Edit Profile (opens in new tab) Rudin, Cynthia Co-Author Distance Author ID: rudin.cynthia Published as: Rudin, Cynthia External Links: MGP · Wikidata · Twitter · GND Documents Indexed: 37 Publications since 2004 Co-Authors: 43 Co-Authors with 35 Joint Publications 958 Co-Co-Authors all top 5 Co-Authors 2 single-authored 7 Schapire, Robert E. 6 Letham, Benjamin 5 Madigan, David 4 Daubechies, Ingrid 4 Ertekin, Seyda 4 Tulabandhula, Theja 3 McCormick, Tyler H. 2 Browne, Edward P. 2 Huang, Hayang 2 Letham, Portia A. 2 Moghaddass, Ramin 2 Ustun, Berk 2 Wang, Tong 1 Alabi, Daniel 1 Angelino, Elaine 1 Awan, M. Usaid 1 Ban, Gah-Yi 1 Chen, Chaofan 1 Chen, Zhi 1 Cortes, Corinna 1 Dominici, Francesca 1 Doshi-Velez, Finale 1 Heller, Katherine A. 1 Hirsh, Haym 1 Jaillet, Patrick 1 Klampfl, Erica 1 Larus-Stone, Nicholas 1 Liu, Yameng 1 Liu, Yimin 1 Macneille, Perry 1 Mohri, Mehryar 1 Morucci, Marco 1 Mukherjee, Indraneel 1 Roy, Sudeepa 1 Seltzer, Margo 1 Semenova, Lesia 1 Shaposhnik, Yaron 1 Tracà, Stefano 1 Volfovsky, Alexander 1 Wang, Tianyu 1 Wang, Yingfan 1 Yan, Weiyu 1 Zhong, Chudi all top 5 Serials 15 Journal of Machine Learning Research (JMLR) 4 Machine Learning 4 The Annals of Applied Statistics 2 Chaos 2 Data Mining and Knowledge Discovery 1 The Annals of Statistics 1 Operations Research 1 INFORMS Journal on Computing 1 Mathematical Programming Computation 1 Statistics Surveys all top 5 Fields 26 Computer science (68-XX) 19 Statistics (62-XX) 8 Operations research, mathematical programming (90-XX) 3 Biology and other natural sciences (92-XX) 2 Dynamical systems and ergodic theory (37-XX) 2 Game theory, economics, finance, and other social and behavioral sciences (91-XX) 1 Probability theory and stochastic processes (60-XX) Publications by Year all cited Publications top 5 cited Publications Citations contained in zbMATH Open 34 Publications have been cited 330 times in 225 Documents Cited by ▼ Year ▼ The big data newsvendor: practical insights from machine learning. Zbl 1443.90093 Ban, Gah-Yi; Rudin, Cynthia 47 2019 Supersparse linear integer models for optimized medical scoring systems. Zbl 1406.62144 Ustun, Berk; Rudin, Cynthia 33 2016 All models are wrong, but many are useful: learning a variable’s importance by studying an entire class of prediction models simultaneously. Zbl 1436.62019 Fisher, Aaron; Rudin, Cynthia; Dominici, Francesca 27 2019 Interpretable classifiers using rules and Bayesian analysis: building a better stroke prediction model. Zbl 1454.62348 Letham, Benjamin; Rudin, Cynthia; McCormick, Tyler H.; Madigan, David 25 2015 Learning certifiably optimal rule lists for categorical data. Zbl 1473.68134 Angelino, Elaine; Larus-Stone, Nicholas; Alabi, Daniel; Seltzer, Margo; Rudin, Cynthia 25 2018 The \(p\)-norm push: a simple convex ranking algorithm that concentrates at the top of the list. Zbl 1235.68185 Rudin, Cynthia 18 2009 A Bayesian framework for learning rule sets for interpretable classification. Zbl 1434.68467 Wang, Tong; Rudin, Cynthia; Doshi-Velez, Finale; Liu, Yimin; Klampfl, Erica; Macneille, Perry 18 2017 Reactive point processes: a new approach to predicting power failures in underground electrical systems. Zbl 1454.62476 Ertekin, Şeyda; Rudin, Cynthia; McCormick, Tyler H. 12 2015 Learning theory analysis for association rules and sequential event prediction. Zbl 1317.68184 Rudin, Cynthia; Letham, Benjamin; Madigan, David 11 2013 Interpretable machine learning: fundamental principles and 10 grand challenges. Zbl 07471610 Rudin, Cynthia; Chen, Chaofan; Chen, Zhi; Huang, Haiyang; Semenova, Lesia; Zhong, Chudi 