Computational Intelligence: Theories, Applications and Future Directions - Volume I

Description

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. Front Matter ....Pages i-xiii Front Matter ....Pages 1-1 Analysis of Weather Data Using Forecasting Algorithms (S. Poornima, M. Pushpalatha, J. Sujit Shankar)....Pages 3-11 K-Data Depth Based Clustering Algorithm (Ishwar Baidari, Channamma Patil)....Pages 13-24 Approximation and Updation of Betweenness Centrality in Dynamic Complex Networks (Prity Kumari, Anurag Singh)....Pages 25-37 Front Matter ....Pages 39-39 High-Dimensional Data Classification Using PSO and Bat Algorithm (Viplove Divyasheesh, Anil Pandey)....Pages 41-51 Feature Learning Using Stacked Autoencoder for Shared and Multimodal Fusion of Medical Images (Vikas Singh, Nishchal K. Verma, Zeeshan Ul Islam, Yan Cui)....Pages 53-66 A New Computational Approach to Identify Essential Genes in Bacterial Organisms Using Machine Learning (Ankur Singhal, Devasheesh Roy, Somit Mittal, Joydip Dhar, Anuraj Singh)....Pages 67-79 Automatic ECG Signals Recognition Based on Time Domain Features Extraction Using Fiducial Mean Square Algorithm (V. Vijendra, Meghana Kulkarni)....Pages 81-94 Front Matter ....Pages 95-95 Segmentation and Border Detection of Melanoma Lesions Using Convolutional Neural Network and SVM (Ashwin R. Jadhav, Arun G. Ghontale, Vimal K. Shrivastava)....Pages 97-108 Image Processing Methods for Automated Assessment of Sperm DNA Integrity (B. Banu Rekha, S. Vidyalakshmi, S. Sree Niranjanaa Bose, T. T. Anusha Devi)....Pages 109-117 Smartphone-Based Ubiquitous Data Sensing and Analysis for Personalized Preventive Care: A Conceptual Framework (Saurabh Singh Thakur, Ram Babu Roy)....Pages 119-132 Dimensionality Reduction-Based Breast Cancer Classification Using Machine Learning (Kuhu Gupta, Rekh Ram Janghel)....Pages 133-146 Front Matter ....Pages 147-147 A New Heuristic for Degree-Constrained Minimum Spanning Tree Problem (Kavita Singh, Shyam Sundar)....Pages 149-160 Event-Triggered Control for Trajectory Tracking by Robotic Manipulator (Ankur Kamboj, Narendra Kumar Dhar, Nishchal K. Verma)....Pages 161-170 Trajectory Tracking of Quad-Rotor UAV Using Fractional Order \(\textit{PI}^{\mu }D^{\lambda }\) Controller (Heera Lal Maurya, L. Behera, Nishchal K. Verma)....Pages 171-186 Evaluation of Security Metrics for System Security Analysis (K. Narasimha Mallikarjunan, S. Mercy Shalinie, K. Sundarakantham, M. Aarthi)....Pages 187-197 Event-Triggered Sliding Mode Control Based Trajectory Tracking in a Cyber-Physical Space (Aniket K. Kar, Narendra Kumar Dhar, Nishchal K. Verma)....Pages 199-211 Front Matter ....Pages 213-213 Discovering Conversational Topics and Emotions Associated with Demonetization Tweets in India (Mitodru Niyogi, Asim Kumar Pal)....Pages 215-226 Evaluation of Classifiers for Detection of Authorship Attribution (Smita Nirkhi)....Pages 227-236 Performance Analysis of Uncertain K-means Clustering Algorithm Using Different Distance Metrics (Swati Aggarwal, Nitika Agarwal, Monal Jain)....Pages 237-245 Query Morphing: A Proximity-Based Data Exploration for Query Reformulation (Jay Patel, Vikram Singh)....Pages 247-259 DDAM: Detecting DDoS Attacks Using Machine Learning Approach (K. Narasimha Mallikarjunan, A. Bhuvaneshwaran, K. Sundarakantham, S. Mercy Shalinie)....Pages 261-273 Community Detection Using Node Attributes: A Non-negative Matrix Factorization Approach (Pranav Nerurkar, Madhav Chandane, Sunil Bhirud)....Pages 275-285 A Comparative Analysis of Community Detection Algorithms on Social Networks (Pranav Nerurkar, Madhav Chandane, Sunil Bhirud)....Pages 287-298 Front Matter ....Pages 299-299 Solving Rubik’s Cube Using Graph Theory (Chanchal Khemani, Jay