Efficient distance metric learning by adaptive sampling and mini-batch stochastic gradient descent (SGD) Qi QianRong JinShenghuo Zhu OriginalPaper 09 July 2014 Pages: 353 - 372
Asymptotic analysis of estimators on multi-label data Andreas P. StreichJoachim M. Buhmann OriginalPaper Open access 09 July 2014 Pages: 373 - 409
A generalized online mirror descent with applications to classification and regression Francesco OrabonaKoby CrammerNicolò Cesa-Bianchi OriginalPaper 25 December 2014 Pages: 411 - 435
Expectation propagation in linear regression models with spike-and-slab priors José Miguel Hernández-LobatoDaniel Hernández-LobatoAlberto Suárez OriginalPaper 10 December 2014 Pages: 437 - 487
Operator-valued kernel-based vector autoregressive models for network inference Néhémy LimFlorence d’Alché-BucGeorge Michailidis OriginalPaper 17 December 2014 Pages: 489 - 513