Meta-interpretive learning of higher-order dyadic datalog: predicate invention revisited Stephen H. MuggletonDianhuan LinAlireza Tamaddoni-Nezhad OriginalPaper 12 March 2015 Pages: 49 - 73
Policy gradient in Lipschitz Markov Decision Processes Matteo PirottaMarcello RestelliLuca Bascetta OriginalPaper 03 March 2015 Pages: 255 - 283
Gradient-based boosting for statistical relational learning: the Markov logic network and missing data cases Tushar KhotSriraam NatarajanJude Shavlik OriginalPaper 20 February 2015 Pages: 75 - 100
Asymptotic accuracy of Bayes estimation for latent variables with redundancy Keisuke Yamazaki OriginalPaper 11 February 2015 Pages: 1 - 28
Direct conditional probability density estimation with sparse feature selection Motoki ShigaVoot TangkarattMasashi Sugiyama OriginalPaper 15 January 2015 Pages: 161 - 182
Pruning of Error Correcting Output Codes by optimization of accuracy–diversity trade off Süreyya Özöğür-AkyüzTerry WindeattRaymond Smith OriginalPaper 25 December 2014 Pages: 253 - 269
Day trading profit maximization with multi-task learning and technical analysis Zsolt BitvaiTrevor Cohn OriginalPaper 25 December 2014 Pages: 187 - 209
A generalized online mirror descent with applications to classification and regression Francesco OrabonaKoby CrammerNicolò Cesa-Bianchi OriginalPaper 25 December 2014 Pages: 411 - 435
Operator-valued kernel-based vector autoregressive models for network inference Néhémy LimFlorence d’Alché-BucGeorge Michailidis OriginalPaper 17 December 2014 Pages: 489 - 513
Generalization bounds for learning with linear, polygonal, quadratic and conic side knowledge Theja TulabandhulaCynthia Rudin OriginalPaper 17 December 2014 Pages: 183 - 216
Additive regularization of topic models Konstantin VorontsovAnna Potapenko OriginalPaper 10 December 2014 Pages: 303 - 323
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
Analysis of network traffic features for anomaly detection Félix IglesiasTanja Zseby OriginalPaper 04 December 2014 Pages: 59 - 84
Linearized alternating direction method with parallel splitting and adaptive penalty for separable convex programs in machine learning Zhouchen LinRisheng LiuHuan Li OriginalPaper 20 November 2014 Pages: 287 - 325
A unified statistical approach to non-negative matrix factorization and probabilistic latent semantic indexing Karthik DevarajanGuoli WangNader Ebrahimi OriginalPaper 15 November 2014 Pages: 137 - 163
Information retrieval approach to meta-visualization Jaakko PeltonenZiyuan Lin OriginalPaper 03 October 2014 Pages: 189 - 229
Random projections as regularizers: learning a linear discriminant from fewer observations than dimensions Robert J. DurrantAta Kabán OriginalPaper 19 August 2014 Pages: 257 - 286
Guest Editors’ introduction: special issue of the ECML/PKDD 2014 journal track Toon CaldersFloriana EspositoRosa Meo Editorial 19 August 2014 Pages: 1 - 3
Multilabel classification through random graph ensembles Hongyu SuJuho Rousu OriginalPaper 15 August 2014 Pages: 231 - 256
SAGA: sparse and geometry-aware non-negative matrix factorization through non-linear local embedding Nicolas CourtyXing GongThomas Burger OriginalPaper 13 August 2014 Pages: 205 - 226
Entropic risk minimization for nonparametric estimation of mixing distributions Kazuho WatanabeShiro Ikeda OriginalPaper Open access 13 August 2014 Pages: 119 - 136
Adaptive Euclidean maps for histograms: generalized Aitchison embeddings Tam LeMarco Cuturi OriginalPaper 13 August 2014 Pages: 169 - 187
Collaborative filtering with information-rich and information-sparse entities Kai ZhuRui WuR. Srikant OriginalPaper 08 August 2014 Pages: 177 - 203
Two-level quantile regression forests for bias correction in range prediction Thanh-Tung NguyenJoshua Z. HuangThuy Thi Nguyen OriginalPaper 19 July 2014 Pages: 325 - 343
