Foundations and Trends in Machine Learning Short Title: Found. Trends Mach. Learn. Publisher: Now Publishers, Delft ISSN: 1935-8237; 1935-8245/e Online: http://www.nowpublishers.com/mal Documents Indexed: 60 Publications (since 2008) References Indexed: 12 Publications with 2,125 References. all top 5 Latest Issues 16, No. 4 (2023) 16, No. 3 (2023) 16, No. 2 (2023) 16, No. 1 (2023) 15, No. 6 (2022) 15, No. 5 (2022) 15, No. 4 (2022) 15, No. 3 (2022) 15, No. 1-2 (2021) 14, No. 6 (2021) 14, No. 5 (2021) 14, No. 4 (2021) 14, No. 3 (2021) 14, No. 1-2 (2021) 13, No. 5-6 (2020) 13, No. 4 (2020) 13, No. 2-3 (2020) 13, No. 1 (2020) 12, No. 5-6 (2019) 12, No. 4 (2019) 12, No. 3 (2019) 12, No. 1-2 (2019) 11, No. 5-6 (2018) 11, No. 3-4 (2018) 11, No. 2 (2018) 11, No. 1 (2018) 10, No. 5-6 (2018) 10, No. 3-4 (2017) 10, No. 1-2 (2017) 9, No. 6 (2016) 9, No. 4-5 (2016) 9, No. 2-3 (2016) 9, No. 1 (2016) 8, No. 5-6 (2015) 8, No. 3-4 (2015) 8, No. 1-2 (2015) 7, No. 6 (2014) 7, No. 4-5 (2014) 7, No. 2-3 (2014) 7, No. 1 (2014) 6, No. 4 (2013) 6, No. 2-3 (2013) 6, No. 1 (2013) 5, No. 4 (2012) 5, No. 2-3 (2012) 5, No. 1 (2012) 4, No. 4 (2011) 4, No. 3 (2011) 4, No. 2 (2011) 4, No. 1 (2011) 3, No. 2 (2011) 3, No. 3-4 (2010) 3, No. 1 (2010) 2, No. 4 (2009) 2, No. 3 (2009) 2, No. 2 (2009) 2, No. 1 (2009) 1, No. 4 (2009) 1, No. 3 (2008) 1, No. 1-2 (2008) all top 5 Authors 5 Mandic, Danilo P. 3 Boyd, Stephen Poythress 3 Brajović, Miloš 3 Constantinides, Anthony G. 3 Daković, Miloš 3 Li, Shengxi 3 Scalzo, Bruno 3 Stanković, Ljubiša 2 Bach, Francis R. 2 Bubeck, Sébastien 2 Cichocki, Andrzej 2 Del Moral, Pierre 2 Lee, Namgil 2 Lindsten, Fredrik 2 Oseledets, Ivan Valer’evich 2 Phan, Anh-Huy 2 Pineau, Joelle 2 Schön, Thomas B. 1 Adams, Ryan Prescott 1 Agrawal, Akshay 1 Airoldi, Edoardo M. 1 Alameda-Pineda, Xavier 1 Ali, Alnur 1 Álvarez, Mauricio A. 1 Anandkumar, Anima 1 Angèle, Niclas 1 Angelino, Elaine 1 Angelopoulos, Anastasios N. 1 Bates, Stephen 1 Bellemare, Marc G. 1 Bengio, Yoshua 1 Bie, Xiaoyu 1 Bishop, Adrian N. 1 Borgwardt, Karsten M. 1 Broekens, Joost 1 Burges, Christopher J. C. 1 Calauzènes, Clément 1 Cesa-Bianchi, Nicolò 1 Chen, George H-G. 1 Chen, Yuxin 1 Chi, Yuejie 1 Chiappa, Silvia 1 Chowdhary, Girish 1 Cuturi, Marco 1 Diard, Julien 1 Eckstein, Jonathan 1 El Karoui, Noureddine 1 Fan, Jianqing 1 Feng, Oliver Y. 1 Fienberg, Stephen Elliot 1 François-Lavet, Vincent 1 Fu, Michael C. 1 Fukumizu, Kenji 1 Gao, Hanning 1 Ge, Rong 1 Geramifard, Alborz 1 Ghavamzadeh, Mohammad 1 Ghisu, Elisabetta 1 Girin, Laurent 1 Goldenberg, Anna 1 Guigui, Nicolas 1 Guo, Xiaojie 1 Hanneke, Steve 1 Henderson, Peter B. 1 Holden, Sean B. 1 Horn, Corinne 1 How, Jonathan P. 1 Hu, Peng 1 Hueber, Thomas 1 Islam, Riashat 1 Jain, Prateek 1 Janzamin, Majid 1 Jenatton, Rodolphe 1 Johnson, Matthew James 1 Jonker, Catholijn M. 1 Jordan, Michael Irwin 1 Kairouz, Peter 1 Kar, Purushottam 1 Kazerouni, Abbas 1 Kingma, Diederik P. 1 Kossaifi, Jean 1 Kulesza, Alex 1 Kulis, Brian 1 L. A., Prashanth 1 Lawrence, Neil D. 1 Leglaive, Simon 1 Li, Shucheng 1 Liu, Jiani 1 Liu, Yipeng 1 Llinares-López, Felipe 1 Long, Bo 1 Long, Zhen 1 Ma, Cong 1 Mahadevan, Sridhar 1 Mahoney, Michael W. 1 Mairal, Julien 1 Mannor, Shie 1 McCallum, Andrew Kachites 1 McMahan, H. Brendan 1 Miolane, Nina ...and 50 more Authors all