11 2022 Margin-based ranking and an equivalence between AdaBoost and RankBoost. Zbl 1235.68186 Rudin, Cynthia; Schapire, Robert E. 9 2009 Learning customized and optimized lists of rules with mathematical programming. Zbl 1411.90234 Rudin, Cynthia; Ertekin, Şeyda 9 2018 Margin-based ranking meets boosting in the middle. Zbl 1137.68561 Rudin, Cynthia; Cortes, Corinna; Mohri, Mehryar; Schapire, Robert E. 9 2005 On combining machine learning with decision making. Zbl 1319.68198 Tulabandhula, Theja; Rudin, Cynthia 8 2014 Learning optimized risk scores. Zbl 1440.68242 Ustun, Berk; Rudin, Cynthia 8 2019 Bayesian hierarchical rule modeling for predicting medical conditions. Zbl 1243.62036 Mccormick, Tyler H.; Rudin, Cynthia; Madigan, David 7 2012 Machine learning with operational costs. Zbl 1317.68193 Tulabandhula, Theja; Rudin, Cynthia 6 2013 The rate of convergence of AdaBoost. Zbl 1317.68176 Mukherjee, Indraneel; Rudin, Cynthia; Schapire, Robert E. 5 2013 Understanding how dimension reduction tools work: an empirical approach to deciphering t-SNE, UMAP, TriMap, and PaCMAP for data visualization. Zbl 07626716 Wang, Yingfan; Huang, Haiyang; Rudin, Cynthia; Shaposhnik, Yaron 5 2021 The dynamics of adaboost: cyclic behavior and convergence of margins. Zbl 1222.68293 Rudin, Cynthia; Daubechies, Ingrid; Schapire, Robert E. 5 2004 The machine learning and traveling repairman problem. Zbl 1233.90073 Tulabandhula, Theja; Rudin, Cynthia; Jaillet, Patrick 4 2011 Ranking with a \(p\)-norm push. Zbl 1143.68559 Rudin, Cynthia 4 2006 FLAME: a fast large-scale almost matching exactly approach to causal inference. Zbl 07370548 Wang, Tianyu; Morucci, Marco; Awan, M. Usaid; Liu, Yameng; Roy, Sudeepa; Rudin, Cynthia; Volfovsky, Alexander 4 2021 On equivalence relationships between classification and ranking algorithms. Zbl 1280.68165 Ertekin, Şeyda; Rudin, Cynthia 3 2011 Prediction uncertainty and optimal experimental design for learning dynamical systems. Zbl 1374.37123 Letham, Benjamin; Letham, Portia A.; Rudin, Cynthia; Browne, Edward P. 3 2016 Analysis of boosting algorithms using the smooth margin function. Zbl 1132.68827 Rudin, Cynthia; Schapire, Robert E.; Daubechies, Ingrid 3 2007 Approximating the crowd. Zbl 1342.68267 Ertekin, Şeyda; Rudin, Cynthia; Hirsh, Haym 2 2014 Sequential event prediction. Zbl 1300.68043 Letham, Benjamin; Rudin, Cynthia; Madigan, David 2 2013 Boosting based on a smooth margin. Zbl 1078.68724 Rudin, Cynthia; Schapire, Robert E.; Daubechies, Ingrid 2 2004 The latent state hazard model, with application to wind turbine reliability. Zbl 1397.62389 Moghaddass, Ramin; Rudin, Cynthia 1 2015 The factorized self-controlled case series method: an approach for estimating the effects of many drugs on many outcomes. Zbl 1392.62325 Moghaddass, Ramin; Rudin, Cynthia; Madigan, David 1 2016 Precise statements of convergence for AdaBoost and arc-gv. Zbl 1141.68722 Rudin, Cynthia; Schapire, Robert E.; Daubechies, Ingrid 1 2007 Regulating greed over time in multi-armed bandits. Zbl 07370520 Tracà, Stefano; Rudin, Cynthia; Yan, Weiyu 1 2021 Causal rule sets for identifying subgroups with enhanced treatment effects. Zbl 07552226 Wang, Tong; Rudin, Cynthia 1 2022 Interpretable machine learning: fundamental principles and 10 grand challenges. Zbl 07471610 Rudin, Cynthia; Chen, Chaofan; Chen, Zhi; Huang, Haiyang; Semenova, Lesia; Zhong, Chudi 11 2022 Causal rule sets for identifying subgroups with enhanced treatment effects. Zbl 07552226 Wang, Tong; Rudin, Cynthia 1 2022 Understanding how dimension