Computational Intelligence: Theories, Applications and Future Directions - Volume II: ICCI-2017

✍ Scribed by Nishchal K. Verma, A. K. Ghosh

• Publisher: Springer Singapore
• Year: 2019
• Tongue: English
• Leaves: 660
• Series: Advances in Intelligent Systems and Computing 799
• Edition: 1st ed.
• Category: Library

✦ Synopsis

This book presents selected proceedings of ICCI-2017, discussing theories, applications and future directions in the field of computational intelligence (CI). ICCI-2017 brought together international researchers presenting innovative work on self-adaptive systems and methods. This volume covers the current state of the field and explores new, open research directions. The book serves as a guide for readers working to develop and validate real-time problems and related applications using computational intelligence. It focuses on systems that deal with raw data intelligently, generate qualitative information that improves decision-making, and behave as smart systems, making it a valuable resource for researchers and professionals alike.

✦ Table of Contents

Front Matter ....Pages i-xiii
Front Matter ....Pages 1-1
Fog Computing-Based Autonomic Security Approach to Internet of Things Applications (S. Prabavathy, K. Sundarakantham, S. Mercy Shalinie, K. Narasimha Mallikarjunan)....Pages 3-14
Self-adaptive Frequent Pattern Growth-Based Dynamic Fuzzy Particle Swarm Optimization for Web Document Clustering (Raja Varma Pamba, Elizabeth Sherly, Kiran Mohan)....Pages 15-25
A Feature-Reduced Discretized Random Forest Model for Oral Bioavailability Data Classification (Priyanka Shit, Haider Banka)....Pages 27-37
TelNEClus: Telugu Named Entity Clustering Using Semantic Similarity (SaiKiranmai Gorla, Aditya Chandrashekhar, N. L. Bhanu Murthy, Aruna Malapati)....Pages 39-52
Convolutional Neural Network with Stacked Autoencoder for Kernel Initialization (Vikas Singh, Anirudh Swaminathan, Nishchal K. Verma)....Pages 53-63
Behavioural Analysis of Recent Ransomwares and Prediction of Future Attacks by Polymorphic and Metamorphic Ransomware (Navneet Kaur Popli, Anup Girdhar)....Pages 65-80
Improved EMD Local Energy with SVM for Fault Diagnosis in Air Compressor (Seetaram Maurya, Vikas Singh, Narendra Kumar Dhar, Nishchal K. Verma)....Pages 81-92
Simultaneous Structure and Parameter Learning of Convolutional Neural Network ( Soniya, Sandeep Paul, Lotika Singh)....Pages 93-104
Front Matter ....Pages 105-105
Hybrid Approach for Predicting and Recommending Links in Social Networks (Shashi Prakash Tripathi, Rahul Kumar Yadav, Abhay Kumar Rai, Rajiv Ranjan Tewari)....Pages 107-119
Online Partitioning of Large Graphs for Improving Scalability in Recommender Systems (Vinit Koshti, NVS Abhilash, Karanjit S. Gill, Nikhil Nair, Mahima B. Christian, Prosenjit Gupta)....Pages 121-135
Fuzzy Rough Set-Based Feature Selection with Improved Seed Population in PSO and IDS (Tarun Maini, Abhishek Kumar, Rakesh Kumar Misra, Devender Singh)....Pages 137-149
Domain-Independent Sentiment Analysis in Malayalam (V. Kasthoori, B. Soniya, V. Jayan)....Pages 151-160
Path Planning for Multiple Mobile Robots by Priority Assignment (Ram Kishan Dewangan, Anupam Shukla, W. Wilfred Godfrey)....Pages 161-172
Front Matter ....Pages 173-173
Modified Back Propagation Neural Network for Facial Expression Classification Using Principal Component Analysis and Ridgelet Transform (Ramachandran Vedantham, Lavanya Settipalli, Edara Sreenivasa Reddy)....Pages 175-187
Classification of Hand Movement Stages for Brain–Computer Interface Using Convolutional Neural Network (Kriti Singhal, Evi Agarwal, Arpit Yadav, Anuraj Singh)....Pages 189-199
Neural Net Optimization by Weight-Entropy Monitoring (Seba Susan, Rohit Ranjan, Udyant Taluja, Shivang Rai, Pranav Agarwal)....Pages 201-213
Multimodal Data Fusion and Prediction of Emotional Dimensions Using Deep Neural Network (Dhruv Bhandari, Sandeep Paul, Apurva Narayan)....Pages 215-228
Autoencoding Convolutional Representations for Real-Time Eye-Gaze Detection (Tharun Kumar Reddy, Vinay Gupta, Laxmidhar Behera)....Pages 229-238
Hausdorff Distance-Based Binary Search Tree Multiclass Decomposition Algorithm (Rahul Kumar Sevakula, Nishchal K. Verma)....Pages 239-249
Front Matter ....Pages 251-251
Investigation of RBF Kernelized ANFIS for Fault Diagnosis in Wireless Sensor Networks (Rakesh Ranjan Swain, Tirtharaj Dash, Pabitra Mohan Khilar)....Pages 253-264
On Adaptive Control for AGV with Vision Sensor as an Unknown Nonlinear System (Pankaj Kumar Mishra, Pooja Agrawal, Narendra Kumar Dhar, Nishchal K. Verma)....Pages 265-277
