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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
Comments: Journal
Documents Indexed: 67 Publications (since 2008)
References Indexed: 19 Publications with 3,799 References.
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 Gabrys, Bogdan
2 Kedziora, David Jacob
2 Lee, Namgil
2 Lindsten, Fredrik
2 Musiał, Katarzyna
2 Osband, Ian
2 Oseledets, Ivan Valer’evich
2 Phan, Anh-Huy
2 Pineau, Joelle
2 Schön, Thomas B.
2 Van Roy, Benjamin
2 Wen, Zheng
1 Adams, Ryan Prescott
1 Agrawal, Akshay
1 Airoldi, Edoardo M.
1 Alameda-Pineda, Xavier
1 Ali, Alnur
1 Alquier, Pierre
1 Álvarez, Mauricio A.
1 Amos, Brandon D.
1 Anandkumar, Anima
1 Angelino, Elaine
1 Angelopoulos, Anastasios N.
1 Bareinboim, Elias
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 Dong, Xuanyi
1 Dwaracherla, Vikranth R.
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 Ibrahimi, Morteza
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 Lawrence, Neil D.
1 Leglaive, Simon
1 Li, Shucheng
1 Liu, Jiani
1 Liu, Yipeng
1 Llinares-López, Felipe
...and 62 more Authors

Publications by Year

Citations contained in zbMATH Open

55 Publications have been cited 4,424 times in 4,095 Documents Cited by Year
Distributed optimization and statistical learning via the alternating direction method of multipliers. Zbl 1229.90122
Boyd, Stephen; Parikh, Neal; Chu, Eric; Peleato, Borja; Eckstein, Jonathan
2010
Graphical models, exponential families, and variational inference. Zbl 1193.62107
Wainwright, Martin J.; Jordan, Michael I.
362
2008
Computational optimal transport. With applications to data sciences. Zbl 1475.68011
Peyré, Gabriel; Cuturi, Marco
196
2018
Learning deep architectures for AI. Zbl 1192.68503
Bengio, Yoshua
193
2009
Convex optimization: algorithms and complexity. Zbl 1365.90196
Bubeck, Sébastien
185
2015
Regret analysis of stochastic and nonstochastic multi-armed bandit problems. Zbl 1281.91051
Bubeck, Sébastien; Cesa-Bianchi, Nicolò
172
2012
Randomized algorithms for matrices and data. Zbl 1232.68173
Mahoney, Michael W.
160
2011
An introduction to matrix concentration inequalities. Zbl 1391.15071
Tropp, Joel A.
160
2015
Optimization with sparsity-inducing penalties. Zbl 06064248
Bach, Francis; Jenatton, Rodolphe; Mairal, Julien; Obozinski, Guillaume
147
2011
A survey of statistical network models. Zbl 1184.68030
Goldenberg, Anna; Zheng, Alice X.; Fienberg, Stephen E.; Airoldi, Edoardo M.
137
2009
Online learning and online convex optimization. Zbl 1253.68190
Shalev-Shwartz, Shai
124
2011
Determinantal point processes for machine learning. Zbl 1278.68240
Kulesza, Alex; Taskar, Ben
90
2012
An introduction to variational autoencoders. Zbl 1431.68002
Kingma, Diederik P.; Welling, Max
83
2019
Kernels for vector-valued functions: a review. Zbl 1301.68212
Álvarez, Mauricio A.; Rosasco, Lorenzo; Lawrence, Neil D.
65
2011
Kernel mean embedding of distributions: a review and beyond. Zbl 1380.68336
Muandet, Krikamol; Fukumizu, Kenji; Sriperumbudur, Bharath; Schölkopf, Bernhard
59
2017
Learning with submodular functions: a convex optimization perspective. Zbl 1280.68001
Bach, Francis
54
2013
Tensor networks for dimensionality reduction and large-scale optimization. I: Low-rank tensor decompositions. Zbl 1364.68320
Cichocki, Andrzej; Lee, Namgil; Oseledets, Ivan; Phan, Anh-Huy; Mandic, Danilo P.