reduction tools work: an empirical approach to deciphering t-SNE, UMAP, TriMap, and PaCMAP for data visualization. Zbl 07626716 Wang, Yingfan; Huang, Haiyang; Rudin, Cynthia; Shaposhnik, Yaron 5 2021 FLAME: a fast large-scale almost matching exactly approach to causal inference. Zbl 07370548 Wang, Tianyu; Morucci, Marco; Awan, M. Usaid; Liu, Yameng; Roy, Sudeepa; Rudin, Cynthia; Volfovsky, Alexander 4 2021 Regulating greed over time in multi-armed bandits. Zbl 07370520 Tracà, Stefano; Rudin, Cynthia; Yan, Weiyu 1 2021 The big data newsvendor: practical insights from machine learning. Zbl 1443.90093 Ban, Gah-Yi; Rudin, Cynthia 47 2019 All models are wrong, but many are useful: learning a variable’s importance by studying an entire class of prediction models simultaneously. Zbl 1436.62019 Fisher, Aaron; Rudin, Cynthia; Dominici, Francesca 27 2019 Learning optimized risk scores. Zbl 1440.68242 Ustun, Berk; Rudin, Cynthia 8 2019 Learning certifiably optimal rule lists for categorical data. Zbl 1473.68134 Angelino, Elaine; Larus-Stone, Nicholas; Alabi, Daniel; Seltzer, Margo; Rudin, Cynthia 25 2018 Learning customized and optimized lists of rules with mathematical programming. Zbl 1411.90234 Rudin, Cynthia; Ertekin, Şeyda 9 2018 A Bayesian framework for learning rule sets for interpretable classification. Zbl 1434.68467 Wang, Tong; Rudin, Cynthia; Doshi-Velez, Finale; Liu, Yimin; Klampfl, Erica; Macneille, Perry 18 2017 Supersparse linear integer models for optimized medical scoring systems. Zbl 1406.62144 Ustun, Berk; Rudin, Cynthia 33 2016 Prediction uncertainty and optimal experimental design for learning dynamical systems. Zbl 1374.37123 Letham, Benjamin; Letham, Portia A.; Rudin, Cynthia; Browne, Edward P. 3 2016 The factorized self-controlled case series method: an approach for estimating the effects of many drugs on many outcomes. Zbl 1392.62325 Moghaddass, Ramin; Rudin, Cynthia; Madigan, David 1 2016 Interpretable classifiers using rules and Bayesian analysis: building a better stroke prediction model. Zbl 1454.62348 Letham, Benjamin; Rudin, Cynthia; McCormick, Tyler H.; Madigan, David 25 2015 Reactive point processes: a new approach to predicting power failures in underground electrical systems. Zbl 1454.62476 Ertekin, Şeyda; Rudin, Cynthia; McCormick, Tyler H. 12 2015 The latent state hazard model, with application to wind turbine reliability. Zbl 1397.62389 Moghaddass, Ramin; Rudin, Cynthia 1 2015 On combining machine learning with decision making. Zbl 1319.68198 Tulabandhula, Theja; Rudin, Cynthia 8 2014 Approximating the crowd. Zbl 1342.68267 Ertekin, Şeyda; Rudin, Cynthia; Hirsh, Haym 2 2014 Learning theory analysis for association rules and sequential event prediction. Zbl 1317.68184 Rudin, Cynthia; Letham, Benjamin; Madigan, David 11 2013 Machine learning with operational costs. Zbl 1317.68193 Tulabandhula, Theja; Rudin, Cynthia 6 2013 The rate of convergence of AdaBoost. Zbl 1317.68176 Mukherjee, Indraneel; Rudin, Cynthia; Schapire, Robert E. 5 2013 Sequential event prediction. Zbl 1300.68043 Letham, Benjamin; Rudin, Cynthia; Madigan, David 2 2013 Bayesian hierarchical rule modeling for predicting medical conditions. Zbl 1243.62036 Mccormick, Tyler H.; Rudin, Cynthia; Madigan, David 7 2012 The machine learning and traveling repairman problem. Zbl 1233.90073 Tulabandhula, Theja; Rudin, Cynthia; Jaillet, Patrick 4 2011 On equivalence relationships between classification and ranking algorithms. Zbl 1280.68165 Ertekin, Şeyda; Rudin, Cynthia 3 2011 The \(p\)-norm push: a simple convex ranking