Data Representation, Preprocessing, and Dimensionality Reduction (Paperback)

Language: English

Published by LAP Lambert Academic Publishing, 2026

6630237846 / 9786630237849

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Paperback. Data Representation, Preprocessing, and Dimensionality Reduction provides a comprehensive introduction to the essential techniques used for preparing data for analytics, machine learning, and artificial intelligence applications. The book explores methods for representing structured and unstructured data, handling missing values, noise, and inconsistencies, and transforming raw data into meaningful formats. It also covers feature selection, feature extraction, normalization, encoding, and dimensionality reduction techniques such as PCA and other modern approaches. Through practical examples and real-world applications, the book demonstrates how effective data preprocessing and dimensionality reduction improve model performance, computational efficiency, and decision-making accuracy in data-driven environments. This item is printed on demand. Shipping may be from our Sydney, NSW warehouse or from our UK or US warehouse, depending on stock availability.

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Bibliographic details

Title
Data Representation, Preprocessing, and Dimensionality Reduction (Paperback)
Author
Parveen Kumari
Publisher
LAP Lambert Academic Publishing
Publication year
2026
Condition
new
Binding
Paperback
Language
English
ISBN 10
6630237846
ISBN 13
9786630237849

AussieBookSeller

Truganina, VIC, Australia

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AbeBooks seller since June 22, 2007

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