50
2016
Generalized low rank models. Zbl 1350.68221
Udell, Madeleine; Horn, Corinne; Zadeh, Reza; Boyd, Stephen
40
2016
Non-convex optimization for machine learning. Zbl 1388.68251
Jain, Prateek; Kar, Purushottam
40
2017
Metric learning: a survey. Zbl 1278.68014
Kulis, Brian
34
2012
Adaptation, learning, and optimization over networks. Zbl 1315.68212
Sayed, Ali H.
33
2014
Introduction to multi-armed bandits. Zbl 1478.68006
Slivkins, Aleksandrs
29
2019
Clustering stability: an overview. Zbl 1191.68615
von Luxburg, Ulrike
27
2009
From bandits to Monte-Carlo tree search: the optimistic principle applied to optimization and planning. Zbl 1296.91086
Munos, Rémi
25
2014
A tutorial on Thompson sampling. Zbl 1409.62024
Russo, Daniel J.; van Roy, Benjamin; Kazerouni, Abbas; Osband, Ian; Wen, Zheng
25
2018
Dimension reduction: a guided tour. Zbl 1211.68126
Burges, Christopher J. C.
23
2009
Bayesian reinforcement learning: a survey. Zbl 1382.68190
Ghavamzadeh, Mohammad; Mannor, Shie; Pineau, Joelle; Tamar, Aviv
22
2015
An introduction to conditional random fields. Zbl 1253.68001
Sutton, Charles; McCallum, Andrew
21
2011
Advances and open problems in federated learning. Zbl 1524.68284
Kairouz, Peter; McMahan, H. Brendan
20
2021
Theory of disagreement-based active learning. Zbl 1327.68193
Hanneke, Steve
18
2014
Tensor networks for dimensionality reduction and large-scale optimization. II: Applications and future perspectives. Zbl 1376.68123
Cichocki, Andrzej; Phan, Anh-Huy; Zhao, Qibin; Lee, Namgil; Oseledets, Ivan; Sugiyama, Masashi; Mandic, Danilo
18
2016
Backward simulation methods for Monte Carlo statistical inference. Zbl 1278.68016
Lindsten, Fredrik; Schön, Thomas B.
17
2013
Property testing. A learning theory perspective. Zbl 1162.68035
Ron, Dana
16
2008
An introduction to deep reinforcement learning. Zbl 1448.68021
François-Lavet, Vincent; Henderson, Peter; Islam, Riashat; Bellemare, Marc G.; Pineau, Joelle
12
2018
An introduction to Wishart matrix moments. Zbl 1442.60006
Bishop, Adrian N.; Del Moral, Pierre; Niclas, Angèle
9
2018
A unifying tutorial on approximate message passing. Zbl 1491.68152
Feng, Oliver Y.; Venkataramanan, Ramji; Rush, Cynthia; Samworth, Richard J.
7
2022
Spectral methods for data science: a statistical perspective. Zbl 1524.68267
Chen, Yuxin; Chi, Yuejie; Fan, Jianqing; Ma, Cong
7
2021
Learning representation and control in Markov decision processes: new frontiers. Zbl 1192.93010
Mahadevan, Sridhar
6
2009
A tutorial on linear function approximators for dynamic programming and reinforcement learning. Zbl 1311.90169
Geramifard, Alborz; Walsh, Thomas J.; Tellex, Stefanie; Chowdhary, Girish; Roy, Nicholas; How, Jonathan P.
6
2013
On the concentration properties of interacting particle processes. Zbl 1280.60057
Del Moral, Pierre; Hu, Peng; Wu, Liming
6
2010
Divided differences, falling factorials, and discrete splines: another look at trend filtering and related problems. Zbl 07582342
Tibshirani, Ryan J.
5
2022
Spectral learning on matrices and tensors. Zbl 1436.68004
Janzamin, Majid; Ge, Rong; Kossaifi, Jean; Anandkumar, Anima
4
2019
Patterns of scalable Bayesian inference. Zbl 1364.68318
Angelino, Elaine; Johnson, Matthew James; Adams, Ryan P.
4
2016
Elements of sequential Monte Carlo. Zbl 1431.68003
Naesseth, Christian A.; Lindsten, Fredrik; Schön, Thomas B.
