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Data Analysis and Optimization: In Honor of Boris Mirkin's 80th Birthday
Hardcover
Series: Springer Optimization and Its Applications, Book 202
Business GeneralDatabasesGeneral Mathematics
ISBN13: 9783031316531
Publisher: Springer Nature
Published: Sep 24 2023
Pages: 422
Weight: 1.80
Height: 1.00 Width: 6.14 Depth: 9.21
Language: English
This book presents the state-of-the-art in the emerging field of data science and includes models for layered security with applications in the protection of sites--such as large gathering places--through high-stake decision-making tasks. Such tasks include cancer diagnostics, self-driving cars, and others where wrong decisions can possibly have catastrophic consequences. Additionally, this book provides readers with automated methods to analyze patterns and models for various types of data, with applications ranging from scientific discovery to business intelligence and analytics.
The style of the written chapters and the provision of a broad yet in-depth overview of data mining, integrating novel concepts from machine learning and statistics, make the book accessible to upper level undergraduate and graduate students in data mining courses. Students and professionals specializing in computer and management science, data mining for high-dimensional data, complex graphs and networks will benefit from the cutting-edge ideas and practically motivated case studies in this book.
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