UGC Approved Journal no 63975(19)

ISSN: 2349-5162 | ESTD Year : 2014
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Published in:

Volume 6 Issue 5
May-2019
eISSN: 2349-5162

UGC and ISSN approved 7.95 impact factor UGC Approved Journal no 63975

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Published Paper ID:
JETIREY06127


Registration ID:
312789

Page Number

668-673

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Title

Classification and Visualization Using Non-Linear Dimensionality Reduction

Authors

Abstract

During the most recent couple of years we have encountered an explosive development in the measure of information that is being gathered, prompting the creation of extremely enormous databases, for example, commercial information distribution centers. New applications have risen that require the storage and retrieval of massive amounts of information; for instance: protein matching in biomedical applications, fingerprint acknowledgment, meteorological predictions, and satellite image repositories. In this paper we address the issue of utilizing local embeddings for information perception in two and three dimensions, and for grouping. We advocate their utilization on the premise that they give a productive mapping method from the first component of the information, to a lower intrinsic dimension. Authors portray how they can precisely catch the client's recognition of similarity in high-dimensional information for representation purposes. Also, authors exploit the low-dimensional mapping given by these embeddings, to grow new grouping strategies, and authors show tentatively that the grouping exactness is practically identical (though utilizing less dimensions} to various other classification procedures.

Key Words

Characterization, Classification, Mapping, Non-linear dimensionality reduction, Visualization.

Cite This Article

"Classification and Visualization Using Non-Linear Dimensionality Reduction", International Journal of Emerging Technologies and Innovative Research (www.jetir.org), ISSN:2349-5162, Vol.6, Issue 5, page no.668-673, May-2019, Available :http://www.jetir.org/papers/JETIREY06127.pdf

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2349-5162 | Impact Factor 7.95 Calculate by Google Scholar

An International Scholarly Open Access Journal, Peer-Reviewed, Refereed Journal Impact Factor 7.95 Calculate by Google Scholar and Semantic Scholar | AI-Powered Research Tool, Multidisciplinary, Monthly, Multilanguage Journal Indexing in All Major Database & Metadata, Citation Generator

Cite This Article

"Classification and Visualization Using Non-Linear Dimensionality Reduction", International Journal of Emerging Technologies and Innovative Research (www.jetir.org | UGC and issn Approved), ISSN:2349-5162, Vol.6, Issue 5, page no. pp668-673, May-2019, Available at : http://www.jetir.org/papers/JETIREY06127.pdf

Publication Details

Published Paper ID: JETIREY06127
Registration ID: 312789
Published In: Volume 6 | Issue 5 | Year May-2019
DOI (Digital Object Identifier):
Page No: 668-673
Country: -, -, India .
Area: Engineering
ISSN Number: 2349-5162
Publisher: IJ Publication


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