{"article_type":"original","quality_controlled":"1","external_id":{"arxiv":["1705.00317"],"isi":["000564108400001"]},"date_published":"2019-10-01T00:00:00Z","doi":"10.1145/3339984","citation":{"apa":"Chatterjee, K., Fu, H., &#38; Goharshady, A. K. (2019). Non-polynomial worst-case analysis of recursive programs. <i>ACM Transactions on Programming Languages and Systems</i>. ACM. <a href=\"https://doi.org/10.1145/3339984\">https://doi.org/10.1145/3339984</a>","ista":"Chatterjee K, Fu H, Goharshady AK. 2019. Non-polynomial worst-case analysis of recursive programs. ACM Transactions on Programming Languages and Systems. 41(4), 20.","short":"K. Chatterjee, H. Fu, A.K. Goharshady, ACM Transactions on Programming Languages and Systems 41 (2019).","mla":"Chatterjee, Krishnendu, et al. “Non-Polynomial Worst-Case Analysis of Recursive Programs.” <i>ACM Transactions on Programming Languages and Systems</i>, vol. 41, no. 4, 20, ACM, 2019, doi:<a href=\"https://doi.org/10.1145/3339984\">10.1145/3339984</a>.","ieee":"K. Chatterjee, H. Fu, and A. K. Goharshady, “Non-polynomial worst-case analysis of recursive programs,” <i>ACM Transactions on Programming Languages and Systems</i>, vol. 41, no. 4. ACM, 2019.","ama":"Chatterjee K, Fu H, Goharshady AK. Non-polynomial worst-case analysis of recursive programs. <i>ACM Transactions on Programming Languages and Systems</i>. 2019;41(4). doi:<a href=\"https://doi.org/10.1145/3339984\">10.1145/3339984</a>","chicago":"Chatterjee, Krishnendu, Hongfei Fu, and Amir Kafshdar Goharshady. “Non-Polynomial Worst-Case Analysis of Recursive Programs.” <i>ACM Transactions on Programming Languages and Systems</i>. ACM, 2019. <a href=\"https://doi.org/10.1145/3339984\">https://doi.org/10.1145/3339984</a>."},"article_processing_charge":"No","ec_funded":1,"intvolume":"        41","oa":1,"title":"Non-polynomial worst-case analysis of recursive programs","main_file_link":[{"open_access":"1","url":"https://arxiv.org/abs/1705.00317"}],"day":"01","publisher":"ACM","related_material":{"record":[{"id":"639","relation":"earlier_version","status":"public"},{"id":"8934","relation":"dissertation_contains","status":"public"}]},"type":"journal_article","user_id":"4359f0d1-fa6c-11eb-b949-802e58b17ae8","abstract":[{"lang":"eng","text":"We study the problem of developing efficient approaches for proving\r\nworst-case bounds of non-deterministic recursive programs. Ranking functions\r\nare sound and complete for proving termination and worst-case bounds of\r\nnonrecursive programs. First, we apply ranking functions to recursion,\r\nresulting in measure functions. We show that measure functions provide a sound\r\nand complete approach to prove worst-case bounds of non-deterministic recursive\r\nprograms. Our second contribution is the synthesis of measure functions in\r\nnonpolynomial forms. We show that non-polynomial measure functions with\r\nlogarithm and exponentiation can be synthesized through abstraction of\r\nlogarithmic or exponentiation terms, Farkas' Lemma, and Handelman's Theorem\r\nusing linear programming. While previous methods obtain worst-case polynomial\r\nbounds, our approach can synthesize bounds of the form $\\mathcal{O}(n\\log n)$\r\nas well as $\\mathcal{O}(n^r)$ where $r$ is not an integer. We present\r\nexperimental results to demonstrate that our approach can obtain efficiently\r\nworst-case bounds of classical recursive algorithms such as (i) Merge-Sort, the\r\ndivide-and-conquer algorithm for the Closest-Pair problem, where we obtain\r\n$\\mathcal{O}(n \\log n)$ worst-case bound, and (ii) Karatsuba's algorithm for\r\npolynomial multiplication and Strassen's algorithm for matrix multiplication,\r\nwhere we obtain $\\mathcal{O}(n^r)$ bound such that $r$ is not an integer and\r\nclose to the best-known bounds for the respective algorithms."}],"isi":1,"scopus_import":"1","oa_version":"Preprint","article_number":"20","project":[{"grant_number":"ICT15-003","name":"Efficient Algorithms for Computer Aided Verification","_id":"25892FC0-B435-11E9-9278-68D0E5697425"},{"grant_number":"S 11407_N23","_id":"25832EC2-B435-11E9-9278-68D0E5697425","call_identifier":"FWF","name":"Rigorous Systems Engineering"},{"grant_number":"279307","_id":"2581B60A-B435-11E9-9278-68D0E5697425","name":"Quantitative Graph Games: Theory and Applications","call_identifier":"FP7"},{"name":"Quantitative Analysis of Probablistic Systems with a focus on Crypto-currencies","_id":"267066CE-B435-11E9-9278-68D0E5697425"},{"name":"Quantitative Game-theoretic Analysis of Blockchain Applications and Smart Contracts","_id":"266EEEC0-B435-11E9-9278-68D0E5697425"}],"publication_status":"published","month":"10","date_created":"2019-11-13T08:33:43Z","date_updated":"2024-03-25T23:30:18Z","volume":41,"year":"2019","language":[{"iso":"eng"}],"issue":"4","author":[{"full_name":"Chatterjee, Krishnendu","last_name":"Chatterjee","first_name":"Krishnendu","orcid":"0000-0002-4561-241X","id":"2E5DCA20-F248-11E8-B48F-1D18A9856A87"},{"full_name":"Fu, Hongfei","last_name":"Fu","first_name":"Hongfei"},{"id":"391365CE-F248-11E8-B48F-1D18A9856A87","orcid":"0000-0003-1702-6584","first_name":"Amir Kafshdar","last_name":"Goharshady","full_name":"Goharshady, Amir Kafshdar"}],"publication":"ACM Transactions on Programming Languages and Systems","department":[{"_id":"KrCh"}],"status":"public","_id":"7014"}