Vera, Matias; Rey Vega, Leonardo; Piantanida, Pablo The role of mutual information in variational classifiers. (English) Zbl 1518.68325 Mach. Learn. 112, No. 9, 3105-3150 (2023). MSC: 68T05 62B10 62H30 94A17 PDFBibTeX XMLCite \textit{M. Vera} et al., Mach. Learn. 112, No. 9, 3105--3150 (2023; Zbl 1518.68325) Full Text: DOI arXiv
Kim, Yongdai; Ohn, Ilsang; Kim, Dongha Fast convergence rates of deep neural networks for classification. (English) Zbl 1521.68188 Neural Netw. 138, 179-197 (2021). MSC: 68T07 62H30 PDFBibTeX XMLCite \textit{Y. Kim} et al., Neural Netw. 138, 179--197 (2021; Zbl 1521.68188) Full Text: DOI arXiv
Gunnarsson, Björn Rafn; vanden Broucke, Seppe; Baesens, Bart; Óskarsdóttir, María; Lemahieu, Wilfried Deep learning for credit scoring: do or don’t? (English) Zbl 1487.91147 Eur. J. Oper. Res. 295, No. 1, 292-305 (2021). MSC: 91G40 68T07 62H30 62P05 PDFBibTeX XMLCite \textit{B. R. Gunnarsson} et al., Eur. J. Oper. Res. 295, No. 1, 292--305 (2021; Zbl 1487.91147) Full Text: DOI
Ma, Guixiang; Ahmed, Nesreen K.; Willke, Theodore L.; Yu, Philip S. Deep graph similarity learning: a survey. (English) Zbl 1473.68179 Data Min. Knowl. Discov. 35, No. 3, 688-725 (2021). MSC: 68T07 05C82 62H30 PDFBibTeX XMLCite \textit{G. Ma} et al., Data Min. Knowl. Discov. 35, No. 3, 688--725 (2021; Zbl 1473.68179) Full Text: DOI arXiv
Labiod, Lazhar; Nadif, Mohamed Efficient regularized spectral data embedding. (English) Zbl 07363867 Adv. Data Anal. Classif., ADAC 15, No. 1, 99-119 (2021). MSC: 62H30 PDFBibTeX XMLCite \textit{L. Labiod} and \textit{M. Nadif}, Adv. Data Anal. Classif., ADAC 15, No. 1, 99--119 (2021; Zbl 07363867) Full Text: DOI
Chen, Yuan; Zeng, Donglin; Wang, Yuanjia Learning individualized treatment rules for multiple-domain latent outcomes. (English) Zbl 1457.62338 J. Am. Stat. Assoc. 116, No. 533, 269-282 (2021). MSC: 62P10 62H30 68T05 PDFBibTeX XMLCite \textit{Y. Chen} et al., J. Am. Stat. Assoc. 116, No. 533, 269--282 (2021; Zbl 1457.62338) Full Text: DOI Link
Ghods, Alireza; Cook, Diane J. A survey of deep network techniques all classifiers can adopt. (English) Zbl 1472.68173 Data Min. Knowl. Discov. 35, No. 1, 46-87 (2021). MSC: 68T07 62H30 PDFBibTeX XMLCite \textit{A. Ghods} and \textit{D. J. Cook}, Data Min. Knowl. Discov. 35, No. 1, 46--87 (2021; Zbl 1472.68173) Full Text: DOI Link
Su, Liang; Zhang, Jing-Quan; Huang, Xin; LaFave, James M. Automatic operational modal analysis of structures based on image recognition of stabilization diagrams with uncertainty quantification. (English) Zbl 1464.62330 Multidimensional Syst. Signal Process. 32, No. 1, 335-357 (2021). MSC: 62H30 62H35 62M45 94A08 PDFBibTeX XMLCite \textit{L. Su} et al., Multidimensional Syst. Signal Process. 32, No. 1, 335--357 (2021; Zbl 1464.62330) Full Text: DOI