top 5 Fields 53 Computer science (68-XX) 16 Statistics (62-XX) 11 Operations research, mathematical programming (90-XX) 8 Probability theory and stochastic processes (60-XX) 6 Numerical analysis (65-XX) 5 Game theory, economics, finance, and other social and behavioral sciences (91-XX) 3 Linear and multilinear algebra; matrix theory (15-XX) 1 Combinatorics (05-XX) 1 Functional analysis (46-XX) 1 Operator theory (47-XX) 1 Calculus of variations and optimal control; optimization (49-XX) 1 Differential geometry (53-XX) 1 Statistical mechanics, structure of matter (82-XX) 1 Systems theory; control (93-XX) 1 Information and communication theory, circuits (94-XX) Publications by Year all cited Publications top 5 cited Publications Citations contained in zbMATH Open 45 Publications have been cited 3,238 times in 3,016 Documents Cited by ▼ Year ▼ Distributed optimization and statistical learning via the alternating direction method of multipliers. Zbl 1229.90122Boyd, Stephen; Parikh, Neal; Chu, Eric; Peleato, Borja; Eckstein, Jonathan 1,300 2010 Graphical models, exponential families, and variational inference. Zbl 1193.62107Wainwright, Martin J.; Jordan, Michael I. 290 2008 Learning deep architectures for AI. Zbl 1192.68503Bengio, Yoshua 150 2009 Regret analysis of stochastic and nonstochastic multi-armed bandit problems. Zbl 1281.91051Bubeck, Sébastien; Cesa-Bianchi, Nicolò 134 2012 Optimization with sparsity-inducing penalties. Zbl 06064248Bach, Francis; Jenatton, Rodolphe; Mairal, Julien; Obozinski, Guillaume 125 2011 Computational optimal transport. With applications to data sciences. Zbl 1475.68011Peyré, Gabriel; Cuturi, Marco 117 2018 Convex optimization: algorithms and complexity. Zbl 1365.90196Bubeck, Sébastien 117 2015 Randomized algorithms for matrices and data. Zbl 1232.68173Mahoney, Michael W. 113 2011 An introduction to matrix concentration inequalities. Zbl 1391.15071Tropp, Joel A. 111 2015 A survey of statistical network models. Zbl 1184.68030Goldenberg, Anna; Zheng, Alice X.; Fienberg, Stephen E.; Airoldi, Edoardo M. 109 2009 Online learning and online convex optimization. Zbl 1253.68190Shalev-Shwartz, Shai 90 2011 Determinantal point processes for machine learning. Zbl 1278.68240Kulesza, Alex; Taskar, Ben 65 2012 Kernels for vector-valued functions: a review. Zbl 1301.68212Álvarez, Mauricio A.; Rosasco, Lorenzo; Lawrence, Neil D. 45 2011 Learning with submodular functions: a convex optimization perspective. Zbl 1280.68001Bach, Francis 42 2013 An introduction to variational autoencoders. Zbl 1431.68002Kingma, Diederik P.; Welling, Max 37 2019 Generalized low rank models. Zbl 1350.68221Udell, Madeleine; Horn, Corinne; Zadeh, Reza; Boyd, Stephen 34 2016 Kernel mean embedding of distributions: a review and beyond. Zbl 1380.68336Muandet, Krikamol; Fukumizu, Kenji; Sriperumbudur, Bharath; Schölkopf, Bernhard 34 2017 Tensor networks for dimensionality reduction and large-scale optimization. I: Low-rank tensor decompositions. Zbl 1364.68320Cichocki, Andrzej; Lee, Namgil; Oseledets, Ivan; Phan, Anh-Huy; Mandic, Danilo P. 29 2016 Metric learning: a survey. Zbl 1278.68014Kulis, Brian 24 2012 Non-convex optimization for machine learning. Zbl 1388.68251Jain, Prateek; Kar, Purushottam 24 2017 Dimension reduction: a guided tour. Zbl 