Korycki, Łukasz; Krawczyk, Bartosz Adversarial concept drift detection under poisoning attacks for robust data stream mining. (English) Zbl 1525.68117 Mach. Learn. 112, No. 10, 4013-4048 (2023). MSC: 68T05 68W27 PDFBibTeX XMLCite \textit{Ł. Korycki} and \textit{B. Krawczyk}, Mach. Learn. 112, No. 10, 4013--4048 (2023; Zbl 1525.68117) Full Text: DOI arXiv
Bai, Yun; Tian, Ganglin; Kang, Yanfei; Jia, Suling A hybrid ensemble method with negative correlation learning for regression. (English) Zbl 07753628 Mach. Learn. 112, No. 10, 3881-3916 (2023). MSC: 68T05 PDFBibTeX XMLCite \textit{Y. Bai} et al., Mach. Learn. 112, No. 10, 3881--3916 (2023; Zbl 07753628) Full Text: DOI arXiv
Lahoti, Preethi; Gummadi, Krishna; Weikum, Gerhard Responsible model deployment via model-agnostic uncertainty learning. (English) Zbl 07702691 Mach. Learn. 112, No. 3, 939-970 (2023). MSC: 68T05 PDFBibTeX XMLCite \textit{P. Lahoti} et al., Mach. Learn. 112, No. 3, 939--970 (2023; Zbl 07702691) Full Text: DOI arXiv
Atashgahi, Zahra; Pieterse, Joost; Liu, Shiwei; Mocanu, Decebal Constantin; Veldhuis, Raymond; Pechenizkiy, Mykola A brain-inspired algorithm for training highly sparse neural networks. (English) Zbl 07694468 Mach. Learn. 111, No. 12, 4411-4452 (2022). MSC: 68T05 PDFBibTeX XMLCite \textit{Z. Atashgahi} et al., Mach. Learn. 111, No. 12, 4411--4452 (2022; Zbl 07694468) Full Text: DOI arXiv
Muñoz-Izquierdo, Nora; Segovia-Vargas, María Jesús; Camacho-Miñano, María-del-Mar; Pérez-Pérez, Yolanda Machine learning in corporate credit rating assessment using the expanded audit report. (English) Zbl 07694462 Mach. Learn. 111, No. 11, 4183-4215 (2022). MSC: 68T05 PDFBibTeX XMLCite \textit{N. Muñoz-Izquierdo} et al., Mach. Learn. 111, No. 11, 4183--4215 (2022; Zbl 07694462) Full Text: DOI
Ni, Mingze; Wang, Ce; Zhu, Tianqing; Yu, Shui; Liu, Wei Attacking neural machine translations via hybrid attention learning. (English) Zbl 1521.68148 Mach. Learn. 111, No. 11, 3977-4002 (2022). MSC: 68T05 PDFBibTeX XMLCite \textit{M. Ni} et al., Mach. Learn. 111, No. 11, 3977--4002 (2022; Zbl 1521.68148) Full Text: DOI
Tanveer, M.; Tiwari, A.; Choudhary, R.; Ganaie, M. A. Large-scale pinball twin support vector machines. (English) Zbl 07624280 Mach. Learn. 111, No. 10, 3525-3548 (2022). MSC: 68T05 PDFBibTeX XMLCite \textit{M. Tanveer} et al., Mach. Learn. 111, No. 10, 3525--3548 (2022; Zbl 07624280) Full Text: DOI
Saadallah, Amal; Jakobs, Matthias; Morik, Katharina Explainable online ensemble of deep neural network pruning for time series forecasting. (English) Zbl 07624278 Mach. Learn. 111, No. 9, 3459-3487 (2022). MSC: 68T05 PDFBibTeX XMLCite \textit{A. Saadallah} et al., Mach. Learn. 111, No. 9, 3459--3487 (2022; Zbl 07624278) Full Text: DOI
Cano, Alberto; Krawczyk, Bartosz ROSE: robust online self-adjusting ensemble for continual learning on imbalanced drifting data streams. (English) Zbl 07624249 Mach. Learn. 111, No. 7, 2561-2599 (2022). MSC: 68T05 PDFBibTeX XMLCite \textit{A. Cano} and \textit{B. Krawczyk}, Mach. Learn. 111, No. 7, 2561--2599 (2022; Zbl 07624249) Full Text: DOI
