Data Science and Big Data Analytics

✍ Scribed by Durgesh Kumar Mishra, Xin-She Yang, Aynur Unal

• Publisher: Springer Singapore
• Year: 2019
• Tongue: English
• Leaves: 418
• Series: Lecture Notes on Data Engineering and Communications Technologies 16
• Edition: 1st ed.
• Category: Library

✦ Synopsis

This book presents conjectural advances in big data analysis, machine learning and computational intelligence, as well as their potential applications in scientific computing. It discusses major issues pertaining to big data analysis using computational intelligence techniques, and the conjectural elements are supported by simulation and modelling applications to help address real-world problems. An extensive bibliography is provided at the end of each chapter. Further, the main content is supplemented by a wealth of figures, graphs, and tables, offering a valuable guide for researchers in the field of big data analytics and computational intelligence.

✦ Table of Contents

Front Matter ....Pages i-xxiv
A Study of the Correlation Between Internet Addiction and Aggressive Behaviour Among the Namibian University Students (Poonam Dhaka, Cynthia Naris)....Pages 1-9
Genetic Algorithm Approach for Optimization of Biomass Estimation at LiDAR ( Sonika, Aditi Jain)....Pages 11-27
E-alive: An Integrated Platform Based on Machine Learning Techniques to Aware and Educate Common People with the Current Statistics of Maternal and Child Health Care (Garima Malik, Sonakshi Vij, Devendra Tayal, Amita Jain)....Pages 29-42
An Effective TCP’s Congestion Control Approach for Cross-Layer Design in MANET (Pratik Gite, Saurav Singh Dhakad, Aditya Dubey)....Pages 43-56
Baron-Cohen Model Based Personality Classification Using Ensemble Learning (Ashima Sood, Rekha Bhatia)....Pages 57-65
Investigation of MANET Routing Protocols via Quantitative Metrics (Sunil Kumar Jangir, Naveen Hemrajani)....Pages 67-79
Review on Internet Traffic Sharing Using Markov Chain Model in Computer Network (Sarla More, Diwakar Shukla)....Pages 81-98
Anomaly Detection Using Dynamic Sliding Window in Wireless Body Area Networks (G. S. Smrithy, Ramadoss Balakrishnan, Nikita Sivakumar)....Pages 99-108
Effective Healthcare Services by IoT-Based Model of Voluntary Doctors (Bharat B. Prajapati, Satyen M. Parikh, Jignesh M. Patel)....Pages 109-116
Emotional State Recognition with EEG Signals Using Subject Independent Approach (Pallavi Pandey, K. R. Seeja)....Pages 117-124
Development of Early Prediction Model for Epileptic Seizures (Anjum Shaikh, Mukta Dhopeshwarkar)....Pages 125-138
Research Issue in Data Anonymization in Electronic Health Service: A Survey (Amanuel Gebrehiwot, Ambika V. Pawar)....Pages 139-148
Prediction of Cervical Cancer Based on the Life Style, Habits, and Diseases Using Regression Analysis Framework (K. Vinoth Raja, M. Thangamani Murugesan)....Pages 149-167
Novel Outlier Detection by Integration of Clustering and Classification (Sarita Tripathy, Laxman Sahoo)....Pages 169-176
A Review of Wireless Charging Nodes in Wireless Sensor Networks (Shiva Prakash, Vikas Saroj)....Pages 177-188
Leeway of Lean Concept to Optimize Big Data in Manufacturing Industry: An Exploratory Review (Hardik Majiwala, Dilay Parmar, Pankaj Gandhi)....Pages 189-199
Monitoring Public Participation in Multilateral Initiatives Using Social Media Intelligence (Ulanat Mini, Vijay Nair, K. Poulose Jacob)....Pages 201-214
An Efficient Context-Aware Music Recommendation Based on Emotion and Time Context (C. Selvi, E. Sivasankar)....Pages 215-228
Implementation of Improved Energy-Efficient FIR Filter Using Reversible Logic (Lavisha Sahu, Umesh Kumar, Lajwanti Singh)....Pages 229-238
A Study on Benefits of Big Data for Healthcare Sector of India (Komal Sindhi, Dilay Parmar, Pankaj Gandhi)....Pages 239-246
Handling Uncertainty in Linguistics Using Probability Theory (Annapurna P. Patil, Aditya Barsainya, Sairam Anusha, Devadas Keerthana, Manoj J. Shet)....Pages 247-254
Review of Quality of Service Based Techniques in Cloud Computing ( Geeta, Shiva Prakash)....Pages 255-265
Skyline Computation for Big Data (R. D. Kulkarni, B. F. Momin)....Pages 267-276
Human Face Detection Enabled Smart Stick for Visually Impaired People (Shivam Anand, Amit Kumar, Meenakshi Tripathi, Manoj Singh Gaur)....Pages 277-289
Web-Based Service Recommendation System by Considering User Requirements (Neha Malviya, Sarika Jain)....Pages 291-302
Unsupervised Machine Learning for Clustering the Infected Leaves Based on the Leaf-Colors (K. Ashok Kumar, B. Muthu Kumar, A. Veeramuthu, V. S. Mynavathi)....Pages 303-312
Real-Time Big Data Analysis Architecture and Application (Nandani Sharma, Manisha Agarwal)....Pages 313-320
Missing Value Imputation in Medical Records for Remote Health Care (Sayan Das, Jaya Sil)....Pages 321-331
Recommendation Framework for Diet and Exercise Based on Clinical Data: A Systematic Review (Vaishali S. Vairale, Samiksha Shukla)....Pages 333-346
Security Assessment of SAODV Protocols in Mobile Ad hoc Networks (Megha Soni, Brijendra Kumar Joshi)....Pages 347-355
Secure Sum Computation Using Homomorphic Encryption (Rashid Sheikh, Durgesh Kumar Mishra)....Pages 357-363
Automated Workload Management Using Machine Learning (K. Deivanai, V. Vijayakumar, Priyanka)....Pages 365-378
Multi-user Detection in Wireless Networks Using Decision Feedback Signal Cancellation (Monika Sharma, Balwant Prajapat)....Pages 379-387
ANN-Based Predictive State Modeling of Finite State Machines (Nishat Anjum, Balwant Prajapat)....Pages 389-400
Deep Dive Exploration of Mixed Reality in the World of Big Data (Prajal Mishra)....Pages 401-404
Back Matter ....Pages 405-406

✦ Subjects

Engineering; Computational Intelligence; Big Data; Data Mining and Knowledge Discovery; Systems and Data Security