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Machine Learning

Short Title: Mach. Learn.
Publisher: Springer US, New York, NY
ISSN: 0885-6125; 1573-0565/e
Online: https://link.springer.com/journal/10994/volumes-and-issues
Comments: Journal; Indexed cover-to-cover
Documents Indexed: 1,686 Publications (since 1988)
References Indexed: 1,237 Publications with 54,147 References.
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Authors

24 Sugiyama, Masashi
22 Muggleton, Stephen H.
19 Hullermeier, Eyke
17 De Raedt, Luc
16 Džeroski, Sašo
15 Webb, Geoffrey I.
13 Srinivasan, Ashwin
12 Inoue, Katsumi
11 Bertsimas, Dimitris John
11 Flach, Peter A.
11 Warmuth, Manfred K.
10 Long, Philip M.
10 Riguzzi, Fabrizio
10 Schapire, Robert E.
10 Singer, Yoram
10 Zhou, Zhihua
9 Blockeel, Hendrik
9 Blum, Avrim L.
9 Cesa-Bianchi, Nicolò
9 FĂĽrnkranz, Johannes
9 Gama, JoĂŁo
9 Jin, Rong
9 Ramon, Jan
9 Ting, Kai Ming
8 Cropper, Andrew
8 Kaski, Samuel
8 LavraÄŤ, Nada
8 Mansour, Yishay
8 Roth, Dan
8 Shawe-Taylor, John
8 Singh, Satinder Pal
7 Ben-David, Shai
7 Kearns, Michael Justin
7 Kersting, Kristian
7 Lin, Hsuan-Tien
7 Lugosi, Gábor
7 Morik, Katharina
7 Provost, Foster
7 Suykens, Johan A. K.
7 Szepesvári, Csaba
7 Tamaddoni-Nezhad, Alireza
7 Tsang, Ivor Wai-Hung
7 Wrobel, Stefan
7 Yang, Tianbao
7 Zhu, Shenghuo
6 Angluin, Dana
6 Bengio, Yoshua
6 Breiman, Leo
6 Chehreghani, Morteza Haghir
6 Crammer, Koby
6 Davis, Jesse
6 Domingos, Pedro
6 Getoor, Lise
6 Holmes, Geoffrey
6 Horváth, Tamás L.
6 Landwehr, Niels
6 Tishby, Naftali
6 Vapnik, Vladimir Naumovich
6 Železný, Filip
5 Auer, Peter
5 Benavoli, Alessio
5 Bennett, Kristin P.
5 Bratko, Ivan
5 Brazdil, Pavel B.
5 Bruynooghe, Maurice
5 Bshouty, Nader H.
5 Buntine, Wray L.
5 Cheng, Weiwei
5 Cohen, William W.
5 Corani, Giorgio
5 de la Higuera, Colin
5 Dou, Dejing
5 Frasconi, Paolo
5 Gallinari, Patrick
5 Hernández-Orallo, Jose
5 Hoi, Steven C. H.
5 Kimmig, Angelika
5 Kocev, Dragi
5 Kramer, Stefan
5 Malerba, Donato
5 Munos, RĂ©mi
5 Natarajan, Sriraam
5 Pahikkala, Tapio
5 Peters, Jan
5 Pfahringer, Bernhard
5 Sammut, Claude
5 Scheffer, Tobias
5 Sebag, Michèle
5 Sebban, Marc
5 Tadepalli, Prasad
5 Thrun, Sebastian
5 Tsitsiklis, John N.
5 van Rijn, Jan N.
5 Vanschoren, Joaquin
5 Vovk, Vladimir G.
5 Washio, Takashi
5 Weston, Jason
5 Xiong, Haoyi
5 Zaverucha, Gerson
5 Zhang, Lijun
...and 3,234 more Authors

Publications by Year

Citations contained in zbMATH Open

1,141 Publications have been cited 16,990 times in 11,567 Documents Cited by Year
Random forests. Zbl 1007.68152
Breiman, Leo
2001
Support-vector networks. Zbl 0831.68098
Cortes, Corinna; Vapnik, Vladimir
1995
Bagging predictors. Zbl 0858.68080
Breiman, Leo
842
1996
\({\mathcal Q}\)-learning. Zbl 0773.68062
Watkins, Christopher J. C. H.; Dayan, Peter
393
1992
Finite-time analysis of the multiarmed bandit problem. Zbl 1012.68093
Auer, Peter; Cesa-Bianchi, Nicolò; Fischer, Paul
273
2002
Learning Bayesian networks: The combination of knowledge and statistical data. Zbl 0831.68096
Heckerman, David; Geiger, Dan; Chickering, David M.
270
1995
An introduction to variational methods for graphical models. Zbl 0945.68164
Jordan, I. Michael; Ghahramani, Zoubin; Jaakkola, Tommi S.; Saul, Lawrence K.