3
2019
Explaining the success of nearest neighbor methods in prediction. Zbl 1397.68001
Chen, George H.; Shah, Devavrat
3
2018
Data analytics on graphs. II: Signals on graphs. Zbl 1524.68339
Stanković, Ljubiša; Mandic, Danilo; Daković, Miloš; Brajović, Miloš; Scalzo, Bruno; Li, Shengxi; Constantinides, Anthony G.
3
2020
Data analytics on graphs. I: Graphs and spectra on graphs. Zbl 1524.68338
Stanković, Ljubiša; Mandic, Danilo; Daković, Miloš; Brajović, Miloš; Scalzo, Bruno; Li, Shengxi; Constantinides, Anthony G.
3
2020
Data analytics on graphs. III: Machine learning on graphs, from graph topology to applications. Zbl 1524.68340
Stanković, Ljubiša; Mandic, Danilo; Daković, Miloš; Brajović, Miloš; Scalzo, Bruno; Li, Shengxi; Constantinides, Anthony G.
3
2020
Explicit-duration Markov switching models. Zbl 1322.68148
Chiappa, Silvia
2
2014
Dynamical variational autoencoders: a comprehensive review. Zbl 1491.68153
Girin, Laurent; Leglaive, Simon; Bie, Xiaoyu; Diard, Julien; Hueber, Thomas; Alameda-Pineda, Xavier
2
2021
Model-based reinforcement learning: a survey. Zbl 1524.68290
Moerland, Thomas M.; Broekens, Joost; Plaat, Aske; Jonker, Catholijn M.
2
2023
Introduction to Riemannian geometry and geometric statistics: from basic theory to implementation with geomstats. Zbl 1510.68102
Guigui, Nicolas; Miolane, Nina; Pennec, Xavier
2
2023
Conformal prediction: a gentle introduction. Zbl 1507.68238
Angelopoulos, Anastasios N.; Bates, Stephen
2
2023
Machine learning for automated theorem proving: learning to solve SAT and QSAT. Zbl 1524.68280
Holden, Sean B.
2
2021
Graph kernels: state-of-the-art and future challenges. Zbl 1461.68174
Borgwardt, Karsten; Ghisu, Elisabetta; Llinares-López, Felipe; O’Bray, Leslie; Rieck, Bastian
1
2020
Model-based reinforcement learning: a survey. Zbl 1524.68290
Moerland, Thomas M.; Broekens, Joost; Plaat, Aske; Jonker, Catholijn M.
2
2023
Introduction to Riemannian geometry and geometric statistics: from basic theory to implementation with geomstats. Zbl 1510.68102
Guigui, Nicolas; Miolane, Nina; Pennec, Xavier
2
2023
Conformal prediction: a gentle introduction. Zbl 1507.68238
Angelopoulos, Anastasios N.; Bates, Stephen
2
2023
A unifying tutorial on approximate message passing. Zbl 1491.68152
Feng, Oliver Y.; Venkataramanan, Ramji; Rush, Cynthia; Samworth, Richard J.
7
2022
Divided differences, falling factorials, and discrete splines: another look at trend filtering and related problems. Zbl 07582342
Tibshirani, Ryan J.
5
2022
Advances and open problems in federated learning. Zbl 1524.68284
Kairouz, Peter; McMahan, H. Brendan
20
2021
Spectral methods for data science: a statistical perspective. Zbl 1524.68267
Chen, Yuxin; Chi, Yuejie; Fan, Jianqing; Ma, Cong
7
2021
Dynamical variational autoencoders: a comprehensive review. Zbl 1491.68153
Girin, Laurent; Leglaive, Simon; Bie, Xiaoyu; Diard, Julien; Hueber, Thomas; Alameda-Pineda, Xavier
2
2021
Machine learning for automated theorem proving: learning to solve SAT and QSAT. Zbl 1524.68280
Holden, Sean B.
2
2021
Data analytics on graphs. II: Signals on graphs. Zbl 1524.68339
Stanković, Ljubiša; Mandic, Danilo; Daković, Miloš; Brajović, Miloš; Scalzo, Bruno; Li, Shengxi; Constantinides, Anthony G.
3
2020
Data analytics on graphs. I: Graphs and spectra on graphs. Zbl 1524.68338
Stanković, Ljubiša; Mandic, Danilo; Daković, Miloš; Brajović, Miloš; Scalzo, Bruno; Li, Shengxi; Constantinides, Anthony G.
