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SIGIR
2002
ACM
13 years 10 months ago
Novelty and redundancy detection in adaptive filtering
This paper addresses the problem of extending an adaptive information filtering system to make decisions about the novelty and redundancy of relevant documents. It argues that rel...
Yi Zhang 0001, James P. Callan, Thomas P. Minka
ECML
2006
Springer
14 years 1 months ago
Active Learning with Irrelevant Examples
Abstract. Active learning algorithms attempt to accelerate the learning process by requesting labels for the most informative items first. In real-world problems, however, there ma...
Dominic Mazzoni, Kiri Wagstaff, Michael C. Burl
IJCAI
2007
13 years 11 months ago
Improving Embeddings by Flexible Exploitation of Side Information
Dimensionality reduction is a much-studied task in machine learning in which high-dimensional data is mapped, possibly via a non-linear transformation, onto a low-dimensional mani...
Ali Ghodsi, Dana F. Wilkinson, Finnegan Southey
ECIR
2006
Springer
13 years 11 months ago
Evaluating Web Search Result Summaries
The aim of our research is to produce and assess short summaries to aid users' relevance judgements, for example for a search engine result page. In this paper we present our ...
Shao Fen Liang, Siobhan Devlin, John Tait
HICSS
2003
IEEE
93views Biometrics» more  HICSS 2003»
14 years 3 months ago
A General Method for Statistical Performance Evaluation
In the paper, we propose a general method for statistical performance evaluation. The method incorporates various statistical metrics and automatically selects an appropriate stat...
Longzhuang Li, Yi Shang, Wei Zhang, Hongchi Shi