1211.68126Burges, Christopher J. C. 22 2009 From bandits to Monte-Carlo tree search: the optimistic principle applied to optimization and planning. Zbl 1296.91086Munos, Rémi 22 2014 Adaptation, learning, and optimization over networks. Zbl 1315.68212Sayed, Ali H. 22 2014 Clustering stability: an overview. Zbl 1191.68615von Luxburg, Ulrike 20 2009 An introduction to conditional random fields. Zbl 1253.68001Sutton, Charles; McCallum, Andrew 19 2011 Theory of disagreement-based active learning. Zbl 1327.68193Hanneke, Steve 17 2014 Property testing. A learning theory perspective. Zbl 1162.68035Ron, Dana 16 2008 A tutorial on Thompson sampling. Zbl 1409.62024Russo, Daniel J.; van Roy, Benjamin; Kazerouni, Abbas; Osband, Ian; Wen, Zheng 14 2018 Introduction to multi-armed bandits. Zbl 1478.68006Slivkins, Aleksandrs 13 2019 Bayesian reinforcement learning: a survey. Zbl 1382.68190Ghavamzadeh, Mohammad; Mannor, Shie; Pineau, Joelle; Tamar, Aviv 13 2015 Backward simulation methods for Monte Carlo statistical inference. Zbl 1278.68016Lindsten, Fredrik; Schön, Thomas B. 12 2013 Tensor networks for dimensionality reduction and large-scale optimization. II: Applications and future perspectives. Zbl 1376.68123Cichocki, Andrzej; Phan, Anh-Huy; Zhao, Qibin; Lee, Namgil; Oseledets, Ivan; Sugiyama, Masashi; Mandic, Danilo 12 2016 An introduction to deep reinforcement learning. Zbl 1448.68021François-Lavet, Vincent; Henderson, Peter; Islam, Riashat; Bellemare, Marc G.; Pineau, Joelle 8 2018 An introduction to Wishart matrix moments. Zbl 1442.60006Bishop, Adrian N.; Del Moral, Pierre; Angèle, Niclas 6 2018 Advances and open problems in federated learning. Zbl 07389057Kairouz, Peter; McMahan, H. Brendan 6 2021 Learning representation and control in Markov decision processes: new frontiers. Zbl 1192.93010Mahadevan, Sridhar 5 2009 On the concentration properties of interacting particle processes. Zbl 1280.60057Del Moral, Pierre; Hu, Peng; Wu, Liming 4 2010 A tutorial on linear function approximators for dynamic programming and reinforcement learning. Zbl 1311.90169Geramifard, Alborz; Walsh, Thomas J.; Tellex, Stefanie; Chowdhary, Girish; Roy, Nicholas; How, Jonathan P. 4 2013 Explaining the success of nearest neighbor methods in prediction. Zbl 1397.68001Chen, George H.; Shah, Devavrat 3 2018 Elements of sequential Monte Carlo. Zbl 1431.68003Naesseth, Christian A.; Lindsten, Fredrik; Schön, Thomas B. 2 2019 Spectral learning on matrices and tensors. Zbl 1436.68004Janzamin, Majid; Ge, Rong; Kossaifi, Jean; Anandkumar, Anima 2 2019 Patterns of scalable Bayesian inference. Zbl 1364.68318Angelino, Elaine; Johnson, Matthew James; Adams, Ryan P. 2 2016 Explicit-duration Markov switching models. Zbl 1322.68148Chiappa, Silvia 2 2014 Graph kernels: state-of-the-art and future challenges. Zbl 1461.68174Borgwardt, Karsten; Ghisu, Elisabetta; Llinares-López, Felipe; O’Bray, Leslie; Rieck, Bastian 1 2020 A unifying tutorial on approximate message passing. Zbl 1491.68152Feng, Oliver Y.; Venkataramanan, Ramji; Rush, Cynthia; Samworth, Richard J. 1 2022 A unifying tutorial on approximate message passing. Zbl 1491.68152Feng, Oliver Y.; Venkataramanan, Ramji; Rush, Cynthia; Samworth, Richard J. 1 2022 Advances and open problems in federated learning. Zbl 07389057Kairouz, Peter; McMahan, H. Brendan 