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  • Conference proceedings
  • © 2019

Recent Developments in Machine Learning and Data Analytics

IC3 2018

  • Covers the areas/topics from machine learning, soft computing and data analytics

  • Presents contributions of lasting value to any area of computer science

  • Includes the most significant work on data-centric computation and machine learning

Part of the book series: Advances in Intelligent Systems and Computing (AISC, volume 740)

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  • ISBN: 978-981-13-1280-9
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  • Tax calculation will be finalised during checkout
Softcover Book USD 219.99
Price excludes VAT (USA)

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Table of contents (46 papers)

  1. Front Matter

    Pages i-xiv
  2. Sensor Selection and Data Fusion Approach for IoT Applications

    • Ishita Chakraborty, Anannya Chakraborty, Prodipto Das
    Pages 17-33
  3. An Overview of Hadoop MapReduce, Spark, and Scalable Graph Processing Architecture

    • Pooja P. Talan, Kartik U. Sharma, Pratiksha P. Nawade, Karishma P. Talan
    Pages 35-42
  4. Improvement in Boosting Method by Using RUSTBoost Technique for Class Imbalanced Data

    • Ashutosh Kumar, Roshan Bharti, Deepak Gupta, Anish Kumar Saha
    Pages 51-66
  5. Evaluating Big Data Technologies for Statistical Homicide Dataset

    • Roland Askew, Sreenivas Sremath Tirumala, G. Anjan Babu
    Pages 89-98
  6. Journal Recommendation System Using Content-Based Filtering

    • Sonal Jain, Harshita Khangarot, Shivank Singh
    Pages 99-108
  7. WSD for Assamese Language

    • Pranjal Protim Borah, Gitimoni Talukdar, Arup Baruah
    Pages 119-128
  8. Aptitude Question Paper Generator and Answer Verification System

    • Meghna Saikia, Saini Chakraborty, Suranjan Barman, Sarat Kr. Chettri
    Pages 129-136
  9. Affinity Maturation of Homophones in Word-Level Speech Recognition

    • P. Ghosh, T. S. Chingtham, M. K. Ghose
    Pages 137-142
  10. Feature Map Reduction in CNN for Handwritten Digit Recognition

    • Sinjan Chakraborty, Sayantan Paul, Ram Sarkar, Mita Nasipuri
    Pages 143-148
  11. Multi-lingual Text Localization from Camera Captured Images Based on Foreground Homogenity Analysis

    • Indra Narayan Dutta, Neelotpal Chakraborty, Ayatullah Faruk Mollah, Subhadip Basu, Ram Sarkar
    Pages 149-158
  12. Script Identification from Camera-Captured Multi-script Scene Text Components

    • Madhuram Jajoo, Neelotpal Chakraborty, Ayatullah Faruk Mollah, Subhadip Basu, Ram Sarkar
    Pages 159-166
  13. Implementation of BFS-NB Hybrid Model in Intrusion Detection System

    • Sushruta Mishra, Chandrakanta Mahanty, Shreela Dash, Brojo Kishore Mishra
    Pages 167-175
  14. Context-Sensitive Spelling Checker for Assamese Language

    • Ranjan Choudhury, Nabamita Deb, Kishore Kashyap
    Pages 177-188

About this book

This book presents high-quality papers from an international forum for research on computational approaches to learning. It includes current research and findings from various research labs, universities and institutions that may lead to development of marketable products. It also provides solid support for these findings in the form of empirical studies, theoretical analysis, or comparison to psychological phenomena. Further, it features work that shows how to apply learning methods to solve important application problems as well as how machine learning research is conducted. The book is divided into two main parts: Machine Learning Techniques, which covers machine learning-related research and findings; and, Data Analytics, which introduces recent developments in this domain. Additionally, the book includes work on data analytics using machine learning techniques.

