. “Bulk Universality of General
    β-Ensembles with Non-Convex Potential.” <i>Journal of Mathematical Physics</i>.
    American Institute of Physics, 2012. <a href="https://doi.org/10.1063/1.4751478">https://doi.org/10.1063/1.4751478</a>.
  ieee: P. Bourgade, L. Erdös, and H. Yau, “Bulk universality of general β-ensembles
    with non-convex potential,” <i>Journal of Mathematical Physics</i>, vol. 53, no.
    9. American Institute of Physics, 2012.
  ista: Bourgade P, Erdös L, Yau H. 2012. Bulk universality of general β-ensembles
    with non-convex potential. Journal of Mathematical Physics. 53(9).
  mla: Bourgade, Paul, et al. “Bulk Universality of General β-Ensembles with Non-Convex
    Potential.” <i>Journal of Mathematical Physics</i>, vol. 53, no. 9, American Institute
    of Physics, 2012, doi:<a href="https://doi.org/10.1063/1.4751478">10.1063/1.4751478</a>.
  short: P. Bourgade, L. Erdös, H. Yau, Journal of Mathematical Physics 53 (2012).
date_created: 2018-12-11T11:59:33Z
date_published: 2012-09-28T00:00:00Z
date_updated: 2021-01-12T06:59:38Z
day: '28'
doi: 10.1063/1.4751478
extern: 1
intvolume: '        53'
issue: '9'
month: '09'
publication: Journal of Mathematical Physics
publication_status: published
publisher: American Institute of Physics
publist_id: '4112'
quality_controlled: 0
status: public
title: Bulk universality of general β-ensembles with non-convex potential
type: journal_article
volume: 53
year: '2012'
...
---
_id: '2779'
abstract:
- lang: eng
  text: We consider a two-dimensional magnetic Schrödinger operator on a square lattice
    with a spatially stationary random magnetic field. We prove Anderson localization
    near the spectral edges. We use a new approach to establish a Wegner estimate
    that does not rely on the monotonicity of the energy on the random parameters.
author:
- first_name: László
  full_name: László Erdös
  id: 4DBD5372-F248-11E8-B48F-1D18A9856A87
  last_name: Erdös
  orcid: 0000-0001-5366-9603
- first_name: David
  full_name: Hasler, David G
  last_name: Hasler
citation:
  ama: Erdös L, Hasler D. Wegner estimate for random magnetic Laplacian on ℤ 2. <i>Annales
    Henri Poincare</i>. 2012;13(8):1719-1731. doi:<a href="https://doi.org/10.1007/s00023-012-0177-9">10.1007/s00023-012-0177-9</a>
  apa: Erdös, L., &#38; Hasler, D. (2012). Wegner estimate for random magnetic Laplacian
    on ℤ 2. <i>Annales Henri Poincare</i>. Birkhäuser. <a href="https://doi.org/10.1007/s00023-012-0177-9">https://doi.org/10.1007/s00023-012-0177-9</a>
  chicago: Erdös, László, and David Hasler. “Wegner Estimate for Random Magnetic Laplacian
    on ℤ 2.” <i>Annales Henri Poincare</i>. Birkhäuser, 2012. <a href="https://doi.org/10.1007/s00023-012-0177-9">https://doi.org/10.1007/s00023-012-0177-9</a>.
  ieee: L. Erdös and D. Hasler, “Wegner estimate for random magnetic Laplacian on
    ℤ 2,” <i>Annales Henri Poincare</i>, vol. 13, no. 8. Birkhäuser, pp. 1719–1731,
    2012.
  ista: Erdös L, Hasler D. 2012. Wegner estimate for random magnetic Laplacian on
    ℤ 2. Annales Henri Poincare. 13(8), 1719–1731.
  mla: Erdös, László, and David Hasler. “Wegner Estimate for Random Magnetic Laplacian
    on ℤ 2.” <i>Annales Henri Poincare</i>, vol. 13, no. 8, Birkhäuser, 2012, pp.