3
2020
Data analytics on graphs. III: Machine learning on graphs, from graph topology to applications. Zbl 1524.68340
Stanković, Ljubiša; Mandic, Danilo; Daković, Miloš; Brajović, Miloš; Scalzo, Bruno; Li, Shengxi; Constantinides, Anthony G.
3
2020
Graph kernels: state-of-the-art and future challenges. Zbl 1461.68174
Borgwardt, Karsten; Ghisu, Elisabetta; Llinares-López, Felipe; O’Bray, Leslie; Rieck, Bastian
1
2020
An introduction to variational autoencoders. Zbl 1431.68002
Kingma, Diederik P.; Welling, Max
83
2019
Introduction to multi-armed bandits. Zbl 1478.68006
Slivkins, Aleksandrs
29
2019
Spectral learning on matrices and tensors. Zbl 1436.68004
Janzamin, Majid; Ge, Rong; Kossaifi, Jean; Anandkumar, Anima
4
2019
Elements of sequential Monte Carlo. Zbl 1431.68003
Naesseth, Christian A.; Lindsten, Fredrik; Schön, Thomas B.
3
2019
Computational optimal transport. With applications to data sciences. Zbl 1475.68011
Peyré, Gabriel; Cuturi, Marco
196
2018
A tutorial on Thompson sampling. Zbl 1409.62024
Russo, Daniel J.; van Roy, Benjamin; Kazerouni, Abbas; Osband, Ian; Wen, Zheng
25
2018
An introduction to deep reinforcement learning. Zbl 1448.68021
François-Lavet, Vincent; Henderson, Peter; Islam, Riashat; Bellemare, Marc G.; Pineau, Joelle
12
2018
An introduction to Wishart matrix moments. Zbl 1442.60006
Bishop, Adrian N.; Del Moral, Pierre; Niclas, Angèle
9
2018
Explaining the success of nearest neighbor methods in prediction. Zbl 1397.68001
Chen, George H.; Shah, Devavrat
3
2018
Kernel mean embedding of distributions: a review and beyond. Zbl 1380.68336
Muandet, Krikamol; Fukumizu, Kenji; Sriperumbudur, Bharath; Schölkopf, Bernhard
59
2017
Non-convex optimization for machine learning. Zbl 1388.68251
Jain, Prateek; Kar, Purushottam
40
2017
Tensor networks for dimensionality reduction and large-scale optimization. I: Low-rank tensor decompositions. Zbl 1364.68320
Cichocki, Andrzej; Lee, Namgil; Oseledets, Ivan; Phan, Anh-Huy; Mandic, Danilo P.
50
2016
Generalized low rank models. Zbl 1350.68221
Udell, Madeleine; Horn, Corinne; Zadeh, Reza; Boyd, Stephen
40
2016
Tensor networks for dimensionality reduction and large-scale optimization. II: Applications and future perspectives. Zbl 1376.68123
Cichocki, Andrzej; Phan, Anh-Huy; Zhao, Qibin; Lee, Namgil; Oseledets, Ivan; Sugiyama, Masashi; Mandic, Danilo
18
2016
Patterns of scalable Bayesian inference. Zbl 1364.68318
Angelino, Elaine; Johnson, Matthew James; Adams, Ryan P.
4
2016
Convex optimization: algorithms and complexity. Zbl 1365.90196
Bubeck, Sébastien
185
2015
An introduction to matrix concentration inequalities. Zbl 1391.15071
Tropp, Joel A.
160
2015
Bayesian reinforcement learning: a survey. Zbl 1382.68190
Ghavamzadeh, Mohammad; Mannor, Shie; Pineau, Joelle; Tamar, Aviv
22
2015
Adaptation, learning, and optimization over networks. Zbl 1315.68212
Sayed, Ali H.
