Agarwal Machine Intelligence and Signal Processing

Machine Intelligence and Signal Processing

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Proceedings of International Conference, MISP 2019

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Beschreibung

This book features selected high-quality research papers presented at the International Conference on Machine Intelligence and Signal Processing (MISP 2019), held at the Indian Institute of Technology, Allahabad, India, on September 7–10, 2019. The book covers the latest advances in the fields of machine learning, big data analytics, signal processing, computational learning theory, and their real-time applications. The topics covered include support vector machines (SVM) and variants like least-squares SVM (LS-SVM) and twin SVM (TWSVM), extreme learning machine (ELM), artificial neural network (ANN), and other areas in machine learning. Further, it discusses the real-time challenges involved in processing big data and adapting the algorithms dynamically to improve the computational efficiency. Lastly, it describes recent developments in processing signals, for instance, signals generated from IoT devices, smart systems, speech, and videos andaddresses biomedical signal processing: electrocardiogram (ECG) and electroencephalogram (EEG).


This book features selected high-quality research papers presented at the International Conference on Machine Intelligence and Signal Processing (MISP 2019), held at the Indian Institute of Technology, Allahabad, India, on September 7–10, 2019. The book covers the latest advances in the fields of machine learning, big data analytics, signal processing, computational learning theory, and their real-time applications. The topics covered include support vector machines (SVM) and variants like least-squares SVM (LS-SVM) and twin SVM (TWSVM), extreme learning machine (ELM), artificial neural network (ANN), and other areas in machine learning. Further, it discusses the real-time challenges involved in processing big data and adapting the algorithms dynamically to improve the computational efficiency. Lastly, it describes recent developments in processing signals, for instance, signals generated from IoT devices, smart systems, speech, and videos and addresses biomedical signal processing: electrocardiogram (ECG) and electroencephalogram (EEG).


Presents recent advances in the areas of data mining, artificial intelligence, and machine learning methods and algorithms Discusses applications for studying human brain disorders Serves as a valuable reference resource for future work

Autor*in

Sonali Agarwal

Themen in »Machine Intelligence and Signal Processing«

Signal Processing Machine Learning Conference Proceedings MISP MISP 2019 Time-frequency Analysis Kernel Design

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Details

ISBN: 9789811513657
Verlag: Springer Singapore
Erscheinung: 26.02.2020

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