    1719–31, doi:<a href="https://doi.org/10.1007/s00023-012-0177-9">10.1007/s00023-012-0177-9</a>.
  short: L. Erdös, D. Hasler, Annales Henri Poincare 13 (2012) 1719–1731.
date_created: 2018-12-11T11:59:33Z
date_published: 2012-12-01T00:00:00Z
date_updated: 2021-01-12T06:59:38Z
day: '01'
doi: 10.1007/s00023-012-0177-9
extern: 1
intvolume: '        13'
issue: '8'
month: '12'
page: 1719 - 1731
publication: Annales Henri Poincare
publication_status: published
publisher: Birkhäuser
publist_id: '4111'
quality_controlled: 0
status: public
title: Wegner estimate for random magnetic Laplacian on ℤ 2
type: journal_article
volume: 13
year: '2012'
...
---
_id: '2802'
abstract:
- lang: eng
  text: When a binary fluid demixes under a slow temperature ramp, nucleation, coarsening
    and sedimentation of droplets lead to an oscillatory evolution of the phase-separating
    system. The advection of the sedimenting droplets is found to be chaotic. The
    flow is driven by density differences between two phases. Here, we show how image
    processing can be combined with particle tracking to resolve droplet size and
    velocity simultaneously. Droplets are used as tracer particles, and the sedimentation
    velocity is determined. Taking these effects into account, droplets with radii
    in the range of 4-40 μm are detected and tracked. Based on these data, we resolve
    the oscillations in the droplet size distribution that are coupled to the convective
    flow.
author:
- first_name: Tobias
  full_name: Lapp, Tobias
  last_name: Lapp
- first_name: Martin
  full_name: Rohloff, Martin
  last_name: Rohloff
- first_name: Jürgen
  full_name: Vollmer, Jürgen T
  last_name: Vollmer
- first_name: Björn
  full_name: Björn Hof
  id: 3A374330-F248-11E8-B48F-1D18A9856A87
  last_name: Hof
  orcid: 0000-0003-2057-2754
citation:
  ama: Lapp T, Rohloff M, Vollmer J, Hof B. Particle tracking for polydisperse sedimenting
    droplets in phase separation. <i>Experiments in Fluids</i>. 2012;52(5):1187-1200.
    doi:<a href="https://doi.org/10.1007/s00348-011-1243-7">10.1007/s00348-011-1243-7</a>
  apa: Lapp, T., Rohloff, M., Vollmer, J., &#38; Hof, B. (2012). Particle tracking
    for polydisperse sedimenting droplets in phase separation. <i>Experiments in Fluids</i>.
    Springer. <a href="https://doi.org/10.1007/s00348-011-1243-7">https://doi.org/10.1007/s00348-011-1243-7</a>
  chicago: Lapp, Tobias, Martin Rohloff, Jürgen Vollmer, and Björn Hof. “Particle
    Tracking for Polydisperse Sedimenting Droplets in Phase Separation.” <i>Experiments
    in Fluids</i>. Springer, 2012. <a href="https://doi.org/10.1007/s00348-011-1243-7">https://doi.org/10.1007/s00348-011-1243-7</a>.
  ieee: T. Lapp, M. Rohloff, J. Vollmer, and B. Hof, “Particle tracking for polydisperse
    sedimenting droplets in phase separation,” <i>Experiments in Fluids</i>, vol.
    52, no. 5. Springer, pp. 1187–1200, 2012.
  ista: Lapp T, Rohloff M, Vollmer J, Hof B. 2012. Particle tracking for polydisperse
    sedimenting droplets in phase separation. Experiments in Fluids. 52(5), 1187–1200.
  mla: Lapp, Tobias, et al. “Particle Tracking for Polydisperse Sedimenting Droplets
    in Phase Separation.” <i>Experiments in Fluids</i>, vol. 52, no. 5, Springer,
    2012, pp. 1187–200, doi:<a href="https://doi.org/10.1007/s00348-011-1243-7">10.1007/s00348-011-1243-7</a>.