Sheikh, Mansoor; Coolen, A. C. C. Accurate Bayesian data classification without hyperparameter cross-validation. (English) Zbl 07223601 J. Classif. 37, No. 2, 277-297 (2020). MSC: 62H30 PDFBibTeX XMLCite \textit{M. Sheikh} and \textit{A. C. C. Coolen}, J. Classif. 37, No. 2, 277--297 (2020; Zbl 07223601) Full Text: DOI arXiv
van Engelen, Jesper E.; Hoos, Holger H. A survey on semi-supervised learning. (English) Zbl 1441.68215 Mach. Learn. 109, No. 2, 373-440 (2020). MSC: 68T05 62H30 68-02 PDFBibTeX XMLCite \textit{J. E. van Engelen} and \textit{H. H. Hoos}, Mach. Learn. 109, No. 2, 373--440 (2020; Zbl 1441.68215) Full Text: DOI
Chen, Pei-Yin; Huang, Jih-Jeng A hybrid autoencoder network for unsupervised image clustering. (English) Zbl 1461.94005 Algorithms (Basel) 12, No. 6, Paper No. 122, 11 p. (2019). MSC: 94A08 62H30 62H35 PDFBibTeX XMLCite \textit{P.-Y. Chen} and \textit{J.-J. Huang}, Algorithms (Basel) 12, No. 6, Paper No. 122, 11 p. (2019; Zbl 1461.94005) Full Text: DOI
Zhang, Yongshan; Wu, Jia; Cai, Zhihua; Du, Bo; Yu, Philip S. An unsupervised parameter learning model for RVFL neural network. (English) Zbl 1435.68289 Neural Netw. 112, 85-97 (2019). MSC: 68T05 62H30 PDFBibTeX XMLCite \textit{Y. Zhang} et al., Neural Netw. 112, 85--97 (2019; Zbl 1435.68289) Full Text: DOI
Forster, Dennis; Sheikh, Abdul-Saboor; Lücke, Jörg Neural simpletrons: learning in the limit of few labels with directed generative networks. (English) Zbl 1472.68138 Neural Comput. 30, No. 8, 2113-2174 (2018). MSC: 68T05 62H30 PDFBibTeX XMLCite \textit{D. Forster} et al., Neural Comput. 30, No. 8, 2113--2174 (2018; Zbl 1472.68138) Full Text: DOI arXiv
Chen, Yuanyuan; Zhang, Lei; Yi, Zhang Subspace clustering using a low-rank constrained autoencoder. (English) Zbl 1436.68319 Inf. Sci. 424, 27-38 (2018). MSC: 68T07 62H30 PDFBibTeX XMLCite \textit{Y. Chen} et al., Inf. Sci. 424, 27--38 (2018; Zbl 1436.68319) Full Text: DOI
Liu, Hongfu; Shao, Ming; Li, Sheng; Fu, Yun Infinite ensemble clustering. (English) Zbl 1411.62170 Data Min. Knowl. Discov. 32, No. 2, 385-416 (2018). MSC: 62H30 68T05 PDFBibTeX XMLCite \textit{H. Liu} et al., Data Min. Knowl. Discov. 32, No. 2, 385--416 (2018; Zbl 1411.62170) Full Text: DOI
Burkhardt, Sophie; Kramer, Stefan Online multi-label dependency topic models for text classification. (English) Zbl 1458.68159 Mach. Learn. 107, No. 5, 859-886 (2018). MSC: 68T05 62H30 68U15 68W27 PDFBibTeX XMLCite \textit{S. Burkhardt} and \textit{S. Kramer}, Mach. Learn. 107, No. 5, 859--886 (2018; Zbl 1458.68159) Full Text: DOI
Ayinde, Babajide O.; Zurada, Jacek M. Nonredundant sparse feature extraction using autoencoders with receptive fields clustering. (English) Zbl 1429.68248 Neural Netw. 93, 99-109 (2017). MSC: 68T07 62H30 PDFBibTeX XMLCite \textit{B. O. Ayinde} and \textit{J. M. Zurada}, Neural Netw. 93, 99--109 (2017; Zbl 1429.68248) Full Text: DOI
