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Journal ArticleDOI

Pattern Classification and Scene Analysis.

Ulf Grenander, +2 more
- 01 Sep 1974 - 
- Vol. 69, Iss: 347, pp 829
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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.

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An active learning framework for content-based information retrieval

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

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

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.