  short: T. Lapp, M. Rohloff, J. Vollmer, B. Hof, Experiments in Fluids 52 (2012)
    1187–1200.
date_created: 2018-12-11T11:59:40Z
date_published: 2012-05-05T00:00:00Z
date_updated: 2021-01-12T06:59:49Z
day: '05'
doi: 10.1007/s00348-011-1243-7
extern: 1
intvolume: '        52'
issue: '5'
month: '05'
page: 1187 - 1200
publication: Experiments in Fluids
publication_status: published
publisher: Springer
publist_id: '4087'
quality_controlled: 0
status: public
title: Particle tracking for polydisperse sedimenting droplets in phase separation
type: journal_article
volume: 52
year: '2012'
...
---
_id: '2803'
abstract:
- lang: eng
  text: Recent numerical studies suggest that in pipe and related shear flows, the
    region of phase space separating laminar from turbulent motion is organized by
    a chaotic attractor, called an edge state, which mediates the transition process.
    We here confirm the existence of the edge state in laboratory experiments. We
    observe that it governs the dynamics during the decay of turbulence underlining
    its potential relevance for turbulence control. In addition we unveil two unstable
    traveling wave solutions underlying the experimental flow fields. This observation
    corroborates earlier suggestions that unstable solutions organize turbulence and
    its stability border.
author:
- first_name: Alberto
  full_name: de Lózar, Alberto
  last_name: De Lózar
- first_name: Fernando
  full_name: Mellibovsky, Fernando
  last_name: Mellibovsky
- first_name: Marc
  full_name: Avila, Marc
  last_name: Avila
- first_name: Björn
  full_name: Björn Hof
  id: 3A374330-F248-11E8-B48F-1D18A9856A87
  last_name: Hof
  orcid: 0000-0003-2057-2754
citation:
  ama: De Lózar A, Mellibovsky F, Avila M, Hof B. Edge state in pipe flow experiments.
    <i>Physical Review Letters</i>. 2012;108(21). doi:<a href="https://doi.org/10.1103/PhysRevLett.108.214502">10.1103/PhysRevLett.108.214502</a>
  apa: De Lózar, A., Mellibovsky, F., Avila, M., &#38; Hof, B. (2012). Edge state
    in pipe flow experiments. <i>Physical Review Letters</i>. American Physical Society.
    <a href="https://doi.org/10.1103/PhysRevLett.108.214502">https://doi.org/10.1103/PhysRevLett.108.214502</a>
  chicago: De Lózar, Alberto, Fernando Mellibovsky, Marc Avila, and Björn Hof. “Edge
    State in Pipe Flow Experiments.” <i>Physical Review Letters</i>. American Physical
    Society, 2012. <a href="https://doi.org/10.1103/PhysRevLett.108.214502">https://doi.org/10.1103/PhysRevLett.108.214502</a>.
  ieee: A. De Lózar, F. Mellibovsky, M. Avila, and B. Hof, “Edge state in pipe flow
    experiments,” <i>Physical Review Letters</i>, vol. 108, no. 21. American Physical
    Society, 2012.
  ista: De Lózar A, Mellibovsky F, Avila M, Hof B. 2012. Edge state in pipe flow experiments.
    Physical Review Letters. 108(21).
  mla: De Lózar, Alberto, et al. “Edge State in Pipe Flow Experiments.” <i>Physical
    Review Letters</i>, vol. 108, no. 21, American Physical Society, 2012, doi:<a
    href="https://doi.org/10.1103/PhysRevLett.108.214502">10.1103/PhysRevLett.108.214502</a>.
  short: A. De Lózar, F. Mellibovsky, M. Avila, B. Hof, Physical Review Letters 108
    (2012).
date_created: 2018-12-11T11:59:41Z
date_published: 2012-05-21T00:00:00Z
date_updated: 2021-01-12T06:59:49Z
day: '21'
doi: 10.1103/PhysRevLett.108.214502
extern: 1
intvolume: '       108'
issue: '21'
month: '05'
publication: Physical Review Letters
publication_status: published
publisher: American Physical Society
publist_id: '4086'
quality_controlled: 0
status: public
title: Edge state in pipe flow experiments
type: journal_article
volume: 108
year: '2012'
...