6 2021 Graph kernels: state-of-the-art and future challenges. Zbl 1461.68174Borgwardt, Karsten; Ghisu, Elisabetta; Llinares-López, Felipe; O’Bray, Leslie; Rieck, Bastian 1 2020 An introduction to variational autoencoders. Zbl 1431.68002Kingma, Diederik P.; Welling, Max 37 2019 Introduction to multi-armed bandits. Zbl 1478.68006Slivkins, Aleksandrs 13 2019 Elements of sequential Monte Carlo. Zbl 1431.68003Naesseth, Christian A.; Lindsten, Fredrik; Schön, Thomas B. 2 2019 Spectral learning on matrices and tensors. Zbl 1436.68004Janzamin, Majid; Ge, Rong; Kossaifi, Jean; Anandkumar, Anima 2 2019 Computational optimal transport. With applications to data sciences. Zbl 1475.68011Peyré, Gabriel; Cuturi, Marco 117 2018 A tutorial on Thompson sampling. Zbl 1409.62024Russo, Daniel J.; van Roy, Benjamin; Kazerouni, Abbas; Osband, Ian; Wen, Zheng 14 2018 An introduction to deep reinforcement learning. Zbl 1448.68021François-Lavet, Vincent; Henderson, Peter; Islam, Riashat; Bellemare, Marc G.; Pineau, Joelle 8 2018 An introduction to Wishart matrix moments. Zbl 1442.60006Bishop, Adrian N.; Del Moral, Pierre; Angèle, Niclas 6 2018 Explaining the success of nearest neighbor methods in prediction. Zbl 1397.68001Chen, George H.; Shah, Devavrat 3 2018 Kernel mean embedding of distributions: a review and beyond. Zbl 1380.68336Muandet, Krikamol; Fukumizu, Kenji; Sriperumbudur, Bharath; Schölkopf, Bernhard 34 2017 Non-convex optimization for machine learning. Zbl 1388.68251Jain, Prateek; Kar, Purushottam 24 2017 Generalized low rank models. Zbl 1350.68221Udell, Madeleine; Horn, Corinne; Zadeh, Reza; Boyd, Stephen 34 2016 Tensor networks for dimensionality reduction and large-scale optimization. I: Low-rank tensor decompositions. Zbl 1364.68320Cichocki, Andrzej; Lee, Namgil; Oseledets, Ivan; Phan, Anh-Huy; Mandic, Danilo P. 29 2016 Tensor networks for dimensionality reduction and large-scale optimization. II: Applications and future perspectives. Zbl 1376.68123Cichocki, Andrzej; Phan, Anh-Huy; Zhao, Qibin; Lee, Namgil; Oseledets, Ivan; Sugiyama, Masashi; Mandic, Danilo 12 2016 Patterns of scalable Bayesian inference. Zbl 1364.68318Angelino, Elaine; Johnson, Matthew James; Adams, Ryan P. 2 2016 Convex optimization: algorithms and complexity. Zbl 1365.90196Bubeck, Sébastien 117 2015 An introduction to matrix concentration inequalities. Zbl 1391.15071Tropp, Joel A. 111 2015 Bayesian reinforcement learning: a survey. Zbl 1382.68190Ghavamzadeh, Mohammad; Mannor, Shie; Pineau, Joelle; Tamar, Aviv 13 2015 From bandits to Monte-Carlo tree search: the optimistic principle applied to optimization and planning. Zbl 1296.91086Munos, Rémi 22 2014 Adaptation, learning, and optimization over networks. Zbl 1315.68212Sayed, Ali H. 22 2014 Theory of disagreement-based active learning. Zbl 1327.68193Hanneke, Steve 17 2014 Explicit-duration Markov switching models. Zbl 1322.68148Chiappa, Silvia 2 2014 Learning with submodular functions: a convex optimization perspective. Zbl 1280.68001Bach, Francis 42 2013 Backward simulation methods for Monte Carlo statistical inference. Zbl 1278.68016Lindsten, Fredrik; Schön, Thomas B. 12 2013 A tutorial on linear function approximators for dynamic programming and reinforcement learning. Zbl 1311.90169Geramifard, Alborz; Walsh, Thomas