270
1999
Queries and concept learning. Zbl 1470.68050
Angluin, Dana
262
1988
Gene selection for cancer classification using support vector machines. Zbl 0998.68111
Guyon, Isabelle; Weston, Jason; Barnhill, Stephen; Vapnik, Vladimir
259
2002
Correlation clustering. Zbl 1089.68085
Bansal, Nikhil; Blum, Avrim; Chawla, Shuchi
208
2004
A Bayesian method for the induction of probabilistic networks from data. Zbl 0766.68109
Cooper, Gregory F.; Herskovits, Edward
197
1992
Markov logic networks. Zbl 1470.68221
Richardson, Matthew; Domingos, Pedro
183
2006
Bayesian network classifiers. Zbl 0892.68077
Friedman, Nir; Geiger, Dan; Goldszmidt, Moises
174
1997
NP-hardness of Euclidean sum-of-squares clustering. Zbl 1378.68047
Aloise, Daniel; Deshpande, Amit; Hansen, Pierre; Popat, Preyas
173
2009
Simple statistical gradient-following algorithms for connectionist reinforcement learning. Zbl 0772.68076
Williams, Ronald J.
154
1992
An introduction to MCMC for machine learning. Zbl 1033.68081
Andrieu, Christophe; de Freitas, Nando; Doucet, Arnaud; Jordan, Michael I.
154
2003
The max-min hill-climbing Bayesian network structure learning algorithm. Zbl 1470.68192
Tsamardinos, Ioannis; Brown, Laura E.; Aliferis, Constantin F.
143
2006
Convex multi-task feature learning. Zbl 1470.68073
Argyriou, Andreas; Evgeniou, Theodoros; Pontil, Massimiliano
140
2008
Choosing multiple parameters for support vector machines. Zbl 0998.68101
Chapelle, Olivier; Vapnik, Vladimir; Bousquet, Olivier; Mukherjee, Sayan
137
2002
Improved boosting algorithms using confidence-rated predictions. Zbl 0945.68194
Schapire, Robert E.; Singer, Yoram
131
1999
On the optimality of the simple Bayesian classifier under zero-one loss. Zbl 0892.68076
Domingos, Pedro; Pazzani, Michael
107
1997
Stacked regressions. Zbl 0849.68104
Breiman, Leo
100
1996
Approximation and estimation bounds for artificial neural networks. Zbl 0818.68127
Barron, Andrew R.
99
1994
Semi-supervised learning on Riemannian manifolds. Zbl 1089.68086
Belkin, Mikhail; Niyogi, Partha
98
2004
Soft margins for AdaBoost. Zbl 0969.68128
Rätsch, G.; Onoda, T.; Müller, K.-R.
97
2001
A simple generalisation of the area under the ROC curve for multiple class classification problems. Zbl 1007.68180
Hand, David J.; Till, Robert J.
92
2001
Toward efficient agnostic learning. Zbl 0938.68797
Kearns, Michael J.; Schapire, Robert E.; Sellie, Linda M.
88
1994
Text classification from labeled and unlabeled documents using EM. Zbl 0949.68162
Nigam, Kamal; McCallum, Andrew Kachites; Thrun, Sebastian; Mitchell, Tom
87
2000
Support vector data description. Zbl 1078.68728
Tax, David M. J.; Duin, Robert P. W.
79
2004
Very simple classification rules perform well on most commonly used datasets. Zbl 0850.68278
Holte, Robert C.
78
1993
BoosTexter: A boosting-based system for text categorization. Zbl 0951.68561
Schapire, Robert E.; Singer, Yoram
77
2000
Asynchronous stochastic approximation and Q-learning. Zbl 0820.68105
Tsitsiklis, John N.
76
1994
Multicategory proximal support vector machine classifiers. Zbl 1101.68758
Fung, Glenn M.; Mangasarian, O. L.
76
2005
Concept decompositions for large sparse text data using clustering. Zbl 0970.68167
Dhillon, Inderjit S.; Modha, Dharmendra S.
74
2001
Optimal classification trees. Zbl 1455.68159
Bertsimas, Dimitris; Dunn, Jack
72
2017
Being Bayesian about network structure. A Bayesian approach to structure discovery in Bayesian networks. Zbl 1033.68104
Friedman, Nir; Koller, Daphne
72
2003
Measures of diversity in classifier ensembles and their relationship with the ensemble accuracy. Zbl 1027.68113
Kuncheva, Ludmila I.; Whitaker, Christopher J.
71
2003
A comparison of prediction accuracy, complexity, and training time of thirty-three old and new classification algorithms. Zbl 0969.68669
Lim, Tjen-Sien; Loh, Wei-Yin; Shih, Yu-Shan
71
2000
Extremely randomized trees. Zbl 1110.68124
Geurts, Pierre; Ernst, Damien; Wehenkel, Louis
71
2006
Consensus clustering: A resampling-based method for class discovery and visualization of gene expression microarray data. Zbl 1039.68103
Monti, Stefano; Tamayo, Pablo; Mesirov, Jill; Golub, Todd
70
2003
Theoretical and empirical analysis of ReliefF and RReliefF. Zbl 1076.68065
Robnik-Ĺ ikonja, Marko; Kononenko, Igor
69
2003
Clustering large graphs via the singular value decomposition. Zbl 1089.68090
Drineas, P.; Frieze, A.; Kannan, R.; Vempala, S.; Vinay, V.
68
2004
Measuring classifier performance: a coherent alternative to the area under the ROC curve. Zbl 1470.62085
Hand, David J.
