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PKDD
2009
Springer
184views Data Mining» more  PKDD 2009»
9 years 2 months ago
Boosting Active Learning to Optimality: A Tractable Monte-Carlo, Billiard-Based Algorithm
Abstract. This paper focuses on Active Learning with a limited number of queries; in application domains such as Numerical Engineering, the size of the training set might be limite...
Philippe Rolet, Michèle Sebag, Olivier Teyt...
PKDD
2009
Springer
146views Data Mining» more  PKDD 2009»
9 years 2 months ago
Parallel Subspace Sampling for Particle Filtering in Dynamic Bayesian Networks
Monitoring the variables of real world dynamic systems is a difficult task due to their inherent complexity and uncertainty. Particle Filters (PF) perform that task, yielding prob...
Eva Besada-Portas, Sergey M. Plis, Jesús Ma...
PKDD
2009
Springer
138views Data Mining» more  PKDD 2009»
9 years 2 months ago
Cost-Sensitive Learning Based on Bregman Divergences
Raúl Santos-Rodríguez, Alicia Guerre...
PKDD
2009
Springer
141views Data Mining» more  PKDD 2009»
9 years 2 months ago
Binary Decomposition Methods for Multipartite Ranking
Johannes Fürnkranz, Eyke Hüllermeier, St...
PKDD
2009
Springer
170views Data Mining» more  PKDD 2009»
9 years 4 months ago
Statistical Relational Learning with Formal Ontologies
Abstract. We propose a learning approach for integrating formal knowledge into statistical inference by exploiting ontologies as a semantically rich and fully formal representation...
Achim Rettinger, Matthias Nickles, Volker Tresp
PKDD
2009
Springer
162views Data Mining» more  PKDD 2009»
9 years 4 months ago
A Convex Method for Locating Regions of Interest with Multi-instance Learning
Abstract. In content-based image retrieval (CBIR) and image screening, it is often desirable to locate the regions of interest (ROI) in the images automatically. This can be accomp...
Yu-Feng Li, James T. Kwok, Ivor W. Tsang, Zhi-Hua ...
PKDD
2009
Springer
110views Data Mining» more  PKDD 2009»
9 years 4 months ago
Using Temporal Language Models for Document Dating
Abstract. In order to increase precision in searching for web pages or web documents, taking the temporal dimension into account is gaining increased interest. A particular problem...
Nattiya Kanhabua, Kjetil Nørvåg
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