Nabati, Mohammad; Ghorashi, Seyed Ali; Shahbazian, Reza JGPR: a computationally efficient multi-target Gaussian process regression algorithm. (English) Zbl 07570150 Mach. Learn. 111, No. 6, 1987-2010 (2022). MSC: 68T05 PDFBibTeX XMLCite \textit{M. Nabati} et al., Mach. Learn. 111, No. 6, 1987--2010 (2022; Zbl 07570150) Full Text: DOI
Falciani, H.; Sánchez-Pérez, E. A. Semi-Lipschitz functions and machine learning for discrete dynamical systems on graphs. (English) Zbl 07570143 Mach. Learn. 111, No. 5, 1765-1797 (2022). MSC: 68T05 PDFBibTeX XMLCite \textit{H. Falciani} and \textit{E. A. Sánchez-Pérez}, Mach. Learn. 111, No. 5, 1765--1797 (2022; Zbl 07570143) Full Text: DOI
Huang, Shudong; Tsang, Ivor W.; Xu, Zenglin; Lv, Jiancheng Multiple partitions alignment via spectral rotation. (English) Zbl 1491.68158 Mach. Learn. 111, No. 3, 1049-1072 (2022). MSC: 68T05 62H30 PDFBibTeX XMLCite \textit{S. Huang} et al., Mach. Learn. 111, No. 3, 1049--1072 (2022; Zbl 1491.68158) Full Text: DOI
Iliadis, Dimitrios; De Baets, Bernard; Waegeman, Willem Multi-target prediction for dummies using two-branch neural networks. (English) Zbl 07510324 Mach. Learn. 111, No. 2, 651-684 (2022). MSC: 68T05 PDFBibTeX XMLCite \textit{D. Iliadis} et al., Mach. Learn. 111, No. 2, 651--684 (2022; Zbl 07510324) Full Text: DOI arXiv
Nguyen, Vu-Linh; Shaker, Mohammad Hossein; Hüllermeier, Eyke How to measure uncertainty in uncertainty sampling for active learning. (English) Zbl 07510307 Mach. Learn. 111, No. 1, 89-122 (2022). MSC: 68T05 PDFBibTeX XMLCite \textit{V.-L. Nguyen} et al., Mach. Learn. 111, No. 1, 89--122 (2022; Zbl 07510307) Full Text: DOI
Middlehurst, Matthew; Large, James; Flynn, Michael; Lines, Jason; Bostrom, Aaron; Bagnall, Anthony HIVE-COTE 2.0: a new meta ensemble for time series classification. (English) Zbl 07465780 Mach. Learn. 110, No. 11-12, 3211-3243 (2021). MSC: 68T05 PDFBibTeX XMLCite \textit{M. Middlehurst} et al., Mach. Learn. 110, No. 11--12, 3211--3243 (2021; Zbl 07465780) Full Text: DOI arXiv
Koziarski, Michał; Bellinger, Colin; Woźniak, Michał RB-CCR: radial-based combined cleaning and resampling algorithm for imbalanced data classification. (English) Zbl 07465775 Mach. Learn. 110, No. 11-12, 3059-3093 (2021). MSC: 68T05 PDFBibTeX XMLCite \textit{M. Koziarski} et al., Mach. Learn. 110, No. 11--12, 3059--3093 (2021; Zbl 07465775) Full Text: DOI arXiv
Kong, Hao; Lu, Canyi; Lin, Zhouchen Tensor Q-rank: new data dependent definition of tensor rank. (English) Zbl 07465658 Mach. Learn. 110, No. 7, 1867-1900 (2021). MSC: 68T05 PDFBibTeX XMLCite \textit{H. Kong} et al., Mach. Learn. 110, No. 7, 1867--1900 (2021; Zbl 07465658) Full Text: DOI arXiv
