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ORCIDMachine Learning, Volume 86
Volume 86, Number 1, January 2012
- Paolo Frasconi, Francesca A. Lisi
:
Guest Editors' introduction - Special issue on inductive logic programming (ILP 2010). 1-2 - Stephen H. Muggleton, Luc De Raedt, David Poole, Ivan Bratko, Peter A. Flach, Katsumi Inoue, Ashwin Srinivasan:
ILP turns 20 - Biography and future challenges. 3-23 - Sriraam Natarajan, Tushar Khot, Kristian Kersting, Bernd Gutmann, Jude W. Shavlik:
Gradient-based boosting for statistical relational learning: The relational dependency network case. 25-56 - Michelangelo Diligenti, Marco Gori, Marco Maggini, Leonardo Rigutini:
Bridging logic and kernel machines. 57-88 - Fabrizio Riguzzi, Nicola Di Mauro:
Applying the information bottleneck to statistical relational learning. 89-114 - Yoshitaka Yamamoto, Katsumi Inoue, Koji Iwanuma:
Inverse subsumption for complete explanatory induction. 115-139 - Ashwin Srinivasan, Tanveer A. Faruquie, Sachindra Joshi:
Data and task parallelism in ILP using MapReduce. 141-168
Volume 86, Number 2, February 2012
- Rebecca J. Sela, Jeffrey S. Simonoff:
RE-EM trees: a data mining approach for longitudinal and clustered data. 169-207 - Nader H. Bshouty, Philip M. Long:
Linear classifiers are nearly optimal when hidden variables have diverse effects. 209-231 - Geoffrey I. Webb, Janice R. Boughton, Fei Zheng, Kai Ming Ting, Houssam Salem:
Learning by extrapolation from marginal to full-multivariate probability distributions: decreasingly naive Bayesian classification. 233-272 - Kazuho Watanabe:
An alternative view of variational Bayes and asymptotic approximations of free energy. 273-293
Volume 86, Number 3, March 2012
- Sicco Verwer, Mathijs de Weerdt, Cees Witteveen:
Efficiently identifying deterministic real-time automata from labeled data. 295-333 - Takafumi Kanamori, Taiji Suzuki, Masashi Sugiyama:
Statistical analysis of kernel-based least-squares density-ratio estimation. 335-367 - Marina Meila:
Local equivalences of distances between clusterings - a geometric perspective. 369-389 - Huan Xu, Shie Mannor:
Robustness and generalization. 391-423
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