63
2009
Unsupervised learning by probabilistic latent semantic analysis. Zbl 0970.68130
Hofmann, Thomas
63
2001
Logarithmic regret algorithms for online convex optimization. Zbl 1471.68327
Hazan, Elad; Agarwal, Amit; Kale, Satyen
61
2007
Model selection and error estimation. Zbl 0998.68117
Bartlett, Peter L.; Boucheron, Stéphane; Lugosi, Gábor
61
2002
Learning conjunctions of Horn clauses. Zbl 0766.68107
Angluin, Dana; Frazier, Michael; Pitt, Leonard
60
1992
Robust classification for imprecise environments. Zbl 0969.68126
Provost, Foster; Fawcett, Tom
60
2001
Large margin classification using the perceptron algorithm. Zbl 0944.68535
Freund, Yoav; Schapire, Robert E.
56
1999
A theory of learning from different domains. Zbl 1470.68081
Ben-David, Shai; Blitzer, John; Crammer, Koby; Kulesza, Alex; Pereira, Fernando; Vaughan, Jennifer Wortman
54
2010
Reduction techniques for instance-based learning algorithms. Zbl 0954.68126
Wilson, D. Randall; Martinez, Tony R.
52
2000
Benchmarking least squares support vector machine classifiers. Zbl 1078.68737
van Gestel, Tony; Suykens, Johan A. K.; Baesens, Bart; Viaene, Stijn; Vanthienen, Jan; Dedene, Guido; de Moor, Bart; Vandewalle, Joos
51
2004
Gradient descent optimizes over-parameterized deep ReLU networks. Zbl 1494.68245
Zou, Difan; Cao, Yuan; Zhou, Dongruo; Gu, Quanquan
51
2020
SPADE: An efficient algorithm for mining frequent sequences. Zbl 0970.68052
Zaki, Mohammed J.
50
2001
Robust ordinal regression in preference learning and ranking. Zbl 1300.68040
Corrente, Salvatore; Greco, Salvatore; Kadziński, Miłosz; Słowiński, Roman
49
2013
Inference for the generalization error. Zbl 1039.68104
Nadeau, Claude; Bengio, Yoshua
48
2003
On the learnability and design of output codes for multiclass problems. Zbl 1012.68155
Crammer, Koby; Singer, Yoram
46
2002
Multilabel classification via calibrated label ranking. Zbl 1470.68108
FĂĽrnkranz, Johannes; HĂĽllermeier, Eyke; Loza MencĂ­a, Eneldo; Brinker, Klaus
45
2008
Generalized low rank approximations of matrices. Zbl 1087.65043
Ye, Jieping
44
2005
Logistic regression, AdaBoost and Bregman distances. Zbl 0998.68123
Collins, Michael; Schapire, Robert E.; Singer, Yoram
43
2002
Training invariant support vector machines. Zbl 0998.68102
Decoste, Dennis; Schölkopf, Bernhard
43
2002
Combined SVM-based feature selection and classification. Zbl 1137.90643
Neumann, Julia; Schnörr, Christoph; Steidl, Gabriele
43
2005
Factorial hidden Markov models. Zbl 0892.68080
Ghahramani, Zoubin; Jordan, Michael I.
42
1997
Selective sampling using the query by committee algorithm. Zbl 0881.68093
Freund, Yoav; Seung, H. Sebastian; Shamir, Eli; Tishby, Naftali
41
1997
Convergence results for single-step on-policy reinforcement-learning algorithms. Zbl 0954.68127
Singh, Satinder; Jaakkola, Tommi; Littman, Michael L.; Szepesvári, Csaba
41
2000
Time varying undirected graphs. Zbl 1475.62174
Zhou, Shuheng; Lafferty, John; Wasserman, Larry
41
2010
Cutting-plane training of structural SVMs. Zbl 1235.68161
Joachims, Thorsten; Finley, Thomas; Yu, Chun-Nam John
41
2009
Linear programming boosting via column generation. Zbl 0998.68105
Demiriz, Ayhan; Bennett, Kristin P.; Shawe-Taylor, John
41
2002
On the handling of continuous-valued attributes in decision tree generation. Zbl 0767.68084
Fayyad, Usama M.; Irani, Keki B.
40
1992
Detecting communities and their evolutions in dynamic social networks – a Bayesian approach. Zbl 1237.91189
Yang, Tianbao; Chi, Yun; Zhu, Shenghuo; Gong, Yihong; Jin, Rong
39
2011
An algorithmic theory of learning: Robust concepts and random projection. Zbl 1095.68092
Arriaga, Rosa I.; Vempala, Santosh
39
2006
Practical issues in temporal difference learning. Zbl 0772.68075
Tesauro, Gerald
38
1992
Adaptive probabilistic networks with hidden variables. Zbl 0892.68079
Binder, John; Koller, Daphne; Russell, Stuart; Kanazawa, Keiji
37
1997
Quantum speed-up for unsupervised learning. Zbl 1260.68319
AĂŻmeur, Esma; Brassard, Gilles; Gambs, SĂ©bastien
36
2013
Near-optimal reinforcement learning in polynomial time. Zbl 1014.68071
Kearns, Michael; Singh, Satinder
36
2002
Learning monotone nonlinear models using the Choquet integral. Zbl 1260.68348
Tehrani, Ali Fallah; Cheng, Weiwei; Dembczyński, Krzysztof; Hüllermeier, Eyke
35
2012
On label dependence and loss minimization in multi-label classification. Zbl 1243.68237
Dembczyński, Krzysztof; Waegeman, Willem; Cheng, Weiwei; Hüllermeier, Eyke
35
2012
Relative loss bounds for on-line density estimation with the exponential family of distributions. Zbl 0988.68173
Azoury, Katy S.; Warmuth, M. K.
