Volume 100, Issue 2-3

September 2015

Special Issue of the ECMLPKDD 2015 Journal Track; Guest Editors: Concha Bielza • João Gama • Alípio Jorge • Indrė Žliobaitė

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21 articles in this issue

Guest Editors introduction: special issue of the ECMLPKDD 2015 journal track
Concha Bielza
João Gama
Indrė Žliobaitė
Editorial 21 July 2015 Pages: 157 - 159
Direct conditional probability density estimation with sparse feature selection
Motoki Shiga
Voot Tangkaratt
Masashi Sugiyama
OriginalPaper 15 January 2015 Pages: 161 - 182
Generalization bounds for learning with linear, polygonal, quadratic and conic side knowledge
Theja Tulabandhula
Cynthia Rudin
OriginalPaper 17 December 2014 Pages: 183 - 216
Learning relational dependency networks in hybrid domains
Irma Ravkic
Jan Ramon
Jesse Davis
OriginalPaper 05 May 2015 Pages: 217 - 254
Policy gradient in Lipschitz Markov Decision Processes
Matteo Pirotta
Marcello Restelli
Luca Bascetta
OriginalPaper 03 March 2015 Pages: 255 - 283
A Bayesian approach for comparing cross-validated algorithms on multiple data sets
Giorgio Corani
Alessio Benavoli
OriginalPaper 24 March 2015 Pages: 285 - 304
Soft-max boosting
Matthieu Geist
OriginalPaper 21 March 2015 Pages: 305 - 332
Minimum message length estimation of mixtures of multivariate Gaussian and von Mises-Fisher distributions
Parthan Kasarapu
Lloyd Allison
OriginalPaper 28 March 2015 Pages: 333 - 378
Consensus hashing
Cong Leng
Jian Cheng
OriginalPaper 05 May 2015 Pages: 379 - 398
Generalized Twin Gaussian processes using Sharma–Mittal divergence
Mohamed Elhoseiny
Ahmed Elgammal
OriginalPaper 23 June 2015 Pages: 399 - 424
Improving classification performance through selective instance completion
Amit Dhurandhar
Karthik Sankaranarayanan
OriginalPaper 14 July 2015 Pages: 425 - 447
Optimised probabilistic active learning (OPAL)
Georg Krempl
Daniel Kottke
Vincent Lemaire
OriginalPaper 20 June 2015 Pages: 449 - 476
Poisson Dependency Networks: Gradient Boosted Models for Multivariate Count Data
Fabian Hadiji
Alejandro Molina
Kristian Kersting
OriginalPaper 11 July 2015 Pages: 477 - 507
A decomposition of the outlier detection problem into a set of supervised learning problems
Heiko Paulheim
Robert Meusel
OriginalPaper 20 June 2015 Pages: 509 - 531
Convex relaxations of penalties for sparse correlated variables with bounded total variation
Eugene Belilovsky
Andreas Argyriou
Matthew Blaschko
OriginalPaper 23 June 2015 Pages: 533 - 553
Incremental learning of event definitions with Inductive Logic Programming
Nikos Katzouris
Alexander Artikis
Georgios Paliouras
OriginalPaper 20 June 2015 Pages: 555 - 585
Generalized gradient learning on time series
Brijnesh J. Jain
OriginalPaper 16 July 2015 Pages: 587 - 608
Learning from evolving video streams in a multi-camera scenario
Samaneh Khoshrou
Jaime S. Cardoso
Luís F. Teixeira
OriginalPaper 15 July 2015 Pages: 609 - 633
Probabilistic clustering of time-evolving distance data
Julia E. Vogt
Marius Kloft
Gunnar Rätsch
OriginalPaper 17 July 2015 Pages: 635 - 654
Regularized feature selection in reinforcement learning
Dean S. Wookey
George D. Konidaris
OriginalPaper 14 July 2015 Pages: 655 - 676
Half-space mass: a maximally robust and efficient data depth method
Bo Chen
Kai Ming Ting
Gholamreza Haffari
OriginalPaper 05 August 2015 Pages: 677 - 699

Volume 100, Issue 2-3

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