Learning a priori constrained weighted majority votes Aurélien BelletAmaury HabrardMarc Sebban OriginalPaper 10 July 2014 Pages: 129 - 154
Using causal discovery for feature selection in multivariate numerical time series Youqiang SunJiuyong LiRujing Wang OriginalPaper 09 July 2014 Pages: 377 - 395
Regression conformal prediction with random forests Ulf JohanssonHenrik BoströmHenrik Linusson OriginalPaper 09 July 2014 Pages: 155 - 176
Asymptotic analysis of estimators on multi-label data Andreas P. StreichJoachim M. Buhmann OriginalPaper Open access 09 July 2014 Pages: 373 - 409
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
Feature selection in machine learning: an exact penalty approach using a Difference of Convex function Algorithm Hoai An Le ThiHoai Minh LeTao Pham Dinh OriginalPaper 04 July 2014 Pages: 163 - 186
Selective switching mechanism in virtual machines via support vector machines and transfer learning Wei KuangLaura E. BrownZhenlin Wang OriginalPaper 04 July 2014 Pages: 137 - 161
Optimizing regression models for data streams with missing values Indrė ŽliobaitėJaakko Hollmén OriginalPaper 04 July 2014 Pages: 47 - 73
Preference-based reinforcement learning: evolutionary direct policy search using a preference-based racing algorithm Róbert Busa-FeketeBalázs SzörényiEyke Hüllermeier OriginalPaper 02 July 2014 Pages: 327 - 351
An incremental piecewise linear classifier based on polyhedral conic separation Gurkan OzturkAdil M. BagirovRefail Kasimbeyli OriginalPaper 28 June 2014 Pages: 397 - 413
On combining machine learning with decision making Theja TulabandhulaCynthia Rudin OriginalPaper 28 June 2014 Pages: 33 - 64
DEARank: a data-envelopment-analysis-based ranking method Chunheng JiangWenbin Lin OriginalPaper 27 June 2014 Pages: 415 - 435
Model selection in multivariate adaptive regression splines (MARS) using information complexity as the fitness function Elcin Kartal KocHamparsum Bozdogan OriginalPaper 27 June 2014 Pages: 35 - 58
Measuring the accuracy of currency crisis prediction with combined classifiers in designing early warning system Nor Azuana RamliMohd Tahir IsmailHooy Chee Wooi OriginalPaper 19 June 2014 Pages: 85 - 103
A constrained matrix-variate Gaussian process for transposable data Oluwasanmi KoyejoCheng LeeJoydeep Ghosh OriginalPaper 10 June 2014 Pages: 103 - 127
MultiClust special issue on discovering, summarizing and using multiple clusterings Emmanuel MüllerIra AssentJennifer Dy Editorial 31 May 2014 Pages: 1 - 5
Lifted graphical models: a survey Angelika KimmigLilyana MihalkovaLise Getoor OriginalPaper 22 May 2014 Pages: 1 - 45
Evaluation methods and decision theory for classification of streaming data with temporal dependence Indrė ŽliobaitėAlbert BifetGeoff Holmes OriginalPaper 26 April 2014 Pages: 455 - 482
Efficient \(F\) measure maximization via weighted maximum likelihood Georgi DimitroffGeorgi GeorgievBorislav Popov OriginalPaper 10 April 2014 Pages: 435 - 454
Leave-one-out cross-validation is risk consistent for lasso Darren HomrighausenDaniel J. McDonald OriginalPaper 28 March 2014 Pages: 65 - 78
Asymptotic analysis of the learning curve for Gaussian process regression Loic Le GratietJosselin Garnier OriginalPaper 21 March 2014 Pages: 407 - 433
An efficient primal dual prox method for non-smooth optimization Tianbao YangMehrdad MahdaviShenghuo Zhu OriginalPaper 21 March 2014 Pages: 369 - 406
Asymptotic stability of equilibrium points of mean shift algorithm Youness Aliyari Ghassabeh OriginalPaper 12 March 2014 Pages: 359 - 368
An improved multiclass LogitBoost using adaptive-one-vs-one Peng SunMark D. ReidJie Zhou OriginalPaper 28 February 2014 Pages: 295 - 326