35
2001
Bounding the Vapnik-Chervonenkis dimension of concept classes parameterized by real numbers. Zbl 0831.68087
Goldberg, Paul W.; Jerrum, Mark R.
34
1995
Mixtures of factor analysers. Bayesian estimation and inference by stochastic simulation. Zbl 1033.68085
Fokoué, Ernest; Titterington, D. M.
34
2003
Tracking the best expert. Zbl 0912.68165
Herbster, Mark; Warmuth, Manfred K.
34
1998
Supersparse linear integer models for optimized medical scoring systems. Zbl 1406.62144
Ustun, Berk; Rudin, Cynthia
33
2016
Not so naive Bayes: Aggregating one-dependence estimators. Zbl 1075.68078
Webb, Geoffrey I.; Boughton, Janice R.; Wang, Zhihai
33
2005
The hierarchical hidden Markov model: Analysis and applications. Zbl 0901.68178
Fine, Shai; Singer, Yoram; Tishby, Naftali
33
1998
Learning with tensors: a framework based on convex optimization and spectral regularization. Zbl 1319.68191
Signoretto, Marco; Dinh, Quoc Tran; De Lathauwer, Lieven; Suykens, Johan A. K.
32
2014
RE-EM trees: a data mining approach for longitudinal and clustered data. Zbl 1238.68131
Sela, Rebecca J.; Simonoff, Jeffrey S.
32
2012
Tree induction for probability-based ranking. Zbl 1039.68105
Provost, Foster; Domingos, Pedro
32
2003
Convergence of a generalized SMO algorithm for SVM classifier design. Zbl 0998.68109
Keerthi, S. S.; Gilbert, E. G.
32
2002
Characteristic sets for polynomial grammatical inference. Zbl 0884.68107
de la Higuera, Colin
31
1997
Some PAC-Bayesian theorems. Zbl 0945.68157
McAllester, David A.
31
1999
Aggregation by exponential weighting, sharp PAC-Bayesian bounds and sparsity. Zbl 1470.62054
Dalalyan, A.; Tsybakov, A. B.
31
2008
Optimal control as a graphical model inference problem. Zbl 1243.93133
Kappen, Hilbert J.; Gómez, Vicenç; Opper, Manfred
31
2012
Support vector machines for classification in nonstandard situations. Zbl 0998.68103
Lin, Yi; Lee, Yoonkyung; Wahba, Grace
31
2002
Kernel-based reinforcement learning. Zbl 1014.68069
Ormoneit, Dirk; Sen, Ĺšaunak
31
2002
Logistic model trees. Zbl 1101.68767
Landwehr, Niels; Hall, Mark; Frank, Eibe
30
2005
Improving Markov chain Monte Carlo model search for data mining. Zbl 1050.68120
Giudici, Paolo; Castelo, Robert
30
2003
Variable resolution discretization in optimal control. Zbl 1005.68086
Munos, RĂ©mi; Moore, Andrew
30
2002
Probabilistic (logic) programming concepts. Zbl 1346.68050
De Raedt, Luc; Kimmig, Angelika
30
2015
Linearized alternating direction method with parallel splitting and adaptive penalty for separable convex programs in machine learning. Zbl 1331.68189
Lin, Zhouchen; Liu, Risheng; Li, Huan
29
2015
A survey on semi-supervised learning. Zbl 1441.68215
van Engelen, Jesper E.; Hoos, Holger H.
29
2020
Byzantine-robust distributed sparse learning for \(M\)-estimation. Zbl 1534.68209
Tu, Jiyuan; Liu, Weidong; Mao, Xiaojun
3
2023
Embedding to reference t-SNE space addresses batch effects in single-cell classification. Zbl 07694500
PoliÄŤar, Pavlin G.; StraĹľar, Martin; Zupan, BlaĹľ
2
2023
Bayesian optimization with safety constraints: safe and automatic parameter tuning in robotics. Zbl 1534.68199
Berkenkamp, Felix; Krause, Andreas; Schoellig, Angela P.
