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» The Probabilistic Method
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97
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FLAIRS
2001
15 years 2 months ago
A Method for Evaluating Elicitation Schemes for Probabilities
We present an objective approach for evaluating probability elicitation methods in probabilistic models. Our method draws on ideas from research on learning Bayesian networks: if ...
Haiqin Wang, Denver Dash, Marek J. Druzdzel
108
Voted
ICDM
2007
IEEE
124views Data Mining» more  ICDM 2007»
15 years 7 months ago
Local Probabilistic Models for Link Prediction
One of the core tasks in social network analysis is to predict the formation of links (i.e. various types of relationships) over time. Previous research has generally represented ...
Chao Wang, Venu Satuluri, Srinivasan Parthasarathy
117
Voted
RSP
2003
IEEE
111views Control Systems» more  RSP 2003»
15 years 6 months ago
Exploring the Probabilistic Design Space of Multimedia Systems
In this paper, we propose the novel concept of probabilistic design for multimedia systems and a methodology to quickly explore such design space at an early design stage. The pro...
Shaoxiong Hua, Gang Qu, Shuvra S. Bhattacharyya
84
Voted
AIPS
2007
15 years 3 months ago
Concurrent Probabilistic Temporal Planning with Policy-Gradients
We present an any-time concurrent probabilistic temporal planner that includes continuous and discrete uncertainties and metric functions. Our approach is a direct policy search t...
Douglas Aberdeen, Olivier Buffet
130
Voted
ICML
2010
IEEE
15 years 1 months ago
Probabilistic Backward and Forward Reasoning in Stochastic Relational Worlds
Inference in graphical models has emerged as a promising technique for planning. A recent approach to decision-theoretic planning in relational domains uses forward inference in d...
Tobias Lang, Marc Toussaint