algorithm that concentrates at the top of the list. Zbl 1235.68185 Rudin, Cynthia 18 2009 Margin-based ranking and an equivalence between AdaBoost and RankBoost. Zbl 1235.68186 Rudin, Cynthia; Schapire, Robert E. 9 2009 Analysis of boosting algorithms using the smooth margin function. Zbl 1132.68827 Rudin, Cynthia; Schapire, Robert E.; Daubechies, Ingrid 3 2007 Precise statements of convergence for AdaBoost and arc-gv. Zbl 1141.68722 Rudin, Cynthia; Schapire, Robert E.; Daubechies, Ingrid 1 2007 Ranking with a \(p\)-norm push. Zbl 1143.68559 Rudin, Cynthia 4 2006 Margin-based ranking meets boosting in the middle. Zbl 1137.68561 Rudin, Cynthia; Cortes, Corinna; Mohri, Mehryar; Schapire, Robert E. 9 2005 The dynamics of adaboost: cyclic behavior and convergence of margins. Zbl 1222.68293 Rudin, Cynthia; Daubechies, Ingrid; Schapire, Robert E. 5 2004 Boosting based on a smooth margin. Zbl 1078.68724 Rudin, Cynthia; Schapire, Robert E.; Daubechies, Ingrid 2 2004 all cited Publications top 5 cited Publications all top 5 Cited by 565 Authors 16 Rudin, Cynthia 6 Romero Morales, Dolores 5 Bertsimas, Dimitris John 5 Carrizosa, Emilio 5 Clémençon, Stéphan 5 Takano, Yuichi 5 Vayatis, Nicolas 4 Fürnkranz, Johannes 4 Hullermeier, Eyke 4 Molero-Río, Cristina 4 Wang, Tong 3 Blanquero, Rafael 3 Chen, Hong 3 Choi, Tsan-Ming 3 Cui, Lirong 3 Letham, Benjamin 3 Madigan, David 3 Marques-Silva, João P. 3 McCormick, Tyler H. 3 Miyashiro, Ryuhei 3 Watson, David S. 2 Agarwal, Shivani 2 Aïvodji, Ulrich 2 Aswani, Anil 2 Belahcene, Khaled 2 Borgonovo, Emanuele 2 Chen, Degang 2 Ertekin, Seyda 2 Ferry, Julien 2 Flowers, Elena 2 Fukuoka, Yoshimi 2 Gambs, Sébastien 2 Goerigk, Marc 2 Gong, Yeming 2 Grammel, Nathaniel 2 He, Fangchao 2 Hellerstein, Lisa 2 Huguet, Marie-José 2 Ignatyev, Alexey A. 2 Kaminsky, Philip M. 2 Kletenik, Devorah 2 Kliegr, Tomáš 2 Li, Zhongping 2 Lin, Shaobo 2 Liu, Congzheng 2 Liu, Yanjun 2 Mazumder, Rahul 2 Mentch, Lucas K. 2 Mintz, Yonatan 2 Mousseau, Vincent A. 2 Mukhoti, Sujay K. 2 Notz, Pascal M. 2 Ouerdane, Wassila 2 Pan, Zhibin 2 Pibernik, Richard 2 Plischke, Elmar 2 Rahimian, Hamed 2 Robbiano, Sylvain 2 Siala, Mohamed 2 Stuckey, Peter James 2 Tulabandhula, Theja 2 Werner, Tino 2 Willett, Rebecca M. 2 Wright, Marvin N. 2 Zhang, Hao 2 Zhang, Xiaoxia 1 Aas, Kjersti 1 Adam, Lukáš 1 Afrabandpey, Homayun 1 Ailon, Nir 1 Akcay, Alp 1 Alabi, Daniel 1 Angelino, Elaine 1 Antonelli, Joseph L. 1 Antunes, Cláudia M. 1 Apley, Daniel W. 1 Athey, Susan 1 Au, Quay 1 Baaj, Ismaïl 1 Baardman, Lennart 1 Bäck, Thomas H. W. 1 Bai, Qingguo 1 Balcan, Maria-Florina 1 Ban, Gah-Yi 1 Bandyapadhyay, Sayan 1 Banerjee, Abhirup 1 Banerjee, Trambak 1 Bansal, Nikhil 1 Barbiero, Pietro 1 Bartesaghi, Paolo 1 Barucca, Paolo 1 Bastani, Hamsa 1 Baumgartner, Richard 1 Bayati, Mohsen Fathollah 1 Bazier-Matte, Thierry 1 Beck, Florian 1 Bénard, Clément 1 Benati, Stefano 1 Bengs, Viktor 1 Beraldi, Patrizia ...and 465 more Authors all top 5 Cited in 90 Serials 28 European Journal of Operational Research 25 Machine Learning 11 Journal of Machine Learning Research (JMLR) 6 Artificial Intelligence 6 The Annals of Statistics 6 Operations Research 5 Annals of Operations Research 4 Information Sciences 4 Journal of the American Statistical Association 4 Computers & Operations Research 4 Computational Statistics and Data Analysis 4 INFORMS Journal on Computing 4 Electronic Journal of Statistics 4 The Annals of Applied Statistics 4 Statistics and Computing 3 International Journal of Approximate Reasoning 3 Neural Computation 3 Mathematical Programming. Series A. Series