Yoshida, Tomoki; Takeuchi, Ichiro; Karasuyama, Masayuki Distance metric learning for graph structured data. (English) Zbl 07465655 Mach. Learn. 110, No. 7, 1765-1811 (2021). MSC: 68T05 PDFBibTeX XMLCite \textit{T. Yoshida} et al., Mach. Learn. 110, No. 7, 1765--1811 (2021; Zbl 07465655) Full Text: DOI arXiv
Achenchabe, Youssef; Bondu, Alexis; Cornuéjols, Antoine; Dachraoui, Asma Early classification of time series. Cost-based optimization criterion and algorithms. (English) Zbl 07432842 Mach. Learn. 110, No. 6, 1481-1504 (2021). MSC: 68T05 PDFBibTeX XMLCite \textit{Y. Achenchabe} et al., Mach. Learn. 110, No. 6, 1481--1504 (2021; Zbl 07432842) Full Text: DOI arXiv
Liang, Jiye; Cui, Junbiao; Wang, Jie; Wei, Wei Graph-based semi-supervised learning via improving the quality of the graph dynamically. (English) Zbl 07432838 Mach. Learn. 110, No. 6, 1345-1388 (2021). MSC: 68T05 PDFBibTeX XMLCite \textit{J. Liang} et al., Mach. Learn. 110, No. 6, 1345--1388 (2021; Zbl 07432838) Full Text: DOI
Kottke, Daniel; Herde, Marek; Sandrock, Christoph; Huseljic, Denis; Krempl, Georg; Sick, Bernhard Toward optimal probabilistic active learning using a Bayesian approach. (English) Zbl 1491.68161 Mach. Learn. 110, No. 6, 1199-1231 (2021). Reviewer: Kazuho Watanabe (Toyohashi) MSC: 68T05 62H30 PDFBibTeX XMLCite \textit{D. Kottke} et al., Mach. Learn. 110, No. 6, 1199--1231 (2021; Zbl 1491.68161) Full Text: DOI arXiv
Hüllermeier, Eyke; Waegeman, Willem Aleatoric and epistemic uncertainty in machine learning: an introduction to concepts and methods. (English) Zbl 07432810 Mach. Learn. 110, No. 3, 457-506 (2021). MSC: 68T05 PDFBibTeX XMLCite \textit{E. Hüllermeier} and \textit{W. Waegeman}, Mach. Learn. 110, No. 3, 457--506 (2021; Zbl 07432810) Full Text: DOI arXiv
Bertsimas, Dimitris; Orfanoudaki, Agni; Wiberg, Holly Interpretable clustering: an optimization approach. (English) Zbl 07432799 Mach. Learn. 110, No. 1, 89-138 (2021). MSC: 68T05 PDFBibTeX XMLCite \textit{D. Bertsimas} et al., Mach. Learn. 110, No. 1, 89--138 (2021; Zbl 07432799) Full Text: DOI
Chehreghani, Morteza Haghir; Chehreghani, Mostafa Haghir Learning representations from dendrograms. (English) Zbl 1524.68264 Mach. Learn. 109, No. 9-10, 1779-1802 (2020). MSC: 68T05 62A09 62H30 PDFBibTeX XMLCite \textit{M. H. Chehreghani} and \textit{M. H. Chehreghani}, Mach. Learn. 109, No. 9--10, 1779--1802 (2020; Zbl 1524.68264) Full Text: DOI arXiv
Wang, Jieting; Qian, Yuhua; Li, Feijiang Learning with mitigating random consistency from the accuracy measure. (English) Zbl 1523.68071 Mach. Learn. 109, No. 12, 2247-2281 (2020). MSC: 68T05 62C10 62H30 PDFBibTeX XMLCite \textit{J. Wang} et al., Mach. Learn. 109, No. 12, 2247--2281 (2020; Zbl 1523.68071) Full Text: DOI
Abdallah, Zahraa S.; Gaber, Mohamed Medhat Co-eye: a multi-resolution ensemble classifier for symbolically approximated time series. (English) Zbl 1523.62001 Mach. Learn. 109, No. 11, 2029-2061 (2020). MSC: 62-08 62H30 62M10 68T05 PDFBibTeX XMLCite \textit{Z. S. Abdallah} and \textit{M. M. Gaber}, Mach. Learn. 109, No. 11, 2029--2061 (2020; Zbl 1523.62001) Full Text: DOI
