1st Edition

Research Advances in Intelligent Computing

    330 Pages 160 B/W Illustrations
    by CRC Press

    Since the invention of computers and other similar machines, scientists and researchers have been trying very hard to enhance their capabilities to perform various tasks. As a result, the capabilities of computers are growing exponentially day by day in terms of diverse working domains, versatile jobs, processing speed, and reduced size. Now, we are in the race to make these machines as intelligent as human beings. Artificial intelligence (AI) came up as a way of making a computer or computer software think in a similar manner to the way that humans think. AI is inspired by the study of human brain, including how humans think, learn, decide, and act while trying to solve a problem. The outcomes of this study are the basis of developing intelligent software and systems or intelligent computing (IC).

    An IC system has the capabilities of reasoning, learning, problem-solving, perception, and linguistic intelligence. IC systems consist of AI techniques as well as other emerging techniques that make a system intelligent. The use of IC has been seen in almost every sub-domain of computer science such as networking, software engineering, gaming, natural language processing, computer vision, image processing, data science, robotics, expert systems, and security. Nowadays, IC is also useful for solving various complex problems in diverse domains such as for predicting disease in medical science, predicting land fertility or crop productivity in agricultural science, predicting market growth in economics, and weather forecasting.

    For all these reasons, this book presents the advances in AI techniques, under the umbrella of IC. In this context, the book includes recent research that has been done in the areas of machine learning, neural networks, deep learning, evolutionary algorithms, genetic algorithms, swarm intelligence, fuzzy systems, and so on. This book discusses recent theoretical, algorithmic, simulation, and implementation-based advancements related to IC.

    1. RNN-Based Machine Translation for Indian Languages

    Shashi Pal Singh, Ajai Kumar, and Meenal Jain

    2. Dynamic Movie Ticket Price Prediction Using Machine Learning

    Kibballi Aditya Shastry

    3. Designing a GUI for Offline Text-Independent Writer Identification System

    Sreejita Chakrabarti and Pawan Kumar Singh

    4. Soil Fertility Prediction Using a Soft Computing Approach

    Yogesh R. Shahare, Mukund Pratap Singh, and Sanjeev Kumar

    5. Psychological Distress Detection, Classification and Assistance Using AI

    Sarah Gawde, Arnab Ghorai, Jeet Mishra, and Dhananjay Kalbande

    6. Fast and Efficient Text Searching in Compressed Data Using Burrows--Wheeler Transform

    Sanjeev Kumar and Mukund Pratap Singh

    7. A Comprehensive Exploration of Brain Tumor Segmentation Using Deep Learning Techniques

    Hariharan Ramamoorthy, Mohan Ramasundaram, and Arish Pitchai

    8. Hand Sign Recognition Using LeNet-like Architecture

    Hariharan Ramamoorthy, Dhilsath Fathima Mohamed Mohideen, and Arish Pitchai

    9. Automated Kinship Recognition through Facial Feature Matching

    Gunjan Chhabra and Rashmi Sharma

    10. Ensemble Convolutional Neural Network: A Bidimensional EMD Model for ECG Denoising

    Parvathy Rema and Manju Bhaskara Panicker Radha

    11. Wrapper-Based Feature Selection for Big Data Using a Multi-Core Environment

    Subhash Kamble, Arunalatha Jakkanahally Siddegowda, and Venugopal Kuppanna Rajuk

    12. MDAKB: A Metadata-Driven Approach for Multilingual Knowledge Base Generation for Agricultural Domains in the Indian Context

    Arulmozhi Varman Murugesan and Gerard Deepak

    13. Melanoma Prediction from Skin Lesions Using Convolutional Neural Network against the Support Vector Machine Learning Algorithm to Achieve Maximum Accuracy and Minimum Loss

    Saravanan Madderi Sivalingam, Pradnya Patil, and Sivakumar Ramachandran

    14. Fusion-Based Morphological Watershed Segmentation Algorithm for Medical Images

    Kavitha Kattigehalli Jayanna and Priestly B. Shan

    15. Music Recommendation System to Address the Problem of Long Tail Using Multi-Stage Graph

    Mallannagari Sunitha, Thondepu Adilakshmi, and Yashfeen Zehra

    16. Speech-Based Access of Agricultural Commodity Prices and Weather Information in Kannada Language and Its Dialects

    Thimmaraja Yadava Gopalappa, Nagaraja Benageri Gnaneshwara, and Haradagere Siddaramaiah Jayanna

    17. Weather Classification: Image Embedding Using Convolutional Autoencoder and Predictive Analysis Based on Stacked Generalization

    Anish Sudhir Ghiya, Vaibhav Vijay, Aditi Ranganath, Prateek Chaturvedi,

    Sharmila Banu Kather, and Balakrushna Tripathy

    18. COVID-19 Confirmed Case Prediction after Vaccination Using Deep Learning Models

    Nigam Patel, Sahil Kumar Narola, Shubham Chaudhari, and Vishwa Dave

    19. Recognition Model for Facial Expression Using Machine Learning

    Shanmuganathan Chandrasekaran, Menaka Suman, and N. V. S. K. Vijayalakshmi Kathari

    20. Sentiment Analysis and Sarcasm Detection in Indian General Election Tweets

    Arpit Khare, Amisha Gangwar, Sudhakar Singh, and Shiv Prakash

    21. Image Generation Using Deep Convolutional Generative Adversarial Networks

    Abhishek Aryan, Vignesh Kashyap, and Anurag Goel

    22. Human Activity Identification Using Artificial Intelligence

    Srikanth Bethu, Machikuri Santoshi Kumari, Chintha Sravani, Srinivasulu Gari Bhargavi Latha,

    and Suresh Mamidisetti

    23. Heartbeat-Based Failure Detector of Perfect P Class for Synchronous Hierarchical Distributed Systems

    Bhavana Chaurasia, Anshul Verma, and Pradeepika Verma


    Anshul Verma, Lalit Garg