A Modified Extreme Learning ANFIS for Higher Dimensional Regression Problems (C. P. Pramod, Mahendra Singh Tomar, G. N. Pillai)....Pages 279-292
Front Matter ....Pages 293-293
Analysis of Transfer and Residual Learning for Detecting Plant Diseases Using Images of Leaves (Ines Khandelwal, Sundaresan Raman)....Pages 295-306
Batch-Mode Active Learning-Based Superpixel Library Generation for Very High-Resolution Aerial Image Classification (Rajeswari Balasubramaniam, Srivalsan Namboodiri, Gorthi. R. K. Sai Subrahmanyam, Rama Rao Nidamanuri)....Pages 307-318
An Efficient Algorithm for Image Haze Removal in Outdoor Environment (Himanshu Dua, Teena Sharma, Pooja Agrawal, Nishchal K. Verma)....Pages 319-331
Multi-faced Object Recognition in an Image for Inventory Counting (Teena Sharma, Shreedharkumar D. Rajurkar, Nikhil Molangur, Nishchal K. Verma, Al Salour)....Pages 333-346
Detection of Dust Deposition Using Convolutional Neural Network for Heritage Images (Teena Sharma, Pooja Agrawal, Nishchal K. Verma)....Pages 347-359
Railway Corridor Monitoring Using Deep Drone Vision (Sushanth Ikshwaku, Amrutha Srinivasan, Ashley Varghese, Jayavardhana Gubbi)....Pages 361-372
SURF–MSER Based 3D Mapping Using RGB-D Camera on Automated Vehicle (Nishchal K. Verma, Aquib Mustafa, Narendra Kumar Dhar, Vibhav Sarraf)....Pages 373-386
Rotation-Invariant Descriptor for Disparate Images Using Line Segments (Piyush Sahoo, Teena Sharma, Pooja Agrawal, Nishchal K. Verma)....Pages 387-405
Object Detection and Recognition Using Small Labeled Datasets (Akhilesh Raj, Kanishk Gandhi, Bhanu Teja Nalla, Nishchal K. Verma)....Pages 407-419
Front Matter ....Pages 421-421
Multi-objective OPF Problem Analysis with Practical Constraints in the Presence of FACTS Devices Using NSHCSA (M. Balasubbareddy)....Pages 423-434
A Unified TOPSIS Approach to MADM Problems in Interval-Valued Intuitionistic Fuzzy Environment (Samir Kumar, Animesh Biswas)....Pages 435-447
Computational Intelligence for Localization of Mobile Wireless Sensor Networks (Vaishali R. Kulkarni, Veena Desai)....Pages 449-463
Reasoning for Uncertainty and Rough Set-Based Approach for an Efficient Biometric Identification: An Application Scenario (Ajeet Singh, Vikas Tiwari, Priyanka Garg, Appala Naidu Tentu)....Pages 465-476
Butterfly Constrained Optimizer for Constrained Optimization Problems (Abhishek Kumar, Tarun Maini, Rakesh Kumar Misra, Devender Singh)....Pages 477-486
Multimodal Medical Image Fusion Based on Fuzzy Sets with Orthogonal Teaching–Learning-Based Optimization (T. Tirupal, B. Chandra Mohan, S. Srinivas Kumar)....Pages 487-499
Inspection–Repair-Based Availability Optimization of Distribution System Using Bare Bones Particle Swarm Optimization (Aditya Tiwary)....Pages 501-518
Butterfly Optimizer for Placement and Sizing of Distributed Generation for Feeder Phase Balancing (Sujeet Mishra, Abhishek Kumar, Devender Singh, Rakesh Kumar Misra)....Pages 519-530
Differential Evolution-Based Matched Wavelet for Differential Protection of Transformer (Arpita Roy, Devender Singh, Rakesh K. Misra)....Pages 531-541
Front Matter ....Pages 543-543
Dynamic Texture Recognition from Multi-offset Temporal Intensity Co-occurrence Matrices with Local Pattern Matching (Seba Susan, Minni Mittal, Srishti Bansal, Prachi Agrawal)....Pages 545-555
Multimodal Biometric Authentication System Using Hand Shape, Palm Print, and Hand Geometry (Gaurav Jaswal, Amit Kaul, Ravinder Nath)....Pages 557-570
Digital Image Restoration of Historical Devanagari Manuscripts (Nidhi Dubey)....Pages 571-583
Emotion Classification from Facial Expressions Using Cascaded Regression Trees and SVM (Manjot Singh Bilkhu, Samarth Gupta, Vinay K. Srivastava)....Pages 585-594
Multi-layer Classification Approach for Online Handwritten Gujarati Character Recognition (Vishal A. Naik, Apurva A. Desai)....Pages 595-606
A Local Information-Based Fuzzy C-Means for Brain MRI Segmentation (Anu Mangla, Chandan Singh)....Pages 607-619
Analysis and Classification of Discriminative Region in Cognitive Functional MRI Data (J. Siva Ramakrishna, Hariharan Ramasangu)....Pages 621-633
Face Image Super-Resolution Using Differential Evolutionary Algorithm (Shyam Singh Rajput, K. V. Arya, Vijay Kumar Bohat)....Pages 635-644
Noise-Robust Low-Resolution Face Recognition Using SIFT Features (K. V. Arya, Shyam Singh Rajput, Shambhavi Upadhyay)....Pages 645-655
Low-Dose CT Image Reconstruction Using Complex Diffusion Regularization (Kavkirat Kaur, Shailendra Tiwari)....Pages 657-668
MatConvNet-Based Fast Method for Cervical MR Images Classification (Gyanendra K. Verma, Jagdeep S. Lather, Ankur Kaushal)....Pages 669-679

✦ Subjects

Engineering; Computational Intelligence