2
2023
Online learning of network bottlenecks via minimax paths. Zbl 07694481
Ă…kerblom, Niklas; Hoseini, Fazeleh Sadat; Haghir Chehreghani, Morteza
2
2023
Root-finding approaches for computing conformal prediction set. Zbl 07694482
Ndiaye, Eugene; Takeuchi, Ichiro
2
2023
Inverse learning in Hilbert scales. Zbl 1539.62128
Rastogi, Abhishake; Mathé, Peter
1
2023
On the discrepancy between Kleinberg’s clustering axioms and \(k\)-means clustering algorithm behavior. Zbl 07730684
Kłopotek, Mieczysław Alojzy; Kłopotek, Robert Albert
1
2023
Unified SVM algorithm based on LS-DC loss. Zbl 1518.68336
Zhou, Shuisheng; Zhou, Wendi
1
2023
Considerations when learning additive explanations for black-box models. Zbl 1518.68323
Tan, Sarah; Hooker, Giles; Koch, Paul; Gordo, Albert; Caruana, Rich
1
2023
Robust estimation in regression and classification methods for large dimensional data. Zbl 1518.62019
Zhang, Chunming; Zhu, Lixing; Shen, Yanbo
1
2023
Online AutoML: an adaptive AutoML framework for online learning. Zbl 07712817
Celik, Bilge; Singh, Prabhant; Vanschoren, Joaquin
1
2023
Learning system parameters from Turing patterns. Zbl 1518.68319
Schnörr, David; Schnörr, Christoph
1
2023
Global optimization of objective functions represented by ReLU networks. Zbl 1534.68110
Strong, Christopher A.; Wu, Haoze; Zeljić, Aleksandar; Julian, Kyle D.; Katz, Guy; Barrett, Clark; Kochenderfer, Mykel J.
1
2023
Limits of multi-relational graphs. Zbl 07694483
Alvarado, Juan; Wang, Yuyi; Ramon, Jan
1
2023
A deep learning approach using natural language processing and time-series forecasting towards enhanced food safety. Zbl 07702703
Makridis, Georgios; Mavrepis, Philip; Kyriazis, Dimosthenis
1
2023
\(\alpha\)ILP: thinking visual scenes as differentiable logic programs. Zbl 07702710
Shindo, Hikaru; Pfanschilling, Viktor; Dhami, Devendra Singh; Kersting, Kristian
1
2023
Cross-model consensus of explanations and beyond for image classification models: an empirical study. Zbl 07702715
Li, Xuhong; Xiong, Haoyi; Huang, Siyu; Ji, Shilei; Dou, Dejing
1
2023
Inductive logic programming at 30. Zbl 07510309
Cropper, Andrew; Dumančić, Sebastijan; Evans, Richard; Muggleton, Stephen H.
7
2022
Boosting Poisson regression models with telematics car driving data. Zbl 07510312
Gao, Guangyuan; Wang, He; WĂĽthrich, Mario V.
5
2022
Stronger data poisoning attacks break data sanitization defenses. Zbl 07510305
Koh, Pang Wei; Steinhardt, Jacob; Liang, Percy
4
2022
Lifting symmetry breaking constraints with inductive logic programming. Zbl 07570129
Tarzariol, Alice; Gebser, Martin; Schekotihin, Konstantin
3
2022
Large-scale pinball twin support vector machines. Zbl 07624280
Tanveer, M.; Tiwari, A.; Choudhary, R.; Ganaie, M. A.
3
2022
Semi-Lipschitz functions and machine learning for discrete dynamical systems on graphs. Zbl 07570143
Falciani, H.; Sánchez-Pérez, E. A.
2
2022
Receiver operating characteristic (ROC) curves: equivalences, beta model, and minimum distance estimation. Zbl 07570154
Gneiting, Tilmann; Vogel, Peter
2
2022
Online strongly convex optimization with unknown delays. Zbl 1491.68272
Wan, Yuanyu; Tu, Wei-Wei; Zhang, Lijun
2
2022
An adaptive Polyak heavy-ball method. Zbl 1525.68125
Saab, Samer jun.; Phoha, Shashi; Zhu, Minghui; Ray, Asok
2
2022
Recursive tree grammar autoencoders. Zbl 07624276
PaaĂźen, Benjamin; Koprinska, Irena; Yacef, Kalina
2
2022
Learning any memory-less discrete semantics for dynamical systems represented by logic programs. Zbl 07624282
Ribeiro, Tony; Folschette, Maxime; Magnin, Morgan; Inoue, Katsumi
2
2022
Learning from interpretation transition using differentiable logic programming semantics. Zbl 07510308
Gao, Kun; Wang, Hanpin; Cao, Yongzhi; Inoue, Katsumi
2
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Quick and robust feature selection: the strength of energy-efficient sparse training for autoencoders. Zbl 07510316
Atashgahi, Zahra; Sokar, Ghada; van der Lee, Tim; Mocanu, Elena; Mocanu, Decebal Constantin; Veldhuis, Raymond; Pechenizkiy, Mykola
2
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Polynomial-based graph convolutional neural networks for graph classification. Zbl 07570126
Pasa, Luca; Navarin, Nicolò; Sperduti, Alessandro
1
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Handling epistemic and aleatory uncertainties in probabilistic circuits. Zbl 07570128
Cerutti, Federico; Kaplan, Lance M.; Kimmig, Angelika; Ĺžensoy, Murat
1
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Optimal transport for conditional domain matching and label shift. Zbl 07570139
Rakotomamonjy, A.; Flamary, R.; Gasso, G.; Alaya, M. El; Berar, M.; Courty, N.
1
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Nested aggregation of experts using inducing points for approximated Gaussian process regression. Zbl 07570140
Nakai-Kasai, Ayano; Tanaka, Toshiyuki
1
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Semi-supervised latent block model with pairwise constraints. Zbl 07570142
Riverain, Paul; Fossier, Simon; Nadif, Mohamed
1
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Randomized approximate class-specific kernel spectral regression analysis for large-scale face verification. Zbl 07570152
Li, Ke; Wu, Gang
1
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The backbone method for ultra-high dimensional sparse machine learning. Zbl 07570155
Bertsimas, Dimitris; Digalakis, Vassilis jun.