B 3 SIAM Journal on Optimization 3 Top 3 The Journal of Artificial Intelligence Research (JAIR) 3 Data Mining and Knowledge Discovery 3 Quantitative Finance 3 Advances in Data Analysis and Classification. ADAC 3 Stat 2 Algorithmica 2 Neural Networks 2 Journal of Global Optimization 2 Statistica Sinica 2 Computational Management Science 2 Journal of Computational and Graphical Statistics 1 Advances in Applied Probability 1 Computers and Fluids 1 Computer Methods in Applied Mechanics and Engineering 1 Journal of Mathematical Analysis and Applications 1 Nuclear Physics. B 1 Physica A 1 Annals of the Institute of Statistical Mathematics 1 Biometrics 1 Econometrica 1 International Statistical Review 1 Journal of Approximation Theory 1 Naval Research Logistics 1 Synthese 1 Theoretical Computer Science 1 Stochastic Analysis and Applications 1 Physica D 1 Applied Numerical Mathematics 1 Constructive Approximation 1 Computational Mechanics 1 Queueing Systems 1 Journal of Scientific Computing 1 Computational Statistics 1 Communications in Statistics. Simulation and Computation 1 Communications in Statistics. Theory and Methods 1 International Journal of Computer Mathematics 1 Pattern Recognition 1 Bulletin of the American Mathematical Society. New Series 1 Computational Optimization and Applications 1 Mathematical Methods of Statistics 1 Bernoulli 1 International Transactions in Operational Research 1 Constraints 1 Optimization Methods & Software 1 Soft Computing 1 PAA. Pattern Analysis and Applications 1 Chaos 1 Journal of Applied Statistics 1 Methodology and Computing in Applied Probability 1 Optimization and Engineering 1 Applied Stochastic Models in Business and Industry 1 Journal of Systems Science and Complexity 1 Journal of Applied Mathematics 1 4OR 1 Networks and Spatial Economics 1 Journal of Industrial and Management Optimization 1 Optimization Letters 1 Computational & Mathematical Methods in Medicine 1 AStA. Advances in Statistical Analysis 1 Mathematical Programming Computation 1 Statistics Surveys 1 Journal of Agricultural, Biological, and Environmental Statistics 1 Games 1 Bayesian Analysis 1 Journal of the Japan Statistical Society. Japanese Issue 1 Mathematical Statistics and Learning 1 Electronic Research Archive 1 SN Operations Research Forum 1 OJMO. Open Journal of Mathematical Optimization 1 INFOR: Information Systems and Operational Research all top 5 Cited in 23 Fields 106 Computer science (68-XX) 86 Operations research, mathematical programming (90-XX) 83 Statistics (62-XX) 20 Game theory, economics, finance, and other social and behavioral sciences (91-XX) 17 Probability theory and stochastic processes (60-XX) 7 Numerical analysis (65-XX) 7 Biology and other natural sciences (92-XX) 5 General and overarching topics; collections (00-XX) 3 Approximations and expansions (41-XX) 3 Functional analysis (46-XX) 2 Dynamical systems and ergodic theory (37-XX) 2 Mechanics of deformable solids (74-XX) 1 History and biography (01-XX) 1 Measure and integration (28-XX) 1 Partial differential equations (35-XX) 1 Harmonic analysis on Euclidean spaces (42-XX) 1 Operator theory (47-XX) 1 Calculus of variations and optimal control; optimization (49-XX) 1 General topology (54-XX) 1 Fluid mechanics (76-XX) 1 Quantum theory (81-XX) 1 Statistical mechanics, structure of matter (82-XX) 1 Information and communication theory, circuits (94-XX) Citations by Year Wikidata Timeline The data are displayed as stored in Wikidata under a Creative Commons CC0 License. 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