33
2014
From bandits to Monte-Carlo tree search: the optimistic principle applied to optimization and planning. Zbl 1296.91086
Munos, Rémi
25
2014
Theory of disagreement-based active learning. Zbl 1327.68193
Hanneke, Steve
18
2014
Explicit-duration Markov switching models. Zbl 1322.68148
Chiappa, Silvia
2
2014
Learning with submodular functions: a convex optimization perspective. Zbl 1280.68001
Bach, Francis
54
2013
Backward simulation methods for Monte Carlo statistical inference. Zbl 1278.68016
Lindsten, Fredrik; Schön, Thomas B.
17
2013
A tutorial on linear function approximators for dynamic programming and reinforcement learning. Zbl 1311.90169
Geramifard, Alborz; Walsh, Thomas J.; Tellex, Stefanie; Chowdhary, Girish; Roy, Nicholas; How, Jonathan P.
6
2013
Regret analysis of stochastic and nonstochastic multi-armed bandit problems. Zbl 1281.91051
Bubeck, Sébastien; Cesa-Bianchi, Nicolò
172
2012
Determinantal point processes for machine learning. Zbl 1278.68240
Kulesza, Alex; Taskar, Ben
90
2012
Metric learning: a survey. Zbl 1278.68014
Kulis, Brian
34
2012
Randomized algorithms for matrices and data. Zbl 1232.68173
Mahoney, Michael W.
160
2011
Optimization with sparsity-inducing penalties. Zbl 06064248
Bach, Francis; Jenatton, Rodolphe; Mairal, Julien; Obozinski, Guillaume
147
2011
Online learning and online convex optimization. Zbl 1253.68190
Shalev-Shwartz, Shai
124
2011
Kernels for vector-valued functions: a review. Zbl 1301.68212
Álvarez, Mauricio A.; Rosasco, Lorenzo; Lawrence, Neil D.
65
2011
An introduction to conditional random fields. Zbl 1253.68001
Sutton, Charles; McCallum, Andrew
21
2011
Distributed optimization and statistical learning via the alternating direction method of multipliers. Zbl 1229.90122
Boyd, Stephen; Parikh, Neal; Chu, Eric; Peleato, Borja; Eckstein, Jonathan
2010
On the concentration properties of interacting particle processes. Zbl 1280.60057
Del Moral, Pierre; Hu, Peng; Wu, Liming
6
2010
Learning deep architectures for AI. Zbl 1192.68503
Bengio, Yoshua
193
2009
A survey of statistical network models. Zbl 1184.68030
Goldenberg, Anna; Zheng, Alice X.; Fienberg, Stephen E.; Airoldi, Edoardo M.
137
2009
Clustering stability: an overview. Zbl 1191.68615
von Luxburg, Ulrike
27
2009
Dimension reduction: a guided tour. Zbl 1211.68126
Burges, Christopher J. C.
23
2009
Learning representation and control in Markov decision processes: new frontiers. Zbl 1192.93010
Mahadevan, Sridhar
6
2009
Graphical models, exponential families, and variational inference. Zbl 1193.62107
Wainwright, Martin J.; Jordan, Michael I.
362
2008
Property testing. A learning theory perspective. Zbl 1162.68035
Ron, Dana
16
2008
all top 5

Cited by 8,210 Authors