---
_id: '2804'
abstract:
- lang: eng
  text: The analysis of the size distribution of droplets condensing on a substrate
    (breath figures) is a test ground for scaling theories. Here, we show that a faithful
    description of these distributions must explicitly deal with the growth mechanisms
    of the droplets. This finding establishes a gateway connecting nucleation and
    growth of the smallest droplets on surfaces to gross features of the evolution
    of the droplet size distribution
author:
- first_name: Johannes
  full_name: Blaschke, Johannes
  last_name: Blaschke
- first_name: Tobias
  full_name: Lapp, Tobias
  last_name: Lapp
- first_name: Björn
  full_name: Björn Hof
  id: 3A374330-F248-11E8-B48F-1D18A9856A87
  last_name: Hof
  orcid: 0000-0003-2057-2754
- first_name: Jürgen
  full_name: Vollmer, Jürgen T
  last_name: Vollmer
citation:
  ama: 'Blaschke J, Lapp T, Hof B, Vollmer J. Breath figures: Nucleation, growth,
    coalescence, and the size distribution of droplets. <i>Physical Review Letters</i>.
    2012;109(6). doi:<a href="https://doi.org/10.1103/PhysRevLett.109.068701">10.1103/PhysRevLett.109.068701</a>'
  apa: 'Blaschke, J., Lapp, T., Hof, B., &#38; Vollmer, J. (2012). Breath figures:
    Nucleation, growth, coalescence, and the size distribution of droplets. <i>Physical
    Review Letters</i>. American Physical Society. <a href="https://doi.org/10.1103/PhysRevLett.109.068701">https://doi.org/10.1103/PhysRevLett.109.068701</a>'
  chicago: 'Blaschke, Johannes, Tobias Lapp, Björn Hof, and Jürgen Vollmer. “Breath
    Figures: Nucleation, Growth, Coalescence, and the Size Distribution of Droplets.”
    <i>Physical Review Letters</i>. American Physical Society, 2012. <a href="https://doi.org/10.1103/PhysRevLett.109.068701">https://doi.org/10.1103/PhysRevLett.109.068701</a>.'
  ieee: 'J. Blaschke, T. Lapp, B. Hof, and J. Vollmer, “Breath figures: Nucleation,
    growth, coalescence, and the size distribution of droplets,” <i>Physical Review
    Letters</i>, vol. 109, no. 6. American Physical Society, 2012.'
  ista: 'Blaschke J, Lapp T, Hof B, Vollmer J. 2012. Breath figures: Nucleation, growth,
    coalescence, and the size distribution of droplets. Physical Review Letters. 109(6).'
  mla: 'Blaschke, Johannes, et al. “Breath Figures: Nucleation, Growth, Coalescence,
    and the Size Distribution of Droplets.” <i>Physical Review Letters</i>, vol. 109,
    no. 6, American Physical Society, 2012, doi:<a href="https://doi.org/10.1103/PhysRevLett.109.068701">10.1103/PhysRevLett.109.068701</a>.'
  short: J. Blaschke, T. Lapp, B. Hof, J. Vollmer, Physical Review Letters 109 (2012).
date_created: 2018-12-11T11:59:41Z
date_published: 2012-08-10T00:00:00Z
date_updated: 2021-01-12T06:59:50Z
day: '10'
doi: 10.1103/PhysRevLett.109.068701
extern: 1
intvolume: '       109'
issue: '6'
month: '08'
publication: Physical Review Letters
publication_status: published
publisher: American Physical Society
publist_id: '4085'
quality_controlled: 0
status: public
title: 'Breath figures: Nucleation, growth, coalescence, and the size distribution
  of droplets'
type: journal_article
volume: 109
year: '2012'
...