1
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Modelling spatiotemporal dynamics from Earth observation data with neural differential equations. Zbl 07570161
Ayed, Ibrahim; de BĂ©zenac, Emmanuel; Pajot, Arthur; Gallinari, Patrick
1
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An accurate, scalable and verifiable protocol for federated differentially private averaging. Zbl 07694464
Sabater, César; Bellet, Aurélien; Ramon, Jan
1
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Learning with risks based on M-location. Zbl 07694476
Holland, Matthew J.
1
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Optimistic optimisation of composite objective with exponentiated update. Zbl 07694477
Shao, Weijia; Sivrikaya, Fikret; Albayrak, Sahin
1
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Multiple partitions alignment via spectral rotation. Zbl 1491.68158
Huang, Shudong; Tsang, Ivor W.; Xu, Zenglin; Lv, Jiancheng
1
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ROSE: robust online self-adjusting ensemble for continual learning on imbalanced drifting data streams. Zbl 07624249
Cano, Alberto; Krawczyk, Bartosz
1
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Variance reduction in feature hashing using MLE and control variate method. Zbl 07624251
Verma, Bhisham Dev; Pratap, Rameshwar; Thakur, Manoj
1
2022
A taxonomy of weight learning methods for statistical relational learning. Zbl 07624256
Srinivasan, Sriram; Dickens, Charles; Augustine, Eriq; Farnadi, Golnoosh; Getoor, Lise
1
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Optimal survival trees. Zbl 07624262
Bertsimas, Dimitris; Dunn, Jack; Gibson, Emma; Orfanoudaki, Agni
1
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Relating instance hardness to classification performance in a dataset: a visual approach. Zbl 07624266
Paiva, Pedro Yuri Arbs; Moreno, Camila Castro; Smith-Miles, Kate; Valeriano, Maria Gabriela; Lorena, Ana Carolina
1
2022
Semi-supervised semantic segmentation in Earth observation: the MiniFrance suite, dataset analysis and multi-task network study. Zbl 07624267
Castillo-Navarro, Javiera; Le Saux, Bertrand; Boulch, Alexandre; Audebert, Nicolas; Lefèvre, Sébastien
1
2022
Dual-domain graph convolutional networks for skeleton-based action recognition. Zbl 07624243
Chen, Shuo; Xu, Ke; Mi, Zhongjie; Jiang, Xinghao; Sun, Tanfeng
1
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Stateless neural meta-learning using second-order gradients. Zbl 1524.68281
Huisman, Mike; Plaat, Aske; van Rijn, Jan N.
1
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Wasserstein-based fairness interpretability framework for machine learning models. Zbl 1524.68289
Miroshnikov, Alexey; Kotsiopoulos, Konstandinos; Franks, Ryan; Kannan, Arjun Ravi
1
2022
Embed2detect: temporally clustered embedded words for event detection in social media. Zbl 07510306
Hettiarachchi, Hansi; Adedoyin-Olowe, Mariam; Bhogal, Jagdev; Gaber, Mohamed Medhat
1
2022
SAMBA: safe model-based & active reinforcement learning. Zbl 07510310
Cowen-Rivers, Alexander I.; Palenicek, Daniel; Moens, Vincent; Abdullah, Mohammed Amin; Sootla, Aivar; Wang, Jun; Bou-Ammar, Haitham
1
2022
Understanding generalization error of SGD in nonconvex optimization. Zbl 07510315
Zhou, Yi; Liang, Yingbin; Zhang, Huishuai
1
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A review on instance ranking problems in statistical learning. Zbl 07510317
Werner, Tino
1
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ResGCN: attention-based deep residual modeling for anomaly detection on attributed networks. Zbl 07510320
Pei, Yulong; Huang, Tianjin; van Ipenburg, Werner; Pechenizkiy, Mykola
1
2022
Multiway \(p\)-spectral graph cuts on Grassmann manifolds. Zbl 07510328
Pasadakis, Dimosthenis; Alappat, Christie Louis; Schenk, Olaf; Wellein, Gerhard
1
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Smoothing policies and safe policy gradients. Zbl 07694459
Papini, Matteo; Pirotta, Matteo; Restelli, Marcello
1
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Hierarchical optimal transport for unsupervised domain adaptation. Zbl 07694461
El Hamri, Mourad; Bennani, Younès; Falih, Issam
1
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Variance reduction on general adaptive stochastic mirror descent. Zbl 07694475
Li, Wenjie; Wang, Zhanyu; Zhang, Yichen; Cheng, Guang
1
2022
Aleatoric and epistemic uncertainty in machine learning: an introduction to concepts and methods. Zbl 07432810
HĂĽllermeier, Eyke; Waegeman, Willem
27
2021
Regularisation of neural networks by enforcing Lipschitz continuity. Zbl 07432806
Gouk, Henry; Frank, Eibe; Pfahringer, Bernhard; Cree, Michael J.