J.; Tellex, Stefanie; Chowdhary, Girish; Roy, Nicholas; How, Jonathan P. 4 2013 Regret analysis of stochastic and nonstochastic multi-armed bandit problems. Zbl 1281.91051Bubeck, Sébastien; Cesa-Bianchi, Nicolò 134 2012 Determinantal point processes for machine learning. Zbl 1278.68240Kulesza, Alex; Taskar, Ben 65 2012 Metric learning: a survey. Zbl 1278.68014Kulis, Brian 24 2012 Optimization with sparsity-inducing penalties. Zbl 06064248Bach, Francis; Jenatton, Rodolphe; Mairal, Julien; Obozinski, Guillaume 125 2011 Randomized algorithms for matrices and data. Zbl 1232.68173Mahoney, Michael W. 113 2011 Online learning and online convex optimization. Zbl 1253.68190Shalev-Shwartz, Shai 90 2011 Kernels for vector-valued functions: a review. Zbl 1301.68212Álvarez, Mauricio A.; Rosasco, Lorenzo; Lawrence, Neil D. 45 2011 An introduction to conditional random fields. Zbl 1253.68001Sutton, Charles; McCallum, Andrew 19 2011 Distributed optimization and statistical learning via the alternating direction method of multipliers. Zbl 1229.90122Boyd, Stephen; Parikh, Neal; Chu, Eric; Peleato, Borja; Eckstein, Jonathan 1,300 2010 On the concentration properties of interacting particle processes. Zbl 1280.60057Del Moral, Pierre; Hu, Peng; Wu, Liming 4 2010 Learning deep architectures for AI. Zbl 1192.68503Bengio, Yoshua 150 2009 A survey of statistical network models. Zbl 1184.68030Goldenberg, Anna; Zheng, Alice X.; Fienberg, Stephen E.; Airoldi, Edoardo M. 109 2009 Dimension reduction: a guided tour. Zbl 1211.68126Burges, Christopher J. C. 22 2009 Clustering stability: an overview. Zbl 1191.68615von Luxburg, Ulrike 20 2009 Learning representation and control in Markov decision processes: new frontiers. Zbl 1192.93010Mahadevan, Sridhar 5 2009 Graphical models, exponential families, and variational inference. Zbl 1193.62107Wainwright, Martin J.; Jordan, Michael I. 290 2008 Property testing. A learning theory perspective. Zbl 1162.68035Ron, Dana 16 2008 all cited Publications top 5 cited Publications all top 5 Cited by 6,187 Authors 35 Yuan, Xiaoming 21 Han, Deren 20 Boyd, Stephen Poythress 17 Ma, Shiqian 16 He, Bingsheng 16 Lou, Yifei 16 Tran Dinh Quoc 16 Zeng, Tie Yong 15 Gasnikov, Alexander V. 13 He, Hongjin 13 Huang, Ting-Zhu 13 Li, Min 13 Mertikopoulos, Panayotis 13 Ng, Michael Kwok-Po 12 Mahoney, Michael W. 11 Ma, Feng 11 Zhang, Shuzhong 10 Cai, Xingju 10 Schnörr, Christoph 10 Tropp, Joel A. 10 Wand, Matthew P. 10 Zhang, Wenxing 10 Zhao, Xile 9 Cevher, Volkan 9 Chang, Huibin 9 Wu, Zhongming 9 Yin, Wotao 8 Bach, Francis R. 8 Blei, David M. 8 Boţ, Radu Ioan 8 Chan, Raymond Hon-Fu 8 Fan, Jianqing 8 Jung, Miyoun 8 Liu, Sanyang 8 Shen, Xiaotong 8 Shen, Yuan 8 Wen, Zaiwen 8 Wright, Stephen J. 8 Wu, Chunlin 7 Bemporad, Alberto 7 Gonçalves, Max L. N. 7 Jian, Jinbao 7 Jordan, Michael Irwin 7 Kong, Lingchen 7 Levina, Elizaveta 7 Li, Jueyou 7 Lin, Tianyi 7 Ma, Tian-Hui 7 Melo, Jefferson G. 7 Priebe, Carey E. 7 Steidl, Gabriele 7 Tao, Min 7 Wang, Kai 7 Zabaras, Nicholas J. 7 Zhang, Tong 6 Alquier, Pierre 6 Aravkin, Aleksandr Y. 6 Buccini, Alessandro 6 Che, Maolin 6 Chen, Caihua 6 Chen, Ke 6 Diehl, Moritz Mathias 6 Eckstein, Jonathan 6 Fercoq, Olivier 6 Goulart, Paul J. 6 Hong, Mingyi 6 Iutzeler, Franck 6 Jiao, Yuling 6 Kang, Myungjoo 6 Katsoulakis, Markos