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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An active learning framework for content-based information retrieval
Cha Zhang,Tsuhan Chen +1 more
TL;DR: This work proposes a general active learning framework for content-based information retrieval and uses this framework to guide hidden annotations in order to improve the retrieval performance.
Journal ArticleDOI
Rough Set Based Generalized Fuzzy $C$ -Means Algorithm and Quantitative Indices
Pradipta Maji,Sankar K. Pal +1 more
TL;DR: The RFPCM comprises a judicious integration of the principles of rough and fuzzy sets that incorporates both probabilistic and possibilistic memberships simultaneously to avoid the problems of noise sensitivity of fuzzy C-means and the coincident clusters of PCM.
Journal ArticleDOI
Application of metabolomics to plant genotype discrimination using statistics and machine learning
TL;DR: It is shown clearly that the two background lines can be discrimated between each other and their progeny, and indicated that theTwo progeny lines can also be discriminated.
Proceedings ArticleDOI
Class prediction and discovery using gene expression data
TL;DR: A method for performing class prediction is described and illustrated by correctly classifying bone marrow and blood samples from acute leukemia patients, and it is demonstrated how this technique could have discovered the key distinctions among leukemias if they were not already known.
Journal ArticleDOI
Inferring surface trace and differential structure from 3-D images
P.T. Sander,Steven W. Zucker +1 more
TL;DR: A functional minimization algorithm utilizing overlapping local charts to refine surface points and curvature estimates is presented, and an implementation as an iterative constraint satisfaction procedure based on local surface smoothness properties is developed.