21
2021
The voice of optimization. Zbl 07432802
Bertsimas, Dimitris; Stellato, Bartolomeo
10
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Learning programs by learning from failures. Zbl 07432822
Cropper, Andrew; Morel, Rolf
9
2021
Tensor Q-rank: new data dependent definition of tensor rank. Zbl 07465658
Kong, Hao; Lu, Canyi; Lin, Zhouchen
9
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Sparse classification: a scalable discrete optimization perspective. Zbl 07465779
Bertsimas, Dimitris; Pauphilet, Jean; Van Parys, Bart
8
2021
Challenges of real-world reinforcement learning: definitions, benchmarks and analysis. Zbl 07465677
Dulac-Arnold, Gabriel; Levine, Nir; Mankowitz, Daniel J.; Li, Jerry; Paduraru, Cosmin; Gowal, Sven; Hester, Todd
7
2021
Interpretable clustering: an optimization approach. Zbl 07432799
Bertsimas, Dimitris; Orfanoudaki, Agni; Wiberg, Holly
6
2021
Global optimization based on active preference learning with radial basis functions. Zbl 07432807
Bemporad, Alberto; Piga, Dario
5
2021
An extended DEIM algorithm for subset selection and class identification. Zbl 07432815
Hendryx, Emily P.; Rivière, Béatrice M.; Rusin, Craig G.
5
2021
Testing conditional independence in supervised learning algorithms. Zbl 07465666
Watson, David S.; Wright, Marvin N.
4
2021
Conditional variance penalties and domain shift robustness. Zbl 07432804
Heinze-Deml, Christina; Meinshausen, Nicolai
3
2021
Concentration bounds for temporal difference learning with linear function approximation: the case of batch data and uniform sampling. Zbl 07432813
Prashanth, L. A.; Korda, Nathaniel; Munos, RĂ©mi
3
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Beneficial and harmful explanatory machine learning. Zbl 07432818
Ai, Lun; Muggleton, Stephen H.; Hocquette, CĂ©line; Gromowski, Mark; Schmid, Ute
3
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Toward optimal probabilistic active learning using a Bayesian approach. Zbl 1491.68161
Kottke, Daniel; Herde, Marek; Sandrock, Christoph; Huseljic, Denis; Krempl, Georg; Sick, Bernhard
3
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Beyond graph neural networks with lifted relational neural networks. Zbl 1515.68279
Šourek, Gustav; Železný, Filip; Kuželka, Ondřej
3
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Graph-based semi-supervised learning via improving the quality of the graph dynamically. Zbl 07432838
Liang, Jiye; Cui, Junbiao; Wang, Jie; Wei, Wei
3
2021
LoRAS: an oversampling approach for imbalanced datasets. Zbl 07432803
Bej, Saptarshi; Davtyan, Narek; Wolfien, Markus; Nassar, Mariam; Wolkenhauer, Olaf
2
2021
\(F^*\): an interpretable transformation of the F-measure. Zbl 07432809
Hand, David J.; Christen, Peter; Kirielle, Nishadi
2
2021
Probabilistic inductive constraint logic. Zbl 07432819
Riguzzi, Fabrizio; Bellodi, Elena; Zese, Riccardo; Alberti, Marco; Lamma, Evelina
2
2021
Top program construction and reduction for polynomial time meta-interpretive learning. Zbl 07432820
Patsantzis, S.; Muggleton, S. H.
2
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Bayesian optimization with approximate set kernels. Zbl 07432823
Kim, Jungtaek; McCourt, Michael; You, Tackgeun; Kim, Saehoon; Choi, Seungjin
2
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Large scale multi-label learning using Gaussian processes. Zbl 07432827
Panos, Aristeidis; Dellaportas, Petros; Titsias, Michalis K.
2
2021
Automated adaptation strategies for stream learning. Zbl 07432840
Bakirov, Rashid; Fay, Damien; Gabrys, Bogdan
2
2021
A unified framework for closed-form nonparametric regression, classification, preference and mixed problems with skew Gaussian processes. Zbl 07465776
Benavoli, Alessio; Azzimonti, Dario; Piga, Dario
2
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HIVE-COTE 2.0: a new meta ensemble for time series classification. Zbl 07465780
Middlehurst, Matthew; Large, James; Flynn, Michael; Lines, Jason; Bostrom, Aaron; Bagnall, Anthony
2
2021
Sampled Gromov Wasserstein. Zbl 07465668
Kerdoncuff, Tanguy; Emonet, RĂ©mi; Sebban, Marc
2
2021
How artificial intelligence and machine learning can help healthcare systems respond to COVID-19. Zbl 07432796
van der Schaar, Mihaela; Alaa, Ahmed M.; Floto, Andres; Gimson, Alexander; Scholtes, Stefan; Wood, Angela; McKinney, Eoin; Jarrett, Daniel; Lio, Pietro; Ercole, Ari
1
2021
Node classification over bipartite graphs through projection. Zbl 07432798
Stankova, Marija; Praet, Stiene; Martens, David; Provost, Foster
1
2021
Coupling matrix manifolds assisted optimization for optimal transport problems. Zbl 07432812
Shi, Dai; Gao, Junbin; Hong, Xia; Boris Choy, S. T.; Wang, Zhiyong
1
2021
Protect privacy of deep classification networks by exploiting their generative power. Zbl 07432816
Chen, Jiyu; Guo, Yiwen; Zheng, Qianjun; Chen, Hao
1
2021
SPEED: secure, private, and efficient deep learning. Zbl 1489.68090
Grivet Sébert, Arnaud; Pinot, Rafaël; Zuber, Martin; Gouy-Pailler, Cédric; Sirdey, Renaud
1
2021
AUTOMAT[R]IX: learning simple matrix pipelines. Zbl 07432821
Contreras-Ochando, Lidia; Ferri, Cèsar; Hernández-Orallo, José
1
2021
Quick-means: accelerating inference for K-means by learning fast transforms. Zbl 07432824
Giffon, Luc; Emiya, Valentin; Kadri, Hachem; Ralaivola, Liva
1
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Convex programming based spectral clustering. Zbl 07432826
Mizutani, Tomohiko
1
2021
Adaptive covariate acquisition for minimizing total cost of classification. Zbl 07432830
Andrade, Daniel; Okajima, Yuzuru
1
2021
Analysis of regularized least-squares in reproducing kernel KreÄ­n spaces. Zbl 07432832
Liu, Fanghui; Shi, Lei; Huang, Xiaolin; Yang, Jie; Suykens, Johan A. K.