Doshi, Juhi Duseja, Krapi Shah, Sandeep Udmale, Vijay Sambhe)....Pages 301-317 Multiobjective Virtual Machine Selection for Task Scheduling in Cloud Computing (Ketaki Naik, G. Meera Gandhi, S. H. Patil)....Pages 319-331 Hybrid Swarm Intelligence Algorithm for Detection of Health of an Apple (Lavika Goel, Faizan Mustaq, Charu Tak)....Pages 333-342 Front Matter ....Pages 343-343 Iris Data Classification Using Modified Fuzzy C Means (Nisha Singh, Vivek Srivastava, Komal)....Pages 345-357 A Type-2 Fuzzy Systems Approach for Clustering-Based Identification of a T-S Regression Model (Homanga Bharadhwaj, Vikas Singh, Nishchal K. Verma)....Pages 359-374 Fuzzy Inference Network with Mamdani Fuzzy Inference System (Nishchal K. Verma, Vikas Singh, Shreedharkumar Rajurkar, Mohd Aqib)....Pages 375-388 An Empirical Comparison of Intelligent Controllers for the Ball and Beam System (S. Raghavendra Rao, Raghavendra V. Kulkarni)....Pages 389-402 Health Monitoring of Main Battle Tank Engine Using Mamdani-Type Fuzzy Model (Gaurav Saraswat, Seetaram Maurya, Nishchal K. Verma)....Pages 403-414 Fuzzy Set Theoretic Similarity Measure for Finger Vein Image Retrieval (Devarasan Ezhilmaran, P. Rose Bindu Joseph)....Pages 415-422 Front Matter ....Pages 423-423 Aerodynamic Parameter Modeling Using TS Fuzzy Systems from Flight Data (Dhan Jeet Singh, Nishchal K. Verma, A. K. Ghosh, Jitu Sanwale, Appasaheb Malagaudanavar)....Pages 425-437 Front Matter ....Pages 439-439 Genetic-Algorithm-Based Optimization of Ant Colony Controller for Fractional-Order Systems (A. Kumar, V. Upadhyaya, A. Singh, P. Pandey, R. Sharma)....Pages 441-452 A Hybrid GA-PSO Algorithm to Solve Traveling Salesman Problem (Indresh Kumar Gupta, Samiya Shakil, Sadiya Shakil)....Pages 453-462 A Computational Intelligence Approach for Cancer Detection Using Artificial Immune System (Nishant Keni, Nipun Suradkar, Mihirraj Dixit, Irfan A. Siddavatam, Faruk Kazi)....Pages 463-474 Prediction of the State of Grinding Materials in Run Time Using Genetic Operator (Sonali Sen, Arup Kumar Bhaumik, Jaya Sil)....Pages 475-484 Front Matter ....Pages 485-485 Motion Direction Code—A Novel Feature for Hand Gesture Recognition (Bhumika Pathak, Anand Singh Jalal)....Pages 487-493 Human Fall Detection System over IMU Sensors Using Triaxial Accelerometer (Shubham Ranakoti, Shagneet Arora, Shweta Chaudhary, Shakun Beetan, Amtoj Singh Sandhu, Padmavati Khandnor et al.)....Pages 495-507 Front Matter ....Pages 509-509 Lateral-Directional Aerodynamic Parameter Estimation Using Neuro-fuzzy-Based Method (Ajit Kumar, A. K. Ghosh)....Pages 511-522 Personalized Automation of Electrical and Electronic Devices Using Sensors and Artificial Intelligence—“The Intelligizer System” (Anish Batra, Guneet Singh Sethi, Suman Mann)....Pages 523-537 A Privacy-Preserving Twin Support Vector Machine Classifier for Vertical Partitioned Data (Pritam Anand, Jay Pratap Pandey, Reshma Rastogi (nee Khemchandani), Suresh Chandra)....Pages 539-552 Development of Parsimonious Orthonormal Basis Function Models Using Particle Swarm Optimisation (Lalu Seban, Binoy K. Roy)....Pages 553-563 Fault Detection of Anti-friction Bearing Using AdaBoost Decision Tree (Sangram S. Patil, Vikas M. Phalle)....Pages 565-575 Front Matter ....Pages 577-577 Reduced Switching Loss Model of DPWM-Based MPDTC of NPC Fed Induction Drive (Shivani Patidar, Nishant Kashyap)....Pages 579-588 People Counting with Overhead Camera Using Fuzzy-Based Detector (Nishchal K. Verma, Raghav Dev, Seetaram Maurya, Narendra Kumar Dhar, Pooja Agrawal)....Pages 589-601 Modified Extended Kalman Filter Using Correlations Between Measurement Parameters (Ramanan Sekar, N. Sai Shankar, B. Shiva Shankar, P. V. Manivannan)....Pages 603-615