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» Decision Making Using Probabilistic Inference Methods
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MLCW
2005
Springer
15 years 8 months ago
Evaluating Predictive Uncertainty Challenge
This Chapter presents the PASCAL1 Evaluating Predictive Uncertainty Challenge, introduces the contributed Chapters by the participants who obtained outstanding results, and provide...
Joaquin Quiñonero Candela, Carl Edward Rasm...
KDD
2008
ACM
174views Data Mining» more  KDD 2008»
16 years 2 months ago
Effective label acquisition for collective classification
Information diffusion, viral marketing, and collective classification all attempt to model and exploit the relationships in a network to make inferences about the labels of nodes....
Mustafa Bilgic, Lise Getoor
119
Voted
GLOBECOM
2007
IEEE
15 years 9 months ago
Robust Optimization for Selecting NetFlow Points of Measurement in an IP Network
— NetFlow is a solution to make an in-depth traffic analysis possible in IP networks. Most of the telecommunication operators have already deployed it, or intend to do so, for n...
Mustapha Bouhtou, Olivier Klopfenstein
144
Voted
MM
2009
ACM
221views Multimedia» more  MM 2009»
15 years 9 months ago
Using large-scale web data to facilitate textual query based retrieval of consumer photos
The rapid popularization of digital cameras and mobile phone cameras has lead to an explosive growth of consumer photo collections. In this paper, we present a (quasi) real-time t...
Yiming Liu, Dong Xu, Ivor W. Tsang, Jiebo Luo
187
Voted
ICTAI
2003
IEEE
15 years 7 months ago
Approximate Discrete Probability Distribution Representation Using a Multi-Resolution Binary Tree
Computing and storing probabilities is a hard problem as soon as one has to deal with complex distributions over multiples random variables. The problem of efficient representati...
David Bellot, Pierre Bessière