---
_id: '2825'
abstract:
- lang: eng
  text: 'We study the problem of maximum marginal prediction (MMP) in probabilistic
    graphical models, a task that occurs, for example, as the Bayes optimal decision
    rule under a Hamming loss. MMP is typically performed as a two-stage procedure:
    one estimates each variable''s marginal probability and then forms a prediction
    from the states of maximal probability. In this work we propose a simple yet effective
    technique for accelerating MMP when inference is sampling-based: instead of the
    above two-stage procedure we directly estimate the posterior probability of each
    decision variable. This allows us to identify the point of time when we are sufficiently
    certain about any individual decision. Whenever this is the case, we dynamically
    prune the variables we are confident about from the underlying factor graph. Consequently,
    at any time only samples of variables whose decision is still uncertain need to
    be created. Experiments in two prototypical scenarios, multi-label classification
    and image inpainting, show that adaptive sampling can drastically accelerate MMP
    without sacrificing prediction accuracy.'
author:
- first_name: Christoph
  full_name: Lampert, Christoph
  id: 40C20FD2-F248-11E8-B48F-1D18A9856A87
  last_name: Lampert
  orcid: 0000-0001-8622-7887
citation:
  ama: 'Lampert C. Dynamic pruning of factor graphs for maximum marginal prediction.
    In: Vol 1. Neural Information Processing Systems; 2012:82-90.'
  apa: 'Lampert, C. (2012). Dynamic pruning of factor graphs for maximum marginal
    prediction (Vol. 1, pp. 82–90). Presented at the NIPS: Neural Information Processing
    Systems, Lake Tahoe, NV, United States: Neural Information Processing Systems.'
  chicago: Lampert, Christoph. “Dynamic Pruning of Factor Graphs for Maximum Marginal
    Prediction,” 1:82–90. Neural Information Processing Systems, 2012.
  ieee: 'C. Lampert, “Dynamic pruning of factor graphs for maximum marginal prediction,”
    presented at the NIPS: Neural Information Processing Systems, Lake Tahoe, NV,
    United States, 2012, vol. 1, pp. 82–90.'
  ista: 'Lampert C. 2012. Dynamic pruning of factor graphs for maximum marginal prediction.
    NIPS: Neural Information Processing Systems vol. 1, 82–90.'
  mla: Lampert, Christoph. <i>Dynamic Pruning of Factor Graphs for Maximum Marginal
    Prediction</i>. Vol. 1, Neural Information Processing Systems, 2012, pp. 82–90.
  short: C. Lampert, in:, Neural Information Processing Systems, 2012, pp. 82–90.
conference:
  end_date: 2012-12-06
  location: Lake Tahoe, NV, United States
  name: 'NIPS: Neural Information Processing Systems'
  start_date: 2012-12-03
date_created: 2018-12-11T11:59:48Z
date_published: 2012-12-01T00:00:00Z
date_updated: 2021-01-12T06:59:59Z
day: '01'
department:
- _id: ChLa
intvolume: '         1'
language:
- iso: eng
month: '12'
oa_version: None
page: 82 - 90
publication_status: published
publisher: Neural Information Processing Systems
publist_id: '3975'
quality_controlled: '1'
scopus_import: 1
status: public
title: Dynamic pruning of factor graphs for maximum marginal prediction
type: conference
user_id: 3E5EF7F0-F248-11E8-B48F-1D18A9856A87
volume: 1
year: '2012'
...
---
_id: '2848'
abstract:
- lang: eng
  text: We study evolutionary game theory in a setting where individuals learn from
    each other. We extend the traditional approach by assuming that a population contains
    individuals with different learning abilities. In particular, we explore the situation
    where individuals have different search spaces, when attempting to learn the strategies
    of others. The search space of an individual specifies the set of strategies learnable
    by that individual. The search space is genetically given and does not change
    under social evolutionary dynamics. We introduce a general framework and study
    a specific example in the context of direct reciprocity. For this example, we
    obtain the counter intuitive result that cooperation can only evolve for intermediate
    benefit-to-cost ratios, while small and large benefit-to-cost ratios favor defection.