Wang, Shuqin; Hua, Gang; Hao, Guosheng; Xie, Chunli A cycle deep belief network model for multivariate time series classification. (English) Zbl 1426.62267 Math. Probl. Eng. 2017, Article ID 9549323, 7 p. (2017). MSC: 62M10 62H30 PDFBibTeX XMLCite \textit{S. Wang} et al., Math. Probl. Eng. 2017, Article ID 9549323, 7 p. (2017; Zbl 1426.62267) Full Text: DOI
Bach, Stephen H.; Broecheler, Matthias; Huang, Bert; Getoor, Lise Hinge-loss Markov random fields and probabilistic soft logic. (English) Zbl 1435.68252 J. Mach. Learn. Res. 18(2017-2018), Paper No. 109, 67 p. (2017). MSC: 68T05 62H22 62H30 62M40 68T27 PDFBibTeX XMLCite \textit{S. H. Bach} et al., J. Mach. Learn. Res. 18, Paper No. 109, 67 p. (2017; Zbl 1435.68252) Full Text: arXiv Link
Phan, NhatHai; Wu, Xintao; Dou, Dejing Preserving differential privacy in convolutional deep belief networks. (English) Zbl 1455.68192 Mach. Learn. 106, No. 9-10, 1681-1704 (2017). MSC: 68T07 62H30 62P10 68P27 68T10 PDFBibTeX XMLCite \textit{N. Phan} et al., Mach. Learn. 106, No. 9--10, 1681--1704 (2017; Zbl 1455.68192) Full Text: DOI arXiv
Zhang, Shiliang; Jiang, Hui; Dai, Lirong Hybrid orthogonal projection and estimation (HOPE): a new framework to learn neural networks. (English) Zbl 1360.68727 J. Mach. Learn. Res. 17, Paper No. 37, 33 p. (2016). MSC: 68T05 62H25 62H30 PDFBibTeX XMLCite \textit{S. Zhang} et al., J. Mach. Learn. Res. 17, Paper No. 37, 33 p. (2016; Zbl 1360.68727) Full Text: Link
Read, Jesse; Reutemann, Peter; Pfahringer, Bernhard; Holmes, Geoff MEKA: a multi-label/multi-target extension to WEKA. (English) Zbl 1360.68708 J. Mach. Learn. Res. 17, Paper No. 21, 5 p. (2016). MSC: 68T05 62H30 PDFBibTeX XMLCite \textit{J. Read} et al., J. Mach. Learn. Res. 17, Paper No. 21, 5 p. (2016; Zbl 1360.68708) Full Text: Link
Savchenko, Andrey V.; Belova, Natalya S. Statistical testing of segment homogeneity in classification of piecewise-regular objects. (English) Zbl 1347.62121 Int. J. Appl. Math. Comput. Sci. 25, No. 4, 915-925 (2015). MSC: 62H30 PDFBibTeX XMLCite \textit{A. V. Savchenko} and \textit{N. S. Belova}, Int. J. Appl. Math. Comput. Sci. 25, No. 4, 915--925 (2015; Zbl 1347.62121) Full Text: DOI
Srivastava, Nitish; Salakhutdinov, Ruslan Multimodal learning with deep Boltzmann machines. (English) Zbl 1318.68154 J. Mach. Learn. Res. 15, 2949-2980 (2014). MSC: 68T05 62H30 PDFBibTeX XMLCite \textit{N. Srivastava} and \textit{R. Salakhutdinov}, J. Mach. Learn. Res. 15, 2949--2980 (2014; Zbl 1318.68154) Full Text: Link
