Hands-on Pattern Mining: Theory and Examples with PAMI, Sklearn, Keras, and TensorFlow
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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.
· Applications: The book concludes with several applications, where the predicted knowledge using TensorFlow and PyTorch was transformed into a database to discover future trends or patterns.
Details
- Publisher
- Springer Nature Singapore
- Author
- Uday Kiran Rage
- Format
- Hardcover
- Published
- Jul 11, 2025
- ISBN-13
- 9789819667901
- Pages
- 182
- Printing
- Printed on demand
Hands-on Pattern Mining for groups: pricing
Volume pricing applies automatically in your cart. No codes, no account needed.
| Copies | Price per copy | You save |
|---|---|---|
| 25 – 49 | $57.19 | 12% off list |
| 50 – 99 | $56.54 | 13% off list |
| 100+ | $55.89 | 14% off list |
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Hands-on Pattern Mining: Theory and Examples with PAMI, Sklearn, Keras, and TensorFlow
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