A. 6 Lanza, Alessandro 6 Latouche, Pierre 6 Li, Lei 6 Li, Wuchen 6 Liu, Wanquan 6 Malick, Jérôme 6 Morigi, Serena 6 Powell, Warren Buckler 6 Rinaldo, Alessandro 6 Robin, Stéphane 6 Ruthotto, Lars 6 Sgallari, Fiorella 6 Sugiyama, Masashi 6 Suykens, Johan A. K. 6 Teboulle, Marc 6 Udell, Madeleine 6 Wainwright, Martin J. 6 Wang, Wendong 6 Wei, Yimin 6 Wu, Zhiyou 6 Yang, Tianbao 6 Ye, Yinyu 6 Zhang, Liwei 6 Zhang, Xiaoqun 6 Zhivotovskiy, Nikita 5 Altschuler, Jason M. 5 Amari, Shun-ichi 5 Bai, Jianchao 5 Bai, Yanqin 5 Becker, Stephen R. ...and 6,087 more Authors all top 5 Cited in 372 Journals 151 Journal of Machine Learning Research (JMLR) 85 Automatica 83 Machine Learning 80 SIAM Journal on Optimization 67 SIAM Journal on Imaging Sciences 66 Computational Optimization and Applications 61 The Annals of Statistics 58 Mathematical Programming. Series A. Series B 54 SIAM Journal on Scientific Computing 50 Journal of Optimization Theory and Applications 48 Neural Computation 45 Journal of Scientific Computing 44 Journal of the American Statistical Association 44 Operations Research 43 Inverse Problems 42 Computational Statistics and Data Analysis 41 Journal of Mathematical Imaging and Vision 41 Electronic Journal of Statistics 39 The Annals of Applied Statistics 35 Statistics and Computing 31 Journal of Computational and Applied Mathematics 31 Mathematics of Operations Research 31 Neural Networks 30 Journal of Computational Physics 30 Optimization Methods & Software 29 SIAM Journal on Matrix Analysis and Applications 27 Information Sciences 26 Journal of Multivariate Analysis 26 Journal of Global Optimization 26 Applied and Computational Harmonic Analysis 26 Journal of Computational and Graphical Statistics 25 European Journal of Operational Research 24 Applied Mathematics and Computation 22 SIAM Journal on Mathematics of Data Science 21 Computer Methods in Applied Mechanics and Engineering 21 Theoretical Computer Science 20 Optimization Letters 20 Journal of the Operations Research Society of China 19 International Journal of Computer Vision 18 Journal of the Franklin Institute 18 Data Mining and Knowledge Discovery 17 Artificial Intelligence 17 Bernoulli 17 Mathematical Problems in Engineering 17 Foundations of Computational Mathematics 17 Inverse Problems and Imaging 16 Advances in Computational Mathematics 16 SIAM/ASA Journal on Uncertainty Quantification 15 Optimization 15 Linear Algebra and its Applications 15 Journal of Industrial and Management Optimization 14 SIAM Journal on Computing 14 Operations Research Letters 14 Statistical Science 14 INFORMS Journal on Computing 13 Computational Statistics 13 Applied Mathematical Modelling 13 Pattern Recognition 13 Optimization and Engineering 12 SIAM Journal on Control and Optimization 11 Applied Numerical Mathematics 11 International Journal of Approximate Reasoning 11 Journal of Statistical Computation and Simulation 11 SIAM Review 11 Journal of Inequalities and Applications 11 International Journal of Wavelets, Multiresolution and Information Processing 11 Journal of Statistical Mechanics: Theory and Experiment 10 Journal of Statistical Physics 10 Numerische Mathematik 10 Numerical Algorithms 10 Computational Mathematics and Mathematical Physics 10 Bayesian Analysis 9 Annals of the Institute