37 Yuan, Xiaoming
32 Gasnikov, Aleksandr V.
29 Boyd, Stephen Poythress
25 Han, Deren
21 Zeng, Tie Yong
20 Lou, Yifei
19 Ng, Michael Kwok-Po
18 Ma, Shiqian
16 He, Bingsheng
16 He, Hongjin
16 Huang, Ting-Zhu
16 Tran Dinh Quoc
14 Cai, Xingju
13 Li, Min
13 Mahoney, Michael W.
13 Mertikopoulos, Panayotis
13 Zhao, Xile
12 Bach, Francis R.
12 Schnörr, Christoph
12 Zhang, Shuzhong
11 Jung, Miyoun
11 Lanza, Alessandro
11 Ma, Feng
11 Sgallari, Fiorella
11 Tropp, Joel A.
11 Zhang, Wenxing
10 Cevher, Volkan
10 Fan, Jianqing
10 Jian, Jinbao
10 Liu, Sanyang
10 Pragliola, Monica
10 Steidl, Gabriele
10 Wand, Matthew P.
10 Wei, Yimin
10 Wu, Zhongming
10 Yin, Wotao
9 Blei, David M.
9 Boţ, Radu Ioan
9 Chan, Raymond Hon-Fu
9 Chang, Huibin
9 Li, Fang
9 Li, Wuchen
9 Priebe, Carey E.
9 Shen, Yuan
9 Wen, Zaiwen
8 Alquier, Pierre
8 Che, Maolin
8 Dvurechensky, Pavel E.
8 Lian, Heng
8 Liu, Xin
8 Osher, Stanley Joel
8 Saibaba, Arvind Krishna
8 Shen, Xiaotong
8 Tao, Min
8 Toh, Kim Chuan
8 Wainwright, Martin J.
8 Wright, Stephen J.
8 Wu, Chunlin
8 Yang, Junfeng
8 Zhang, Tong
7 Bemporad, Alberto
7 Carlier, Guillaume
7 Chen, Yuxin
7 Eckstein, Jonathan
7 Fukumizu, Kenji
7 Gonçalves, Max L. N.
7 Goulart, Paul J.
7 Hong, Mingyi
7 Iutzeler, Franck
7 Jiao, Yuling
7 Jin, Qinian
7 Jordan, Michael Irwin
7 Kang, Myungjoo
7 Kong, Lingchen
7 Latouche, Pierre
7 Lavancier, Frédéric
7 Levina, Elizaveta
7 Li, Jueyou
7 Li, Lei
7 Lin, Tianyi
7 Lu, Xiliang
7 Ma, Tian-Hui
7 Malick, Jérôme
7 Melo, Jefferson G.
7 Michailidis, George C.
7 Nouy, Anthony
7 Ruthotto, Lars
7 Song, Guohui
7 Suykens, Johan A. K.
7 Tremblay, Nicolas
7 Udell, Madeleine
7 Unser, Michael A.
7 Van Roy, Benjamin
7 Wang, Kai
7 Yan, Ming
7 Yu, Bo
7 Zabaras, Nicholas J.
7 Zhivotovskiy, Nikita
6 Altschuler, Jason M.
6 Aravkin, Aleksandr Y.
...and 8,110 more Authors
all top 5

Cited in 450 Journals

226 Journal of Machine Learning Research (JMLR)
105 Machine Learning
102 Automatica
100 SIAM Journal on Optimization
84 SIAM Journal on Imaging Sciences
78 Computational Optimization and Applications
75 The Annals of Statistics
74 Mathematical Programming. Series A. Series B
70 SIAM Journal on Scientific Computing
68 Information Sciences
67 Journal of Scientific Computing
62 Journal of the American Statistical Association
62 Journal of Optimization Theory and Applications
60 Inverse Problems
58 Neural Networks
49 Neural Computation
48 Electronic Journal of Statistics
48 Statistics and Computing
47 Computational Statistics and Data Analysis
46 Journal of Mathematical Imaging and Vision
46 The Annals of Applied Statistics
45 Operations Research
44 Journal of Computational Physics
43 Journal of Computational and Applied Mathematics
38 SIAM Journal on Mathematics of Data Science
36 Journal of Global Optimization
34 SIAM Journal on Matrix Analysis and Applications
33 Applied and Computational Harmonic Analysis
33 Journal of Computational and Graphical Statistics
32 Optimization Methods & Software
31 Mathematics of Operations Research
31 European Journal of Operational Research
27 Journal of Multivariate Analysis
27 Optimization Letters
26 Journal of the Franklin Institute
26 Applied Mathematics and Computation
25 SIAM/ASA Journal on Uncertainty Quantification
24 Computer Methods in Applied Mechanics and Engineering
24 Journal of the Operations Research Society of China
23 Theoretical Computer Science
22 Journal of Industrial and Management Optimization
21 Optimization and Engineering
20 Artificial Intelligence
20 SIAM Journal on Control and Optimization
20 International Journal of Computer Vision
20 Data Mining and Knowledge Discovery
20 Inverse Problems and Imaging
19 Linear Algebra and its Applications
19 Bernoulli
18 Computational Statistics
18 Foundations of Computational Mathematics
18 Journal of Statistical Mechanics: Theory and Experiment
17 Biometrics
17 Applied Numerical Mathematics
17 Statistical Science