    Our paper is a step toward making a connection between computational learning
    theory and evolutionary game dynamics.
author:
- first_name: Krishnendu
  full_name: Chatterjee, Krishnendu
  id: 2E5DCA20-F248-11E8-B48F-1D18A9856A87
  last_name: Chatterjee
  orcid: 0000-0002-4561-241X
- first_name: Damien
  full_name: Zufferey, Damien
  id: 4397AC76-F248-11E8-B48F-1D18A9856A87
  last_name: Zufferey
  orcid: 0000-0002-3197-8736
- first_name: Martin
  full_name: Nowak, Martin
  last_name: Nowak
citation:
  ama: Chatterjee K, Zufferey D, Nowak M. Evolutionary game dynamics in populations
    with different learners. <i>Journal of Theoretical Biology</i>. 2012;301:161-173.
    doi:<a href="https://doi.org/10.1016/j.jtbi.2012.02.021">10.1016/j.jtbi.2012.02.021</a>
  apa: Chatterjee, K., Zufferey, D., &#38; Nowak, M. (2012). Evolutionary game dynamics
    in populations with different learners. <i>Journal of Theoretical Biology</i>.
    Elsevier. <a href="https://doi.org/10.1016/j.jtbi.2012.02.021">https://doi.org/10.1016/j.jtbi.2012.02.021</a>
  chicago: Chatterjee, Krishnendu, Damien Zufferey, and Martin Nowak. “Evolutionary
    Game Dynamics in Populations with Different Learners.” <i>Journal of Theoretical
    Biology</i>. Elsevier, 2012. <a href="https://doi.org/10.1016/j.jtbi.2012.02.021">https://doi.org/10.1016/j.jtbi.2012.02.021</a>.
  ieee: K. Chatterjee, D. Zufferey, and M. Nowak, “Evolutionary game dynamics in populations
    with different learners,” <i>Journal of Theoretical Biology</i>, vol. 301. Elsevier,
    pp. 161–173, 2012.
  ista: Chatterjee K, Zufferey D, Nowak M. 2012. Evolutionary game dynamics in populations
    with different learners. Journal of Theoretical Biology. 301, 161–173.
  mla: Chatterjee, Krishnendu, et al. “Evolutionary Game Dynamics in Populations with
    Different Learners.” <i>Journal of Theoretical Biology</i>, vol. 301, Elsevier,
    2012, pp. 161–73, doi:<a href="https://doi.org/10.1016/j.jtbi.2012.02.021">10.1016/j.jtbi.2012.02.021</a>.
  short: K. Chatterjee, D. Zufferey, M. Nowak, Journal of Theoretical Biology 301
    (2012) 161–173.
date_created: 2018-12-11T11:59:55Z
date_published: 2012-05-21T00:00:00Z
date_updated: 2021-01-12T07:00:12Z
day: '21'
department:
- _id: KrCh
- _id: ToHe
doi: 10.1016/j.jtbi.2012.02.021
ec_funded: 1
external_id:
  pmid:
  - '22394652'
intvolume: '       301'
language:
- iso: eng
main_file_link:
- open_access: '1'
  url: http://www.ncbi.nlm.nih.gov/pmc/articles/PMC3322297/
month: '05'
oa: 1
oa_version: Submitted Version
page: 161 - 173
pmid: 1
project:
- _id: 2581B60A-B435-11E9-9278-68D0E5697425
  call_identifier: FP7
  grant_number: '279307'
  name: 'Quantitative Graph Games: Theory and Applications'
- _id: 25832EC2-B435-11E9-9278-68D0E5697425
  call_identifier: FWF
  grant_number: S 11407_N23
  name: Rigorous Systems Engineering
- _id: 2584A770-B435-11E9-9278-68D0E5697425
  call_identifier: FWF
  grant_number: P 23499-N23
  name: Modern Graph Algorithmic Techniques in Formal Verification
- _id: 2587B514-B435-11E9-9278-68D0E5697425
  name: Microsoft Research Faculty Fellowship
publication: Journal of Theoretical Biology
publication_status: published
publisher: Elsevier
publist_id: '3946'
quality_controlled: '1'
scopus_import: 1
status: public
title: Evolutionary game dynamics in populations with different learners
type: journal_article
user_id: 3E5EF7F0-F248-11E8-B48F-1D18A9856A87
volume: 301
year: '2012'
...