Bekker, Jessa; Davis, Jesse Learning from positive and unlabeled data: a survey. (English) Zbl 1496.68270 Mach. Learn. 109, No. 4, 719-760 (2020). MSC: 68T05 62H30 68-02 PDFBibTeX XMLCite \textit{J. Bekker} and \textit{J. Davis}, Mach. Learn. 109, No. 4, 719--760 (2020; Zbl 1496.68270) Full Text: DOI arXiv
Tan, Zhi-Hao; Tan, Peng; Jiang, Yuan; Zhou, Zhi-Hua Multi-label optimal margin distribution machine. (English) Zbl 1494.68230 Mach. Learn. 109, No. 3, 623-642 (2020). MSC: 68T05 62H30 PDFBibTeX XMLCite \textit{Z.-H. Tan} et al., Mach. Learn. 109, No. 3, 623--642 (2020; Zbl 1494.68230) Full Text: DOI
Cano, Alberto; Krawczyk, Bartosz Kappa updated ensemble for drifting data stream mining. (English) Zbl 1440.68203 Mach. Learn. 109, No. 1, 175-218 (2020). MSC: 68T05 62H30 68W27 PDFBibTeX XMLCite \textit{A. Cano} and \textit{B. Krawczyk}, Mach. Learn. 109, No. 1, 175--218 (2020; Zbl 1440.68203) Full Text: DOI
Yan, He; Ye, Qiao-Lin; Yu, Dong-Jun Efficient and robust TWSVM classification via a minimum L1-norm distance metric criterion. (English) Zbl 1493.68324 Mach. Learn. 108, No. 6, 993-1018 (2019). MSC: 68T05 62H30 PDFBibTeX XMLCite \textit{H. Yan} et al., Mach. Learn. 108, No. 6, 993--1018 (2019; Zbl 1493.68324) Full Text: DOI
Pan, Yuangang; Han, Bo; Tsang, Ivor W. Stagewise learning for noisy \(k\)-ary preferences. (English) Zbl 1473.62077 Mach. Learn. 107, No. 8-10, 1333-1361 (2018). MSC: 62F07 68T20 68W25 PDFBibTeX XMLCite \textit{Y. Pan} et al., Mach. Learn. 107, No. 8--10, 1333--1361 (2018; Zbl 1473.62077) Full Text: DOI
Saha, Arkajyoti; Das, Swagatam Feature-weighted clustering with inner product induced norm based dissimilarity measures: an optimization perspective. (English) Zbl 1460.62098 Mach. Learn. 106, No. 7, 951-992 (2017). MSC: 62H30 62H86 68T05 PDFBibTeX XMLCite \textit{A. Saha} and \textit{S. Das}, Mach. Learn. 106, No. 7, 951--992 (2017; Zbl 1460.62098) Full Text: DOI
Paes, Aline; Zaverucha, Gerson; Santos Costa, Vítor On the use of stochastic local search techniques to revise first-order logic theories from examples. (English) Zbl 1453.68172 Mach. Learn. 106, No. 2, 197-241 (2017). MSC: 68T20 68N17 68T05 68T27 PDFBibTeX XMLCite \textit{A. Paes} et al., Mach. Learn. 106, No. 2, 197--241 (2017; Zbl 1453.68172) Full Text: DOI
Frandi, Emanuele; Ñanculef, Ricardo; Lodi, Stefano; Sartori, Claudio; Suykens, Johan A. K. Fast and scalable Lasso via stochastic Frank-Wolfe methods with a convergence guarantee. (English) Zbl 1386.68130 Mach. Learn. 104, No. 2-3, 195-221 (2016). MSC: 68T05 62J07 90C20 PDFBibTeX XMLCite \textit{E. Frandi} et al., Mach. Learn. 104, No. 2--3, 195--221 (2016; Zbl 1386.68130) Full Text: DOI arXiv
