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DAGM
2004
Springer
15 years 10 months ago
Predictive Discretization During Model Selection
We present an approach to discretizing multivariate continuous data while learning the structure of a graphical model. We derive the joint scoring function from the principle of p...
Harald Steck, Tommi Jaakkola
KI
2004
Springer
15 years 10 months ago
Using Behavioral Knowledge for Situated Prediction of Movements
Abstract. The textual description of video sequences exploits conceptual knowledge about the behavior of depicted agents. An explicit representation of such behavioral knowledge fa...
Michael Arens, Artur Ottlik, Hans-Hellmut Nagel
ECCV
2010
Springer
15 years 10 months ago
Optimizing Complex Loss Functions in Structured Prediction
Abstract. In this paper we develop an algorithm for structured prediction that optimizes against complex performance measures, those which are a function of false positive and fals...
ICMCS
2000
IEEE
83views Multimedia» more  ICMCS 2000»
15 years 9 months ago
PBS: A Predictive Block Sampling Algorithm for Desktop Multimedia Video Applications
Manipulating digital video using desktop computers, especially in uncompressed form, and communicating it over networks can be time-consuming because of it large bandwidth require...
Joseph Pasquale, Tom Nguyen, Jonathan Kay
JMLR
2006
115views more  JMLR 2006»
15 years 4 months ago
Structured Prediction, Dual Extragradient and Bregman Projections
We present a simple and scalable algorithm for maximum-margin estimation of structured output models, including an important class of Markov networks and combinatorial models. We ...
Benjamin Taskar, Simon Lacoste-Julien, Michael I. ...