| Description |
1 online resource (301 pages) |
| Series |
Advances in intelligent systems and computing ; volume 1312 |
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Advances in intelligent systems and computing ; 1312.
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| Contents |
Intro -- Preface -- Acknowledgements -- Contents -- About the Editors -- Performance Analysis of Machine Learning Algorithms Over a Network Traffic -- 1 Introduction -- 2 Literature Survey -- 3 Problem Specifications -- 4 Implementation -- 4.1 The Dataset -- 4.2 The Supervised Learning -- 4.3 The Multilayer Perceptron (MLP) -- 4.4 The Random Forest Classifier -- 4.5 The Support Vector Machine (SVM) -- 5 The Performance Evaluation and Results -- 5.1 The Accuracy -- 6 Conclusion and Future Work -- References |
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Binary PSO-Based Feature Selection and Neural Network for Parkinson's Disease Prediction -- 1 Introduction -- 2 Methodology -- 2.1 Neural Networks -- 3 Results and Discussions -- 4 Conclusion -- References -- An Evolutionary-Based Additive Tree for Enhanced Disease Prediction -- 1 Introduction -- 2 Related Work -- 3 Methodology -- 4 Results and Discussions -- 5 Conclusion -- References -- Novel Defense Framework for Cross-layer Attacks in Cognitive Radio Networks -- 1 Introduction -- 1.1 AI for Cognitive Radio Networks -- 2 Related Works -- 3 Attack Models -- 3.1 PHY Layer Attack Model |
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3.2 Defense Scheme -- 3.3 MAC Layer Attack Model -- 3.4 Defense Scheme -- 3.5 Cross-Layer Attack -- 3.6 Cross-Layer Defense -- 4 Results -- 4.1 Simulation Setup -- 4.2 Results -- 5 Conclusion -- References -- Texture Based Image Retrieval Using GLCM and LBP -- 1 Introduction -- 2 Theoretical Background -- 2.1 Gray Level Co-occurrence Matrixes (GLCM) -- 2.2 Local Binary Patterns (LBP) -- 3 Experimental Results -- 3.1 Statistical Analysis -- 4 Conclusion -- Reference -- Design and Development of Bayesian Optimization Algorithms for Big Data Classification Based on MapReduce Framework |
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1 Introduction -- 2 Correlative Naive Bayes Classifier (CNB) -- 3 Cuckoo Grey Wolf Optimization with Correlative Naïve Bayes Classifier (CGCNB) -- 4 Fuzzy Correlative Naive Bayes Classifier (FCNB) -- 5 Holoentropy Using Correlative Naïve Bayes Classifier for a Big Data Classification (HCNB) -- 6 Results and Discussion -- 6.1 Performance Evaluation -- 7 Conclusion -- References -- An IoT-Based BLYNK Server Application for Infant Monitoring Alert System to Detect Crying and Wetness of a Baby -- 1 Introduction -- 2 Related Work -- 3 The Proposed Architecture of Baby Monitoring System |
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3.1 Baby Cry Detection Algorithm -- 3.2 Wetness Detection Algorithm -- 4 Experimental Results -- 4.1 Noise Detection by the System -- 4.2 Playing Songs -- 4.3 Wetness Detection -- 4.4 Turning on the Fan -- 5 Conclusions and Future Work -- References -- Analysis of DEAP Dataset for Emotion Recognition -- 1 Introduction -- 2 Related Work -- 2.1 Foundations -- 3 Procedure -- 4 Results -- 5 Conclusions and Discussions -- References -- A Machine Learning Approach for Air Pollution Analysis -- 1 Introduction -- 2 Related Work -- 3 Methodology |
| Summary |
This book is a collection of best selected research papers presented at International Conference on Intelligent and Smart Computing in Data Analytics (ISCDA 2020), held at K L University, Guntur, Andhra Pradesh, India. The primary focus is to address issues and developments in advanced computing, intelligent models and applications, smart technologies and applications. It includes topics such as artificial intelligence and machine learning, pattern recognition and analysis, computational intelligence, signal and image processing, bioinformatics, ubiquitous computing, genetic fuzzy systems, hybrid evolutionary algorithms, nature-inspired smart hybrid systems, Internet of things, industrial IoT, health informatics, humancomputer interaction and social network analysis. The book presents innovative work by leading academics, researchers and experts from industry |
| Notes |
International conference proceedings |
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Includes author index |
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Online resource; title from PDF title page (SpringerLink, viewed April 6, 2021) |
| Subject |
Artificial intelligence -- Congresses
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Computer science -- Congresses
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Artificial intelligence
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Computer science
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| Genre/Form |
proceedings (reports)
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Conference papers and proceedings
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Conference papers and proceedings.
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Actes de congrès.
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| Form |
Electronic book
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| Author |
Bhattacharyya, Siddhartha, 1975- editor.
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Nayak, Janmenjoy, editor
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Prakash, Kolla Bhanu, editor.
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Naik, Bighnaraj, editor.
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Abraham, Ajith, 1968- editor.
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| ISBN |
9789813361768 |
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981336176X |
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