Reducing the Computational Requirements of the Nearest Neighbor Classifier

Language: English

Published by GRIN Verlag Okt 2019, 2019

3346003949 / 9783346003942

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This item is printed on demand - Print on Demand Titel. Neuware -Doctoral Thesis / Dissertation from the year 2018 in the subject Engineering - Computer Engineering, Jawaharlal Nehru University , language: English, abstract: The tremendous growth of data due to the Internet and electronic commerce has created serious challenges to the researches in pattern recognition. There is a need of processing and analysing data. Advances in data mining and knowledge discovery provide the requirement of new approaches to reduce the data. In this work, methods are proposed to overcome the computational requirements of the nearest neighbor classifiers. The work shows some of the possible remedies to overcome problems with nearest neighbor based classifiers. The work proposes a new method of reducing the data set size. The author reduces the data set size in terms of number of samples and also in terms of number of features. Therefore, the holistic goal of the work is to reduce the time and space requirements and at the same time not to degrade the performance of the nearest neighbor classifier. The nearest neighbor classifier is a popular non-parametric classifier used in many fields since the 1950s. It is conceptually a simple classifier and shows good performance.GRIN Publishing GmbH, Waltherstraße 23, 80337 München 144 pp. Englisch.

Seller Inventory # 9783346003942

Title
Reducing the Computational Requirements of the Nearest Neighbor Classifier
Author
Raja Kumar
Publisher
GRIN Verlag Okt 2019
Publication year
2019
Condition
Neu
Binding
Taschenbuch
Language
English
ISBN 10
3346003949
ISBN 13
9783346003942
Item weight
219 grams
Dimensions
210x148x11 mm

buchversandmimpf2000

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