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Computational Intelligence in Data Science

4th IFIP TC 12 International Conference, ICCIDS 2021, Chennai, India, March 18–20, 2021, Revised Selected Papers

  • Conference proceedings
  • © 2021

Overview

Editors:
  1. Vallidevi Krishnamurthy

    1. Sri Sivasubramaniya Nadar College of Engineering, Chennai, India

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  2. Suresh Jaganathan

    1. Sri Sivasubramaniya Nadar College of Engineering, Chennai, India

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  3. Kanchana Rajaram

    1. Sri Sivasubramaniya Nadar College of Engineering, Chennai, India

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  4. Saraswathi Shunmuganathan

    1. Sri Sivasubramaniya Nadar College of Engineering, Chennai, India

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Part of the book series: IFIP Advances in Information and Communication Technology (IFIPAICT, volume 611)

Included in the following conference series:

Conference proceedings info: ICCIDS 2021.

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Table of contents (20 papers)

  1. Front Matter

    Pages i-x
    Download chapter PDF

  2. Machine Learning (ML), Deep Learning (DL), Internet of Things (IoT)

    1. Front Matter

      Pages 1-1
      Download chapter PDF

    2. A Scalable Data Pipeline for Realtime Geofencing Using Apache Pulsar

      • K. Sundar Rajan, A. Vishal, Chitra Babu
      Pages 3-14

    3. Crop Recommendation by Analysing the Soil Nutrients Using Machine Learning Techniques: A Study

      • Vaishnavi Jayaraman, Saravanan Parthasarathy, Arun Raj Lakshminarayanan, S. Sridevi
      Pages 15-26

    4. Predicting Customer Churn in Banking Based on Data Mining Techniques

      • Wafaa A. Alsubaie, Haya Z. Albishi, Khloud A. Aljoufi, Wedyan S. Alghamdi, Eyman A. Alyahyan
      Pages 27-39

    5. Early Prediction of Diabetes Disease Based on Data Mining Techniques

      • Salma N. Elsadek, Lama S. Alshehri, Rawan A. Alqhatani, Zainah A. Algarni, Linda O. Elbadry, Eyman A. Alyahyan
      Pages 40-51

    6. An Application-Driven IoT Based Rooftop Farming Model for Urban Agriculture

      • Arjun Paramarthalingam, Amirthasaravanan Arivunambi, Sreedhar Thapasimony
      Pages 52-63

    7. Enhanced Ant Colony Optimization Algorithm for Optimizing Load Balancing in Cloud Computing Platform

      • A. Daniel, N. Partheeban, Srinivasan Sriramulu
      Pages 64-70

    8. Captioning of Image Conceptually Using BI-LSTM Technique

      • Thaseena Sulthana, Kanimozhi Soundararajan, T. Mala, K. Narmatha, G. Meena
      Pages 71-77

    9. Analysis of Land Cover Type Using Landsat-8 Data

      • V. Samuktha, M. Sabeshnav, A. Krishna Sameera, J. Aravinth, S. Veni
      Pages 78-89

    10. Rule Based Combined Tagger for Marathi Text

      • Kalpana B. Khandale, C. Namrata Mahender
      Pages 90-101

    11. Evaluating Candidate Answers Based on Derivative Lexical Similarity and Space Padding for the Arabic Language

      • Samah Ali Al-azani, C. Namrata Mahender
      Pages 102-112

    12. Ontology Model for Spatio-Temporal Contexts in Smart Home Environments

      • L. Shrinidhi, Nalinadevi Kadiresan, Latha Parameswaran
      Pages 113-124

    13. Automatic Detection of Buildings Using High Resolution Images for Medium Density Regions

      • Karuna Sitaram Kirwale, Seema S. Kawathekar, Ratnadeep R. Deshmukh
      Pages 125-131

    14. A Liver Segmentation Algorithm with Interactive Error Correction for Abdominal CT Images: A Preliminary Study

      • P. Vaidehi Nayantara, Surekha Kamath, K. N. Manjunath, K. V. Rajagopal
      Pages 132-140

    15. Pixel Based Adversarial Attacks on Convolutional Neural Network Models

      • Kavitha Srinivasan, Priyadarshini Jello Raveendran, Varun Suresh, Nithya Rathna Anna Sundaram
      Pages 141-155

    16. Continual Learning for Classification Problems: A Survey

      • Mochitha Vijayan, S. S. Sridhar
      Pages 156-166

    17. Detection of Flooded Regions from Satellite Images Using Modified UNET

      • S. M. Jaisakthi, P. R. Dhanya, S. Jitesh Kumar
      Pages 167-174

  3. Blockchain

    1. Front Matter

      Pages 175-175
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    2. Blockchain Based End-To-End Tracking System for COVID Patients

      • Surekha Thota, Gopal Krishna Shyam
      Pages 177-186
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  1. Computational Intelligence in Data Science

Keywords

About this book

This book constitutes the refereed post-conference proceedings of the Fourth IFIP TC 12 International Conference on Computational Intelligence in Data Science, ICCIDS 2021, held in Chennai, India, in March 2021.

The 20 revised full papers presented were carefully reviewed and selected from 75 submissions. The papers cover topics such as computational intelligence for text analysis; computational intelligence for image and video analysis; blockchain and data science.

Editors and Affiliations

  • Sri Sivasubramaniya Nadar College of Engineering, Chennai, India

    Vallidevi Krishnamurthy, Suresh Jaganathan, Kanchana Rajaram, Saraswathi Shunmuganathan

Bibliographic Information

  • Book Title: Computational Intelligence in Data Science

  • Book Subtitle: 4th IFIP TC 12 International Conference, ICCIDS 2021, Chennai, India, March 18–20, 2021, Revised Selected Papers

  • Editors: Vallidevi Krishnamurthy, Suresh Jaganathan, Kanchana Rajaram, Saraswathi Shunmuganathan

  • Series Title: IFIP Advances in Information and Communication Technology

  • DOI: https://doi.org/10.1007/978-3-030-92600-7

  • Publisher: Springer Cham

  • eBook Packages: Computer Science, Computer Science (R0)

  • Copyright Information: IFIP International Federation for Information Processing 2021

  • Hardcover ISBN: 978-3-030-92599-4Published: 12 December 2021

  • Softcover ISBN: 978-3-030-92602-1Published: 13 December 2022

  • eBook ISBN: 978-3-030-92600-7Published: 11 December 2021

  • Series ISSN: 1868-4238

  • Series E-ISSN: 1868-422X

  • Edition Number: 1

  • Number of Pages: X, 221

  • Number of Illustrations: 97 b/w illustrations, 56 illustrations in colour

  • Topics: Data Mining and Knowledge Discovery, Computer Communication Networks, Machine Learning

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