 

Keywords

  • Data Analytics
  • Adapted Learning
  • Conference Proceedings
  • Intelligent Systems
  • Soft Computing
  • Machine Learning
  • Knowledge Discovery in Data
  • IC3 2018

Editors and Affiliations

  • College of Engineering and Applied Science, University of Colorado Colorado Springs, Colorado Springs, USA

    Jugal Kalita

  • Automation and Applied Informatics, Aurel Vlaicu University of Arad, Arad, Romania

    Valentina Emilia Balas

  • Department of Computer Applications, Sikkim Manipal University, Sikkim, India

    Samarjeet Borah, Ratika Pradhan

About the editors

Jugal K. Kalitais a professor at the Department of Computer Science at the University of Colorado, Colorado Springs, USA. He completed his MS and Ph.D. at the University of Pennsylvania, USA; M.Sc. at the University of Saskatchewan, Canada; and his B.Tech. at the Indian Institute of Technology Kharagpur, India. His areas of research include artificial intelligence, bioinformatics, information retrieval and computer security. He has published 200  journal/conference papers and 4 books.

Valentina E. Balas is currently a full professor at the Department of Automatics and Applied Software at the Faculty of Engineering, “AurelVlaicu” University of Arad, Romania. She holds a Ph.D. in Applied Electronics and Telecommunications from the Polytechnic University of Timisoara. Dr. Balas is the author of more than 250 research papers in refereed journals and international conferences. Her research interests are in intelligent systems, fuzzy control, soft computing, smart sensors, information fusion, modeling and simulation. She is the editor-in-chief of the International Journal of Advanced Intelligence Paradigms (IJAIP) and the International Journal of Computational Systems Engineering (IJCSysE), editorial board member of several national and international journals and is an expert evaluator for national and international projects. Dr. Balas is the director of the Intelligent Systems Research Centre at the AurelVlaicu University of Arad. From 2005–2016, she was general chair of the International Workshop Soft Computing and Applications (SOFA) held in Romania and Hungary. Dr. Balas has participated in numerous international conferences as organizer, honorary chair, session chair and member of steering, advisory or international program committees. She is a member of EUSFLAT, SIAM and a senior member of IEEE, member of TC – Fuzzy Systems (IEEE CIS), TC – Emergent Technologies (IEEE CIS), and of TC – Soft Computing (IEEE SMCS). Dr. Balas was vice-president (Awards) of the IFSA International Fuzzy Systems Association Council (2013–2015) and is a joint secretary of the Governing Council of the Forum for Interdisciplinary Mathematics (FIM) – A Multidisciplinary Academic Body, India.

 

Samarjeet Borah is currently working as Professor in the Department of Computer Applications, Sikkim Manipal University (SMU), Sikkim, India. Dr. Borah handles various academics, research and administrative activities. He is also involved in curriculum development activities, board of studies, doctoral research committee, IT infrastructure management etc. along with various administrative activities under SMU. Dr. Borah is involved with three funded projects in the capacity of Principal Investigator/Co-principal Investigator. The projects are sponsored by, AICTE (Govt. of India), DST-CSRI (Govt. of India) and Dr. TMA Pai Endowment Fund.  Out of which one is completed and two are undergoing. He is associated with IEEE, ACM (CSTA), IAENG and IACSIT. Dr. Borah organized various national and international conferences in SMU. Some of these events include ISRO Sponsored Training Programme on Remote Sensing & GIS, NCWBCB 2014, NER-WNLP 2014, IC3-2016, ICACCP 2017, IC3-2018 etc. Dr. Borah is involved with various journals of repute in the capacity of Editor/Guest Editor such as IJSE, IJHISI, IJGHPC, IJIM, IJVCSN, JISys, IJIPT etc. 

Dr. Ratika Pradhan has been a professor at the Department of Computer Science and Engineering, Sikkim Manipal Institute of Technology since 1999. She received her Ph.D. from Sikkim Manipal University (SMU) in 2011 and M.E. (CSE) from Jadavpur University in 2004. Her research interests include digital image processing, remote sensing and GIS. She has published 25 journal papers and 5 conference papers.


Bibliographic Information

Buying options

eBook USD 169.00
Price excludes VAT (USA)
  • ISBN: 978-981-13-1280-9
  • Instant PDF download
  • Readable on all devices
  • Own it forever
  • Exclusive offer for individuals only
  • Tax calculation will be finalised during checkout
Softcover Book USD 219.99
Price excludes VAT (USA)