Journal•ISSN: 0167-8655
Pattern Recognition Letters
Elsevier BV
About: Pattern Recognition Letters is an academic journal published by Elsevier BV. The journal publishes majorly in the area(s): Computer science & Cluster analysis. It has an ISSN identifier of 0167-8655. Over the lifetime, 7971 publications have been published receiving 319830 citations.
Topics: Computer science, Cluster analysis, Pattern recognition (psychology), Artificial intelligence, Image processing
Papers published on a yearly basis
Papers
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TL;DR: The purpose of this article is to serve as an introduction to ROC graphs and as a guide for using them in research.
17,017 citations
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TL;DR: Sequential search methods characterized by a dynamically changing number of features included or eliminated at each step, henceforth "floating" methods, are presented and are shown to give very good results and to be computationally more effective than the branch and bound method.
3,104 citations
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TL;DR: This paper proposes, focusing on random forests, the increasingly used statistical method for classification and regression problems introduced by Leo Breiman in 2001, to investigate two classical issues of variable selection, and proposes a strategy involving a ranking of explanatory variables using the random forests score of importance and a stepwise ascending variable introduction strategy.
1,766 citations
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TL;DR: The Random Forest classifier uses bagging, or bootstrap aggregating, to form an ensemble of classification and regression tree (CART)-like classifiers, which is computationally much lighter than methods based on boosting and somewhat lighter than simple bagging.
1,634 citations
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TL;DR: This paper addresses the problem of information fusion in biometric verification systems by combining information at the matching score level by combining three biometric modalities (face, fingerprint and hand geometry).
1,611 citations