Data Representation, Preprocessing, and Dimensionality Reduction - Softcover

Kumari, Parveen; Raghav, Yogita Yashveer; Mehta, Vandana

Softcover

ISBN 10: 6630237846 ISBN 13: 9786630237849

Verlag: LAP LAMBERT Academic Publishing, 2026

Inhaltsangabe

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.

Über diesen Titel

Über die Autorin bzw. den Autor

Ms. Parveen Kumari is an Assist. Professor (CSE-AI&ML) at Dronacharya College of Engineering, Gurugram, Haryana, India.Dr. Yogita Yashveer Raghav is an Assist. Professor at K.R. Mangalam University and Chairperson of the Centre of Excellence - Cloud Computing (COE-CC).Ms. Vandana is an Assist. Professor (CSE) at The NorthCap University, Gurugram.

Details zur Ausgabe

• Verlag: LAP LAMBERT Academic Publishing
• Erscheinungsdatum: 2026
• Sprache: Englisch
• ISBN 10: 6630237846
• ISBN 13: 9786630237849
• Einband: Taschenbuch
• Anzahl der Seiten: 244
• Kontakt zum Hersteller: Nicht verfügbar
• Verantwortliche Person: KreGa Onlinehandel GmbH; 4950000000000; info@krega-onlinehandel.de; ; Birkenweg 31; Brakel; 33034; Deutschland