Title Intelligent computing : proceedings of the 2020 Computing Conference. Volume 3 / edited by Kohei Arai, Supriya Kapoor, Rahul Bhatia

Published Cham : Springer, 2020

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Description 1 online resource (xi, 721 pages) : illustrations (some color) Series Advances in intelligent systems and computing, 2194-5357 ; volume 1230 Advances in intelligent systems and computing ; 1230. 2194-5357 Contents Intro -- Editor's Preface -- Contents -- Preventing Neural Network Weight Stealing via Network Obfuscation -- 1 Introduction -- 2 Mathematical Model of Unrobust Networks -- 2.1 Fully Connected Layers -- 2.2 Decomposing Neurons -- 2.3 Introducing Deceptive Neurons -- 3 Experiments -- 3.1 Simulation of a Simple Network -- 3.2 Simulations on the MNIST Dataset -- 4 Conclusion -- References -- Applications of Z-Numbers and Neural Networks in Engineering -- 1 Introduction -- 2 Theoretical Background -- 2.1 Z-Numbers -- 2.2 Neural Networks 3 Comparison Analysis of Neural Networks and Z-Number Systems -- 4 Combined Z-Number and Neural Network Techniques -- 4.1 Why Apply Z-Numbers in Neural Networks -- 4.2 Complexity in Applying Z-Numbers in Neural Networks -- 4.3 Examples of Combined Z-Number and Neural Network Techniques -- 5 Conclusion -- References -- 5G-FOG: Freezing of Gait Identification in Multi-class Softmax Neural Network Exploiting 5G Spectrum -- 1 Introduction -- 2 Experimental Setup -- 3 FOG Detection Methodology -- 4 Result and Discussion -- 5 Conclusion -- References Adaptive Blending Units: Trainable Activation Functions for Deep Neural Networks -- 1 Introduction -- 2 Related Work -- 3 Adaptive Scaling and Adaptive Blending Units -- 3.1 Methods -- 3.2 Performance -- 3.3 Analysis -- 4 Normalized Blending Weights -- 4.1 Methods -- 4.2 Performance and Analysis -- 5 Pre-training Scaling and Blending Weights -- 6 Limitations -- 7 Conclusion and Outlook -- References -- Application of Neural Networks to Characterization of Chemical Sensors -- 1 Introduction -- 2 Materials and Methods -- 3 Results -- 4 Discussion and Conclusion -- References Application of Machine Learning in Deception Detection -- 1 Introduction -- 2 Related Works -- 3 System Design -- 3.1 Extracting the Verbal Features -- 3.2 Nonverbal Features Extraction Using ASM -- 4 Neurofuzzy Model Implementation (ANFIS) -- 4.1 Training with Verbal Cues -- 4.2 Result Testing and Evaluation -- 4.3 Performance of Different Classifiers on the Verbnon Dataset -- 5 Conclusion -- References -- A New Approach to Estimate the Discharge Coefficient in Sharp-Crested Rectangular Side Orifices Using Gene Expression Programming -- 1 Introduction -- 1.1 Related Works 1.2 Research Objective -- 2 Gene Expression Programming (GEP) -- 3 Data Collection -- 4 Methodology -- 5 Results and Discussion -- 6 Conclusions -- References -- DiaTTroD: A Logical Agent Diagnostic Test for Tropical Diseases -- 1 Introduction -- 2 Related Work -- 3 DiaTTroD: Diagnostic Test for Tropical Diseases -- 3.1 Sensation and Perception -- 3.2 Knowledge Engineering of DiaTTroD -- 3.3 Implementation -- 4 Testing and Results -- 4.1 Design of DiaTTroD -- 4.2 Comparison of DiaTTroD with Other Work -- 5 Conclusion and Future Work -- References Summary This book focuses on the core areas of computing and their applications in the real world. Presenting papers from the Computing Conference 2020 covers a diverse range of research areas, describing various detailed techniques that have been developed and implemented. The Computing Conference 2020, which provided a venue for academic and industry practitioners to share new ideas and development experiences, attracted a total of 514 submissions from pioneering academic researchers, scientists, industrial engineers and students from around the globe. Following a double-blind, peer-review process, 160 papers (including 15 poster papers) were selected to be included in these proceedings. Featuring state-of-the-art intelligent methods and techniques for solving real-world problems, the book is a valuable resource and will inspire further research and technological improvements in this important area Notes International conference proceedings Includes author index Online resource; title from PDF title page (SpringerLink, viewed July 28, 2020) Subject Computational intelligence -- Congresses Artificial intelligence -- Congresses Information technology -- Congresses Artificial intelligence Computational intelligence Information technology Genre/Form proceedings (reports) Conference papers and proceedings Conference papers and proceedings. Actes de congrès. Form Electronic book Author Arai, Kohei, editor. Kapoor, Supriya, editor. Bhatia, Rahul, editor. ISBN 9783030522438 3030522431

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