Nature-Inspired Computation in Data Mining and Machine Learning

£99.50

Nature-Inspired Computation in Data Mining and Machine Learning

Data mining Artificial intelligence Expert systems / knowledge-based systems

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Collection: Studies in Computational Intelligence

Language: English

Published by: Springer

Published on: 3rd September 2019

Format: LCP-protected ePub

Size: 24 Mb

ISBN: 9783030285531


Overview

This book reviews the latest developments in nature-inspired computation, with a focus on the cross-disciplinary applications in data mining and machine learning. Data mining, machine learning and nature-inspired computation are current hot research topics due to their importance in both theory and practical applications. Adopting an application-focused approach, each chapter introduces a specific topic, with detailed descriptions of relevant algorithms, extensive literature reviews and implementation details.

Topics Covered

Covering topics such as nature-inspired algorithms, swarm intelligence, classification, clustering, feature selection, cybersecurity, learning algorithms over cloud, extreme learning machines, object categorization, particle swarm optimization, flower pollination, firefly algorithms, and neural networks, it also presents case studies and applications, including classifications of crisis-related tweets, extraction of named entities in the Tamil language, performance-based prediction of diseases, and healthcare services. This book is both a valuable reference resource and a practical guide for students, researchers and professionals in computer science, data and management sciences, artificial intelligence and machine learning.

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