Appice, Annalisa; Guccione, Pietro; Malerba, Donato Transductive hyperspectral image classification: toward integrating spectral and relational features via an iterative ensemble system. (English) Zbl 1362.68244 Mach. Learn. 103, No. 3, 343-375 (2016). MSC: 68T05 68T10 PDFBibTeX XMLCite \textit{A. Appice} et al., Mach. Learn. 103, No. 3, 343--375 (2016; Zbl 1362.68244) Full Text: DOI
Antoniuk, Kostiantyn; Franc, Vojtěch; Hlaváč, Václav V-shaped interval insensitive loss for ordinal classification. (English) Zbl 1383.62175 Mach. Learn. 103, No. 2, 261-283 (2016). MSC: 62H30 PDFBibTeX XMLCite \textit{K. Antoniuk} et al., Mach. Learn. 103, No. 2, 261--283 (2016; Zbl 1383.62175) Full Text: DOI
Sun, Jun; Wu, Xiaojun; Palade, Vasile; Fang, Wei; Shi, Yuhui Random drift particle swarm optimization algorithm: convergence analysis and parameter selection. (English) Zbl 1343.68224 Mach. Learn. 101, No. 1-3, 345-376 (2015). MSC: 68T20 90C59 PDFBibTeX XMLCite \textit{J. Sun} et al., Mach. Learn. 101, No. 1--3, 345--376 (2015; Zbl 1343.68224) Full Text: DOI arXiv
Sun, Youqiang; Li, Jiuyong; Liu, Jixue; Chow, Christopher; Sun, Bingyu; Wang, Rujing Using causal discovery for feature selection in multivariate numerical time series. (English) Zbl 1343.68206 Mach. Learn. 101, No. 1-3, 377-395 (2015). MSC: 68T05 62M10 PDFBibTeX XMLCite \textit{Y. Sun} et al., Mach. Learn. 101, No. 1--3, 377--395 (2015; Zbl 1343.68206) Full Text: DOI
Chekina, Lena; Gutfreund, Dan; Kontorovich, Aryeh; Rokach, Lior; Shapira, Bracha Exploiting label dependencies for improved sample complexity. (English) Zbl 1273.68294 Mach. Learn. 91, No. 1, 1-42 (2013). MSC: 68T05 62H30 PDFBibTeX XMLCite \textit{L. Chekina} et al., Mach. Learn. 91, No. 1, 1--42 (2013; Zbl 1273.68294) Full Text: DOI
Tehrani, Ali Fallah; Cheng, Weiwei; Dembczyński, Krzysztof; Hüllermeier, Eyke Learning monotone nonlinear models using the Choquet integral. (English) Zbl 1260.68348 Mach. Learn. 89, No. 1-2, 183-211 (2012). MSC: 68T05 PDFBibTeX XMLCite \textit{A. F. Tehrani} et al., Mach. Learn. 89, No. 1--2, 183--211 (2012; Zbl 1260.68348) Full Text: DOI
Rubin, Timothy N.; Chambers, America; Smyth, Padhraic; Steyvers, Mark Statistical topic models for multi-label document classification. (English) Zbl 1243.68248 Mach. Learn. 88, No. 1-2, 157-208 (2012). MSC: 68T05 68T10 PDFBibTeX XMLCite \textit{T. N. Rubin} et al., Mach. Learn. 88, No. 1--2, 157--208 (2012; Zbl 1243.68248) Full Text: DOI arXiv
Hariharan, Bharath; Vishwanathan, S. V. N.; Varma, Manik Efficient max-margin multi-label classification with applications to zero-shot learning. (English) Zbl 1243.68241 Mach. Learn. 88, No. 1-2, 127-155 (2012). MSC: 68T05 68T10 PDFBibTeX XMLCite \textit{B. Hariharan} et al., Mach. Learn. 88, No. 1--2, 127--155 (2012; Zbl 1243.68241) Full Text: DOI
Amit, Asaf; Markovitch, Shaul Learning to bid in bridge. (English) Zbl 1471.91072 Mach. Learn. 63, No. 3, 287-327 (2006). MSC: 91A60 91A35 91A26 91A27 68T05 PDFBibTeX XMLCite \textit{A. Amit} and \textit{S. Markovitch}, Mach. Learn. 63, No. 3, 287--327 (2006; Zbl 1471.91072) Full Text: DOI