1
2021
Reachable sets of classifiers and regression models: (non-)robustness analysis and robust training. Zbl 07432833
Kopetzki, Anna-Kathrin; GĂĽnnemann, Stephan
1
2021
Multi-objective multi-armed bandit with lexicographically ordered and satisficing objectives. Zbl 07432835
HĂĽyĂĽk, Alihan; Tekin, Cem
1
2021
Importance sampling in reinforcement learning with an estimated behavior policy. Zbl 07432836
Hanna, Josiah P.; Niekum, Scott; Stone, Peter
1
2021
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Cited by 22,138 Authors

44 Sugiyama, Masashi
35 De Raedt, Luc
29 Larrañaga, Pedro
27 Hullermeier, Eyke
27 Le Thi, Hoai An
27 Xu, Dachuan
26 Carrizosa, Emilio
26 Liu, Yufeng
25 Bshouty, Nader H.
25 BĂĽhlmann, Peter
24 Kanamori, Takafumi
23 Bertsimas, Dimitris John
23 Kel’manov, Aleksandr Vasil’evich
23 Long, Philip M.
22 Powell, Warren Buckler
21 Wang, Shitong
20 Alquier, Pierre
19 Bielza, Concha
19 Muggleton, Stephen H.
19 Song, Rui
19 Zhang, Dongmei
19 Zhou, Zhihua
18 Bouguila, Nizar
18 Inoue, Katsumi
18 Riguzzi, Fabrizio
18 Servedio, Rocco A.
18 Webb, Geoffrey I.
17 Corander, Jukka
17 Jain, Sanjay
17 Lu, Wenbin
17 Słowiński, Roman
17 Suykens, Johan A. K.
17 Van der Laan, Mark Johannes
16 Boulesteix, Anne-Laure Isabeau
16 Greco, Salvatore
16 Hothorn, Torsten
16 Kadziński, Miłosz
16 Khandeev, Vladimir Il’ich
16 Pham Dinh Tao
16 Waegeman, Willem
15 Bartlett, Peter L.
15 Hand, David J.
15 Kersting, Kristian
15 Li, Min
15 Mansour, Yishay
15 Mohri, Mehryar
15 Shen, Xiaotong
15 Tian, Yingjie
15 Zhou, Dingxuan
14 Corani, Giorgio
14 Corrente, Salvatore
14 De Baets, Bernard
14 Ishwaran, Hemant
14 Liang, Faming
14 Niedermeier, Rolf
14 Pardalos, Panos M.
14 Peters, Jan
14 Shao, Yuanhai
14 Suzuki, Taiji
13 Balcázar, José Luis
13 Chung, Fu-Lai
13 Džeroski, Sašo
13 GrĂĽnwald, Peter D.
13 Grzegorczyk, Marco A.
13 Larocque, Denis
13 Makino, Kazuhisa
13 Ng, Michael Kwok-Po
13 Pyatkin, ArtĂ«m Valer’evich
13 Rudin, Cynthia
13 Takeda, Akiko
13 Yoshinaka, Ryo
13 Zaffalon, Marco
12 Blanquero, Rafael
12 Blei, David M.
12 Borkar, Vivek Shripad
12 Ching, Wai-Ki
12 de Campos, Cassio Polpo
12 FĂĽrnkranz, Johannes
12 Gámez, José Antonio
12 Hanneke, Steve
12 Ji, Sai
12 Kinber, Efim B.
12 Kosorok, Michael R.
12 Lugosi, Gábor
12 Romero Morales, Dolores
12 Smith-Miles, Kate A.
12 Srinivasan, Ashwin
12 Wager, Stefan
12 Warmuth, Manfred K.
12 Wu, Qiang
12 Yang, Yuhong
12 Zhang, Chunxia
12 Zhang, Jiangshe
11 Bischl, Bernd
11 Clarke, Bertrand S.
11 Hastie, Trevor John
11 Hu, Qinghua
11 Kane, Daniel M.
11 Mhaskar, Hrushikesh N.
11 Mukherjee, Sayan
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408 Pattern Recognition
404 Information Sciences
291 Computational Statistics and Data Analysis
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35 International Journal of Wavelets, Multiresolution and Information Processing
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