• Publications
  • Influence
Data clustering: a review
Clustering is a difficult problem combinatorially, and differences in assumptions and contexts in different communities has made the transfer of useful generic concepts and methodologies slow to occur. Expand
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Algorithms for Clustering Data
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Data Clustering: 50 Years Beyond K-means
  • Anil K. Jain
  • Mathematics, Computer Science
  • 15 September 2008
The practice of classifying objects according to perceived similarities is the basis for much of science. Organizing data into sensible groupings is one of the most fundamental modes of understandingExpand
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Statistical Pattern Recognition: A Review
Pattern recognition is the study of how machines can observe the environment, learn to distinguish patterns of interest from their background, and make sound and reasonable decisions about the categories of the patterns. Expand
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Handbook of Fingerprint Recognition
A major new professional reference work on fingerprint security systems and technology from leading international researchers in the field. Expand
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An introduction to biometric recognition
A wide variety of systems requires reliable personal recognition schemes to either confirm or determine the identity of an individual requesting their services. Expand
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Fingerprint Image Enhancement: Algorithm and Performance Evaluation
We present a fast fingerprint enhancement algorithm, which can adaptively improve the clarity of ridge and valley structures of input fingerprint images based on the estimated local ridge orientation and frequency. Expand
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Unsupervised Learning of Finite Mixture Models
This paper proposes an unsupervised algorithm for learning a finite mixture model from multivariate data that seamlessly integrates estimation and model selection. Expand
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Combining multiple clusterings using evidence accumulation
  • A. Fred, Anil K. Jain
  • Computer Science, Mathematics
  • IEEE Transactions on Pattern Analysis and Machine…
  • 1 June 2005
We explore the idea of evidence accumulation (EAC) for combining the results of multiple clusterings in a clustering ensemble, based on the concept of mutual information between data partitions. Expand
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Face Detection in Color Images
We propose a face detection algorithm for color images in the presence of varying lighting conditions as well as complex backgrounds that generates face candidates based on spatial arrangement of skin patches. Expand
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