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107
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IJCAI
2003
15 years 2 months ago
Evaluating Classifiers by Means of Test Data with Noisy Labels
Often the most expensive and time-consuming task in building a pattern recognition system is col­ lecting and accurately labeling training and testing data. In this paper, we exp...
Chuck P. Lam, David G. Stork
IJCAI
2003
15 years 2 months ago
Integrating Information, Applications and Services on the Web
This is a position paper that describes a long-term ongoing research project that is being developed at ITESM. The project is called Bymx. The aim of Bymx is to integrate informat...
Juan C. Lavariega, Lorena G. Gomez-Martinez
117
Voted
IJCAI
2003
15 years 2 months ago
Learning to Classify Texts Using Positive and Unlabeled Data
In traditional text classification, a classifier is built using labeled training documents of every class. This paper studies a different problem. Given a set P of documents of a ...
Xiaoli Li, Bing Liu
106
Voted
IJCAI
2003
15 years 2 months ago
Action Selection for Single- and Multi-Robot Tasks Using Cooperative Extended Kohonen Maps
This paper presents an action selection framework based on an assemblage of self-organizing neural networks called Cooperative Extended Kohonen Maps. This framework encapsulates t...
Kian Hsiang Low, Wee Kheng Leow, Marcelo H. Ang Jr...
93
Voted
IJCAI
2003
15 years 2 months ago
Point-based value iteration: An anytime algorithm for POMDPs
This paper introduces the Point-Based Value Iteration (PBVI) algorithm for POMDP planning. PBVI approximates an exact value iteration solution by selecting a small set of represen...
Joelle Pineau, Geoffrey J. Gordon, Sebastian Thrun