---
_id: '2849'
author:
- first_name: Herbert
  full_name: Edelsbrunner, Herbert
  id: 3FB178DA-F248-11E8-B48F-1D18A9856A87
  last_name: Edelsbrunner
  orcid: 0000-0002-9823-6833
- first_name: Nataliya
  full_name: Strelkova, Nataliya
  last_name: Strelkova
citation:
  ama: Edelsbrunner H, Strelkova N. On the configuration space of Steiner minimal
    trees. <i>Russian Mathematical Surveys</i>. 2012;67(6):1167-1168. doi:<a href="https://doi.org/10.1070/RM2012v067n06ABEH004820">10.1070/RM2012v067n06ABEH004820</a>
  apa: Edelsbrunner, H., &#38; Strelkova, N. (2012). On the configuration space of
    Steiner minimal trees. <i>Russian Mathematical Surveys</i>. IOP Publishing Ltd.
    <a href="https://doi.org/10.1070/RM2012v067n06ABEH004820">https://doi.org/10.1070/RM2012v067n06ABEH004820</a>
  chicago: Edelsbrunner, Herbert, and Nataliya Strelkova. “On the Configuration Space
    of Steiner Minimal Trees.” <i>Russian Mathematical Surveys</i>. IOP Publishing
    Ltd., 2012. <a href="https://doi.org/10.1070/RM2012v067n06ABEH004820">https://doi.org/10.1070/RM2012v067n06ABEH004820</a>.
  ieee: H. Edelsbrunner and N. Strelkova, “On the configuration space of Steiner minimal
    trees,” <i>Russian Mathematical Surveys</i>, vol. 67, no. 6. IOP Publishing Ltd.,
    pp. 1167–1168, 2012.
  ista: Edelsbrunner H, Strelkova N. 2012. On the configuration space of Steiner minimal
    trees. Russian Mathematical Surveys. 67(6), 1167–1168.
  mla: Edelsbrunner, Herbert, and Nataliya Strelkova. “On the Configuration Space
    of Steiner Minimal Trees.” <i>Russian Mathematical Surveys</i>, vol. 67, no. 6,
    IOP Publishing Ltd., 2012, pp. 1167–68, doi:<a href="https://doi.org/10.1070/RM2012v067n06ABEH004820">10.1070/RM2012v067n06ABEH004820</a>.
  short: H. Edelsbrunner, N. Strelkova, Russian Mathematical Surveys 67 (2012) 1167–1168.
date_created: 2018-12-11T11:59:55Z
date_published: 2012-01-01T00:00:00Z
date_updated: 2021-01-12T07:00:13Z
day: '01'
ddc:
- '000'
department:
- _id: HeEd
doi: 10.1070/RM2012v067n06ABEH004820
file:
- access_level: open_access
  checksum: 44ee8d173487e8ed41a51136816bbeb4
  content_type: application/pdf
  creator: system
  date_created: 2018-12-12T10:14:26Z
  date_updated: 2020-07-14T12:45:51Z
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  file_name: IST-2016-546-v1+1_2014-J-05-SteinerMinTrees.pdf
  file_size: 392021
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has_accepted_license: '1'
intvolume: '        67'
issue: '6'
language:
- iso: eng
month: '01'
oa: 1
oa_version: Submitted Version
page: 1167 - 1168
publication: Russian Mathematical Surveys
publication_status: published
publisher: IOP Publishing Ltd.
publist_id: '3943'
pubrep_id: '546'
quality_controlled: '1'
scopus_import: 1
status: public
title: On the configuration space of Steiner minimal trees
type: journal_article
user_id: 3E5EF7F0-F248-11E8-B48F-1D18A9856A87
volume: 67
year: '2012'
...
