1. Introduction to the special issue for the ECML PKDD 2019 journal track

   • Karsten Borgwardt
   • Po-Ling Loh
   • Antti Ukkonen

   EditorialNotes 18 July 2019 Pages: 1191 - 1192

2. Dynamic principal projection for cost-sensitive online multi-label classification

   • Hong-Min Chu
   • Kuan-Hao Huang
   • Hsuan-Tien Lin

   OriginalPaper 15 January 2019 Pages: 1193 - 1230

   

3. Aggregating Algorithm for prediction of packs

   • Dmitry Adamskiy
   • Anthony Bellotti
   • Yuri Kalnishkan

   OriginalPaper Open access 07 January 2019 Pages: 1231 - 1260

   

4. Efficient feature selection using shrinkage estimators

   • Konstantinos Sechidis
   • Laura Azzimonti
   • Gavin Brown

   OriginalPaper Open access 09 May 2019 Pages: 1261 - 1286

   

5. Grouped Gaussian processes for solar power prediction

   • Astrid Dahl
   • Edwin V. Bonilla

   OriginalPaper 16 May 2019 Pages: 1287 - 1306

   

6. LSALSA: accelerated source separation via learned sparse coding

   • Benjamin Cowen
   • Apoorva Nandini Saridena
   • Anna Choromanska

   OriginalPaper 21 May 2019 Pages: 1307 - 1327

   

7. Data scarcity, robustness and extreme multi-label classification

   • Rohit Babbar
   • Bernhard Schölkopf

   OriginalPaper Open access 18 March 2019 Pages: 1329 - 1351

   

8. Joint detection of malicious domains and infected clients

   • Paul Prasse
   • René Knaebel
   • Tobias Scheffer

   OriginalPaper 25 February 2019 Pages: 1353 - 1368

   

9. A flexible probabilistic framework for large-margin mixture of experts

   • Archit Sharma
   • Siddhartha Saxena
   • Piyush Rai

   OriginalPaper 05 June 2019 Pages: 1369 - 1393

   

10. Deep collective matrix factorization for augmented multi-view learning

    • Ragunathan Mariappan
    • Vaibhav Rajan

    OriginalPaper 17 May 2019 Pages: 1395 - 1420

    

11. Temporal pattern attention for multivariate time series forecasting

    • Shun-Yao Shih
    • Fan-Keng Sun
    • Hung-yi Lee

    OriginalPaper 11 June 2019 Pages: 1421 - 1441

    

12. Compatible natural gradient policy search

    • Joni Pajarinen
    • Hong Linh Thai
    • Gerhard Neumann

    OriginalPaper Open access 20 May 2019 Pages: 1443 - 1466

    

13. TD-regularized actor-critic methods

    • Simone Parisi
    • Voot Tangkaratt
    • Mohammad Emtiyaz Khan

    OriginalPaper Open access 21 February 2019 Pages: 1467 - 1501

    

14. On PAC-Bayesian bounds for random forests

    • Stephan S. Lorenzen
    • Christian Igel
    • Yevgeny Seldin

    OriginalPaper 13 May 2019 Pages: 1503 - 1522

    

15. Efficient learning with robust gradient descent

    • Matthew J. Holland
    • Kazushi Ikeda

    OriginalPaper 25 June 2019 Pages: 1523 - 1560

    

16. Nuclear discrepancy for single-shot batch active learning

    • Tom J. Viering
    • Jesse H. Krijthe
    • Marco Loog

    OriginalPaper Open access 26 June 2019 Pages: 1561 - 1599

    

17. Improving latent variable descriptiveness by modelling rather than ad-hoc factors

    • Alex Mansbridge
    • Roberto Fierimonte
    • David Barber

    OriginalPaper Open access 22 July 2019 Pages: 1601 - 1611

    

18. CaDET: interpretable parametric conditional density estimation with decision trees and forests

    • Cyrus Cousins
    • Matteo Riondato

    OriginalPaper 26 June 2019 Pages: 1613 - 1634

    

19. On the analysis of adaptability in multi-source domain adaptation

    • Ievgen Redko
    • Amaury Habrard
    • Marc Sebban

    OriginalPaper 27 June 2019 Pages: 1635 - 1652

    

20. The teaching size: computable teachers and learners for universal languages

    • Jan Arne Telle
    • José Hernández-Orallo
    • Cèsar Ferri

    OriginalPaper 02 July 2019 Pages: 1653 - 1675

    

21. Distribution-free uncertainty quantification for kernel methods by gradient perturbations

    • Balázs Cs. Csáji
    • Krisztián B. Kis

    OriginalPaper Open access 27 June 2019 Pages: 1677 - 1699

    

22. Stochastic gradient Hamiltonian Monte Carlo with variance reduction for Bayesian inference

    • Zhize Li
    • Tianyi Zhang
    • Jian Li

    OriginalPaper 09 July 2019 Pages: 1701 - 1727