of Statistical Mathematics 9 Circuits, Systems, and Signal Processing 9 Computational and Applied Mathematics 9 The Journal of Artificial Intelligence Research (JAIR) 9 Chaos 9 Mathematical Programming Computation 9 Science China. Mathematics 8 Computers & Mathematics with Applications 8 Journal of Econometrics 8 Systems & Control Letters 8 Multidimensional Systems and Signal Processing 8 Automation and Remote Control 8 International Journal of Computer Mathematics 8 Statistica Sinica 8 Journal of Applied Statistics 8 Information Geometry 7 SIAM Journal on Numerical Analysis 7 Statistics & Probability Letters 7 The Annals of Applied Probability 7 Journal of Systems Science and Complexity 7 Computational & Mathematical Methods in Medicine 6 Mathematics of Computation 6 Applied Mathematics and Optimization 6 BIT 6 Algorithmica 6 Communications in Statistics. Simulation and Computation 6 SIAM Journal on Applied Mathematics 6 Statistical Papers ...and 272 more Journals all top 5 Cited in 56 Fields 1,047 Operations research, mathematical programming (90-XX) 983 Statistics (62-XX) 915 Computer science (68-XX) 743 Numerical analysis (65-XX) 290 Information and communication theory, circuits (94-XX) 262 Calculus of variations and optimal control; optimization (49-XX) 213 Probability theory and stochastic processes (60-XX) 185 Game theory, economics, finance, and other social and behavioral sciences (91-XX) 171 Systems theory; control (93-XX) 151 Linear and multilinear algebra; matrix theory (15-XX) 122 Combinatorics (05-XX) 112 Biology and other natural sciences (92-XX) 92 Operator theory (47-XX) 61 Partial differential equations (35-XX) 53 Statistical mechanics, structure of matter (82-XX) 45 Functional analysis (46-XX) 32 Dynamical systems and ergodic theory (37-XX) 25 Quantum theory (81-XX) 23 Geophysics (86-XX) 22 Mechanics of deformable solids (74-XX) 21 Harmonic analysis on Euclidean spaces (42-XX) 20 Approximations and expansions (41-XX) 19 Convex and discrete geometry (52-XX) 18 Differential geometry (53-XX) 18 Fluid mechanics (76-XX) 15 Ordinary differential equations (34-XX) 12 Optics, electromagnetic theory (78-XX) 10 Real functions (26-XX) 9 Mathematical logic and foundations (03-XX) 8 Algebraic geometry (14-XX) 7 Measure and integration (28-XX) 6 Integral transforms, operational calculus (44-XX) 6 Global analysis, analysis on manifolds (58-XX) 5 Mechanics of particles and systems (70-XX) 5 Astronomy and astrophysics (85-XX) 4 Topological groups, Lie groups (22-XX) 4 Integral equations (45-XX) 4 General topology (54-XX) 4 Classical thermodynamics, heat transfer (80-XX) 3 General and overarching topics; collections (00-XX) 3 History and biography (01-XX) 3 Commutative algebra (13-XX) 3 Geometry (51-XX) 2 Number theory (11-XX) 2 Functions of a complex variable (30-XX) 2 Several complex variables and analytic spaces (32-XX) 2 Difference and functional equations (39-XX) 2 Manifolds and cell complexes (57-XX) 1 Order, lattices, ordered algebraic structures (06-XX) 1 Associative rings and algebras (16-XX) 1 Nonassociative rings and algebras (17-XX) 1 Group theory and generalizations (20-XX) 1 Potential theory (31-XX) 1 Algebraic topology (55-XX) 1 Relativity and gravitational theory (83-XX) 1 Mathematics education (97-XX) Citations by Year