Advances in Hybridization of Intelligent Methods - Models, Systems and Applications

This book presents recent research on the hybridization of intelligent methods, which refers to combining methods to solve complex problems. It discusses hybrid approaches covering different areas of intelligent methods and technologies, such as neural networks, swarm intelligence, machine learning, reinforcement learning, deep learning, agent-based approaches, knowledge-based system and image processing. The book includes extended and revised versions of invited papers presented at the 6th International Workshop on Combinations of Intelligent Methods and Applications (CIMA 2016), held in The Hague, Holland, in August 2016.
The book is intended for researchers and practitioners from academia and industry interested in using hybrid methods for solving complex problems.

List of contents

Deep Learning Approaches for Facial Emotion Recognition: A Case Study on FER-2013.- Analysis of Biologically Inspired Swarm Communication Models.- Target-Dependent Sentiment Analysis of Tweets using Bi-directional Gated Recurrent Neural Networks.- Traffic Modelling, Visualisation and Prediction for Urban Mobility Management.- Assurance in Reinforcement Learning Using Quantitative Verification.- Distillation of Deep Learning Ensembles as a Regularisation method.- Heuristic Constraint Answer Set Programming for Manufacturing Problems.

Summary

Presents hybrids of intelligent methods involving models, systems, and applications
Provides hybrid approaches covering different areas of intelligent methods and technologies, such as neural networks, swarm intelligence, machine learning, reinforcement learning, deep learning, agent-based approaches, knowledge-based systems, and image processing.
Includes extended and revised versions of invited papers presented at the 6th International Workshop on Combinations of Intelligent Methods and Applications (CIMA 2016), held in The Hague, Holland, in August 2016

Product details

• Assisted by: Ioanni Hatzilygeroudis (Editor), Ioannis Hatzilygeroudis (Editor), Palade (Editor), Palade (Editor), Vasile Palade (Editor)
• Publisher: Springer, Berlin
• Languages: English
• Product format: Hardback
• Released: 01.01.2017
• EAN: 9783319667898
• ISBN: 978-3-31-966789-8
• No. of pages: 147
• Dimensions: 161 mm x 244 mm x 14 mm
• Weight: 356 g
• Illustrations: IX, 147 p. 44 illus., 23 illus. in color.
• Series: Smart Innovation, Systems and Technologies; Smart Innovation, Systems and Technologies
• Subjects: Natural sciences, medicine, IT, technology > Technology > General, dictionaries; B, Artificial Intelligence, engineering, Signal, Image and Speech Processing, Signal Processing, Computational Intelligence, Mathematical modelling, Speech processing systems, Digital and Analog Signal Processing, Imaging systems & technology, Image processing, Neural networks (Computer science)