Hruschka, Harald Analyzing market baskets by restricted Boltzmann machines. (English) Zbl 1290.91138 OR Spectrum 36, No. 1, 209-228 (2014). MSC: 91B99 62H30 PDFBibTeX XMLCite \textit{H. Hruschka}, OR Spectrum 36, No. 1, 209--228 (2014; Zbl 1290.91138) Full Text: DOI
Zhang, Zhao; Chow, Tommy W. S.; Ye, Ning Semisupervised multimodal dimensionality reduction. (English) Zbl 1274.68368 Comput. Intell. 29, No. 1, 70-110 (2013). MSC: 68T05 62H30 PDFBibTeX XMLCite \textit{Z. Zhang} et al., Comput. Intell. 29, No. 1, 70--110 (2013; Zbl 1274.68368) Full Text: DOI
Böhmer, Wendelin; Grünewälder, Steffen; Nickisch, Hannes; Obermayer, Klaus Generating feature spaces for linear algorithms with regularized sparse kernel slow feature analysis. (English) Zbl 1260.68321 Mach. Learn. 89, No. 1-2, 67-86 (2012). MSC: 68T05 62H30 62H25 PDFBibTeX XMLCite \textit{W. Böhmer} et al., Mach. Learn. 89, No. 1--2, 67--86 (2012; Zbl 1260.68321) Full Text: DOI
Sugiyama, Masashi; Suzuki, Taiji; Kanamori, Takafumi Density ratio estimation in machine learning. Foreword by Thomas G. Dietterich. (English) Zbl 1274.62037 Cambridge: Cambridge University Press (ISBN 978-0-521-19017-6/hbk). xii, 329 p. (2012). MSC: 62-02 62G05 62G20 62H30 68-02 68T05 PDFBibTeX XMLCite \textit{M. Sugiyama} et al., Density ratio estimation in machine learning. Foreword by Thomas G. Dietterich. Cambridge: Cambridge University Press (2012; Zbl 1274.62037) Full Text: DOI
Sugiyama, Masashi; Idé, Tsuyoshi; Nakajima, Shinichi; Sese, Jun Semi-supervised local Fisher discriminant analysis for dimensionality reduction. (English) Zbl 1470.68180 Mach. Learn. 78, No. 1-2, 35-61 (2010). MSC: 68T05 62H25 62H30 PDFBibTeX XMLCite \textit{M. Sugiyama} et al., Mach. Learn. 78, No. 1--2, 35--61 (2010; Zbl 1470.68180) Full Text: DOI
Witten, Daniela M.; Tibshirani, Robert Covariance-regularized regression and classification for high dimensional problems. (English) Zbl 1250.62033 J. R. Stat. Soc., Ser. B, Stat. Methodol. 71, No. 3, 615-636 (2009). MSC: 62H30 62H12 62J07 62J12 62P10 PDFBibTeX XMLCite \textit{D. M. Witten} and \textit{R. Tibshirani}, J. R. Stat. Soc., Ser. B, Stat. Methodol. 71, No. 3, 615--636 (2009; Zbl 1250.62033) Full Text: DOI Link
Lee, Ann B.; Nadler, Boaz; Wasserman, Larry Rejoinder of: Treelets – an adaptive multi-scale basis for spare unordered data. (English) Zbl 1400.62008 Ann. Appl. Stat. 2, No. 2, 494-500 (2008). MSC: 62-07 62P10 62H30 PDFBibTeX XMLCite \textit{A. B. Lee} et al., Ann. Appl. Stat. 2, No. 2, 494--500 (2008; Zbl 1400.62008) Full Text: DOI arXiv
Tibshirani, Robert Discussion of: Treelets – an adaptive multi-scale basis for sparse unordered data. (English) Zbl 1400.62012 Ann. Appl. Stat. 2, No. 2, 482-483 (2008). MSC: 62-07 62P10 62H30 PDFBibTeX XMLCite \textit{R. Tibshirani}, Ann. Appl. Stat. 2, No. 2, 482--483 (2008; Zbl 1400.62012) Full Text: DOI arXiv