Journal ArticleDOI
Pattern Classification and Scene Analysis.
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This article is published in Journal of the American Statistical Association.The article was published on 1974-09-01. It has received 14948 citations till now.read more
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Evolving fuzzy neural networks for supervised/unsupervised online knowledge-based learning
TL;DR: This paper introduces evolving fuzzy neural networks (EFuNNs) as a means for the implementation of the evolving connectionist systems (ECOS) paradigm that is aimed at building online, adaptive intelligent systems that have both their structure and functionality evolving in time.
Proceedings Article
Better Prediction of Protein Cellular Localization Sites with the it k Nearest Neighbors Classifier
Paul Horton,Kenta Nakai +1 more
TL;DR: The result of tests using stratified cross validation shows the k nearest neighbors classifier to perform better than the other methods on the problem of predicting the cellular localization sites of proteins in yeast and E. coli.
Proceedings Article
An Investigation of Practical Approximate Nearest Neighbor Algorithms
TL;DR: This paper asks the question: can earlier spatial data structure approaches to exact nearest neighbor, such as metric trees, be altered to provide approximate answers to proximity queries and if so, how and why and introduces a new kind of metric tree that allows overlap.
Proceedings Article
An empirical comparison of pattern recognition, neural nets, and machine learning classification methods
TL;DR: For these problems, which have relatively few hypotheses and features, the machine learning procedures for rule induction or tree induction clearly performed best.
Journal ArticleDOI
The UBIRIS.v2: A Database of Visible Wavelength Iris Images Captured On-the-Move and At-a-Distance
TL;DR: The main purpose of this paper is to announce the availability of the UBIRIS.v2 database, a multisession iris images database which singularly contains data captured in the visible wavelength, at-a-distance and on on-the-move.