Multimedia Big Data Computing for IoT Applications: Concepts, Paradigms and Solutions

✍ Scribed by Sudeep Tanwar, Sudhanshu Tyagi, Neeraj Kumar

• Publisher: Springer Singapore
• Year: 2020
• Tongue: English
• Leaves: 477
• Series: Intelligent Systems Reference Library 163
• Edition: 1st ed.
• Category: Library

✦ Synopsis

This book considers all aspects of managing the complexity of Multimedia Big Data Computing (MMBD) for IoT applications and develops a comprehensive taxonomy. It also discusses a process model that addresses a number of research challenges associated with MMBD, such as scalability, accessibility, reliability, heterogeneity, and Quality of Service (QoS) requirements, presenting case studies to demonstrate its application. Further, the book examines the layered architecture of MMBD computing and compares the life cycle of both big data and MMBD. Written by leading experts, it also includes numerous solved examples, technical descriptions, scenarios, procedures, and algorithms.

✦ Table of Contents

Front Matter ....Pages i-xiv
Front Matter ....Pages 1-1
Introduction to Multimedia Big Data Computing for IoT ( Sharmila, Dhananjay Kumar, Pramod Kumar, Alaknanda Ashok)....Pages 3-36
Energy Conservation in Multimedia Big Data Computing and the Internet of Things—A Challenge (Pimal Khanpara, Kruti Lavingia)....Pages 37-57
An Architecture for the Real-Time Data Stream Monitoring in IoT (Mario José Diván, María Laura Sánchez Reynoso)....Pages 59-100
Deep Learning for Multimedia Data in IoT (Srinidhi Hiriyannaiah, B. S. Akanksh, A. S. Koushik, G. M. Siddesh, K. G. Srinivasa)....Pages 101-129
Random Forest-Based Sarcastic Tweet Classification Using Multiple Feature Collection (Rajeev Kumar, Jasandeep Kaur)....Pages 131-160
Front Matter ....Pages 161-161
Peak-to-Average Power Ratio Reduction in FBMC Using SLM and PTS Techniques (Arun Kumar, Manisha Gupta)....Pages 163-183
Intelligent Personality Analysis on Indicators in IoT-MMBD-Enabled Environment (Rohit Rastogi, D. K. Chaturvedi, Santosh Satya, Navneet Arora, Piyush Trivedi, Akshay Kr. Singh et al.)....Pages 185-215
Data Reduction in MMBD Computing (Yosef Hasan Jbara)....Pages 217-245
Large-Scale MMBD Management and Retrieval (Manish Devgan, Deepak Kumar Sharma)....Pages 247-267
Data Reduction Technique for Capsule Endoscopy (Kuntesh Jani, Rajeev Srivastava)....Pages 269-285
Front Matter ....Pages 287-287
Multimedia Social Big Data: Mining (Akshi Kumar, Saurabh Raj Sangwan, Anand Nayyar)....Pages 289-321
Advertisement Prediction in Social Media Environment Using Big Data Framework (Krishna Kumar Mohbey, Sunil Kumar, Vartika Koolwal)....Pages 323-341
MMBD Sharing on Data Analytics Platform (Manish Devgan, Deepak Kumar Sharma)....Pages 343-366
Legal/Regulatory Issues for MMBD in IoT (Prateek Pandey, Ratnesh Litoriya)....Pages 367-388
Front Matter ....Pages 389-389
Recent Advancements in Multimedia Big Data Computing for IoT Applications in Precision Agriculture: Opportunities, Issues, and Challenges (Shradha Verma, Anshul Bhatia, Anuradha Chug, Amit Prakash Singh)....Pages 391-416
Applications of Machine Learning in Improving Learning Environment (Pallavi Asthana, Bramah Hazela)....Pages 417-433
Network-Based Applications of Multimedia Big Data Computing in IoT Environment (Anupam Singh, Satyasundara Mahapatra)....Pages 435-452
Evolution in Big Data Analytics on Internet of Things: Applications and Future Plan (Rohit Sharma, Pankaj Agarwal, Rajendra Prasad Mahapatra)....Pages 453-477

✦ Subjects

Engineering; Computational Intelligence; Big Data; Multimedia Information Systems; Information Systems Applications (incl.Internet)