Language: English
Published by Springer-Nature New York Inc, 2025
ISBN 10: 9819667909 ISBN 13: 9789819667901
Seller: Revaluation Books, Exeter, United Kingdom
Hardcover. Condition: Brand New. 200 pages. 9.26x6.11x8.80 inches. In Stock.
Seller: Books Puddle, New York, NY, U.S.A.
Condition: New.
Language: English
Published by Springer Nature Singapore, Springer Nature Singapore, 2025
ISBN 10: 9819667909 ISBN 13: 9789819667901
Seller: AHA-BUCH GmbH, Einbeck, Germany
Buch. Condition: Neu. Druck auf Anfrage Neuware - Printed after ordering - This book introduces pattern mining by presenting various pattern mining techniques and giving hands-on experience with each technique. Pattern mining is a popular data mining technique with many real-world applications, and involves discovering all user interest-based patterns that may exist in a database. Several models and numerous algorithms were described in the literature to find these patterns in binary databases, quantitative databases, uncertain databases, and streams. Since the lack of a Python toolkit containing these algorithms has limited the wide adaptability of pattern-mining techniques, the author developed Pattern Mining (PAMI) Python library, which currently contains 80+ algorithms to discover useful patterns in transactional databases, temporal databases, quantitative databases, and graphs.The book consists of three main parts: Introduction: The first chapter introduces big data, types of learning techniques, and the importance of pattern mining. The second chapter introduces the PAMI library, its organizational structure, installation, and usage. Pattern mining algorithms and examples: The following chapters present the state-of-the-art techniques for discovering user interest-based patterns in (1) transactional databases, (2) temporal databases, (3) quantitative databases, (4) uncertain databases, (5) sequential databases, and (6) graphs.
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Buch. Condition: Neu. Hands-on Pattern Mining | Theory and Examples with PAMI, Sklearn, Keras, and TensorFlow | Uday Kiran Rage | Buch | xvii | Englisch | 2025 | Springer | EAN 9789819667901 | Verantwortliche Person für die EU: Springer Verlag GmbH, Tiergartenstr. 17, 69121 Heidelberg, juergen[dot]hartmann[at]springer[dot]com | Anbieter: preigu Print on Demand.