17 International Journal of Robust and Nonlinear Control
17 Advances in Computational Mathematics
17 Mathematical Problems in Engineering
16 SIAM Journal on Computing
16 Optimization
16 Applied Mathematical Modelling
15 Operations Research Letters
15 SIAM Review
15 Computational and Applied Mathematics
15 Statistica Sinica
14 Numerical Algorithms
14 INFORMS Journal on Computing
14 Chaos
13 Annals of the Institute of Statistical Mathematics
13 Journal of Econometrics
13 Computational Mathematics and Mathematical Physics
13 Pattern Recognition
13 Numerical Linear Algebra with Applications
13 International Journal of Wavelets, Multiresolution and Information Processing
12 Numerische Mathematik
12 The Annals of Applied Probability
12 Journal of Statistical Computation and Simulation
12 Journal of Inequalities and Applications
12 Computational Management Science
12 Bayesian Analysis
12 Stat
11 Journal of Statistical Physics
11 Optimal Control Applications & Methods
11 International Journal of Approximate Reasoning
11 Information Geometry
10 Computers & Mathematics with Applications
10 Scandinavian Journal of Statistics
10 Circuits, Systems, and Signal Processing
10 Journal of Applied Statistics
10 Foundations and Trends in Machine Learning
10 Mathematical Programming Computation
10 Science China. Mathematics
9 Applied Mathematics and Optimization
9 Systems & Control Letters
9 Physica D
9 Algorithmica
9 Computers & Operations Research
9 Multidimensional Systems and Signal Processing
9 Communications in Statistics. Simulation and Computation
9 Statistical Papers
...and 350 more Journals
all top 5

Cited in 59 Fields

1,371 Operations research, mathematical programming (90-XX)
1,367 Statistics (62-XX)
1,252 Computer science (68-XX)
989 Numerical analysis (65-XX)
386 Information and communication theory, circuits (94-XX)
344 Calculus of variations and optimal control; optimization (49-XX)
298 Probability theory and stochastic processes (60-XX)
264 Game theory, economics, finance, and other social and behavioral sciences (91-XX)
248 Systems theory; control (93-XX)
215 Linear and multilinear algebra; matrix theory (15-XX)
153 Combinatorics (05-XX)
138 Biology and other natural sciences (92-XX)
110 Operator theory (47-XX)
90 Partial differential equations (35-XX)
75 Statistical mechanics, structure of matter (82-XX)
62 Functional analysis (46-XX)
47 Dynamical systems and ergodic theory (37-XX)
38 Quantum theory (81-XX)
32 Harmonic analysis on Euclidean spaces (42-XX)
30 Mechanics of deformable solids (74-XX)
28 Approximations and expansions (41-XX)
28 Differential geometry (53-XX)
28 Fluid mechanics (76-XX)
27 Geophysics (86-XX)
23 Ordinary differential equations (34-XX)
22 Convex and discrete geometry (52-XX)
14 Real functions (26-XX)
14 Optics, electromagnetic theory (78-XX)
12 Mathematical logic and foundations (03-XX)
12 Algebraic geometry (14-XX)
11 Global analysis, analysis on manifolds (58-XX)
8 Measure and integration (28-XX)
7 General and overarching topics; collections (00-XX)
7 Integral transforms, operational calculus (44-XX)
5 Topological groups, Lie groups (22-XX)
5 Functions of a complex variable (30-XX)
5 Difference and functional equations (39-XX)
5 Integral equations (45-XX)
5 Mechanics of particles and systems (70-XX)
5 Classical thermodynamics, heat transfer (80-XX)
5 Astronomy and astrophysics (85-XX)
4 General topology (54-XX)
3 History and biography (01-XX)
3 Number theory (11-XX)
3 Commutative algebra (13-XX)
3 Several complex variables and analytic spaces (32-XX)
3 Geometry (51-XX)
3 Algebraic topology (55-XX)
3 Manifolds and cell complexes (57-XX)
2 Order, lattices, ordered algebraic structures (06-XX)
2 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 Special functions (33-XX)
1 Sequences, series, summability (40-XX)
1 Abstract harmonic analysis (43-XX)
1 Relativity and gravitational theory (83-XX)
1 Mathematics education (97-XX)

Citations by Year