Computational intelligence in data mining

Advances in Intelligent Systems and Computing 711

Himansu Sekhar Behera
Janmenjoy Nayak
Bighnaraj Naik
Ajith Abraham Editors

Computational
Intelligence in
Data Mining
Proceedings of the International
Conference on CIDM 2017


Advances in Intelligent Systems and Computing
Volume 711

Series editor
Janusz Kacprzyk, Polish Academy of Sciences, Warsaw, Poland
e-mail:


The series “Advances in Intelligent Systems and Computing” contains publications on theory, applications,
and design methods of Intelligent Systems and Intelligent Computing. Virtually all disciplines such as
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Advisory Board
Chairman
Nikhil R. Pal, Indian Statistical Institute, Kolkata, India
e-mail:
Members
Rafael Bello Perez, Universidad Central “Marta Abreu” de Las Villas, Santa Clara, Cuba
e-mail:
Emilio S. Corchado, University of Salamanca, Salamanca, Spain
e-mail:
Hani Hagras, University of Essex, Colchester, UK
e-mail:
László T. Kóczy, Széchenyi István University, Győr, Hungary
e-mail:
Vladik Kreinovich, University of Texas at El Paso, El Paso, USA
e-mail:
Chin-Teng Lin, National Chiao Tung University, Hsinchu, Taiwan
e-mail:
Jie Lu, University of Technology, Sydney, Australia
e-mail:
Patricia Melin, Tijuana Institute of Technology, Tijuana, Mexico

e-mail:
Nadia Nedjah, State University of Rio de Janeiro, Rio de Janeiro, Brazil
e-mail:
Ngoc Thanh Nguyen, Wroclaw University of Technology, Wroclaw, Poland
e-mail:
Jun Wang, The Chinese University of Hong Kong, Shatin, Hong Kong
e-mail:

More information about this series at />

Himansu Sekhar Behera
Janmenjoy Nayak ⋅ Bighnaraj Naik
Ajith Abraham
Editors

Computational Intelligence
in Data Mining
Proceedings of the International Conference
on CIDM 2017

123


Editors
Himansu Sekhar Behera
Department of Computer Science and
Engineering & Information Technology
Veer Surendra Sai University of Technology
Sambalpur, Odisha
India

Janmenjoy Nayak
Department of Computer Science and
Engineering
Sri Sivani College of Engineering (SSCE)
Srikakulam, Andhra Pradesh
India

Ajith Abraham
Machine Intelligence Research (MIR) Lab
Auburn, WA
USA
and
Technical University of Ostrava
Ostrava
Czech Republic

Bighnaraj Naik
Department of Computer Application
Veer Surendra Sai University of Technology
Sambalpur, Odisha
India

ISSN 2194-5357
ISSN 2194-5365 (electronic)
Advances in Intelligent Systems and Computing
ISBN 978-981-10-8054-8
ISBN 978-981-10-8055-5 (eBook)
/>Library of Congress Control Number: 2017964255
© Springer Nature Singapore Pte Ltd. 2019
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Singapore


Preface

In the next decade, the growth of data both structured and unstructured will present
challenges as well as opportunities for industries and academia. The present scenario of storage of the amount of data is quite huge in the modern database due to
the availability and popularity of the Internet. Thus, the information needs to be
summarized and structured in order to maintain effective decision-making. With the
explosive growth of data volumes, it is essential that real-time information that is of
use to the business can be extracted to deliver better insights to decision-makers,
understand complex patterns, etc. When the quantity of data, dimensionality and
complexity of the relations in the database are beyond human capacities, there is a

requirement for intelligent data analysis techniques, which could discover useful
knowledge from data. While data mining evolves with innovative learning algorithms and knowledge discovery techniques, computational intelligence harnesses
the results of data mining for becoming more intelligent than ever. In the present
scenario of computing, computational intelligence tools offer adaptive mechanisms
that enable the understanding of data in complex and changing environments.
The Fourth International Conference on “Computational Intelligence in Data
Mining (ICCIDM 2017)” is organized by Veer Surendra Sai University of Technology (VSSUT), Burla, Sambalpur, Odisha, India, during 11–12 November 2017.
ICCIDM is an international forum for representation of research and developments
in the fields of data mining and computational intelligence. More than 250
prospective authors submitted their research papers to the conference. After a
thorough double-blind peer review process, editors have selected 78 papers. The
proceedings of ICCIDM is a mix of papers from some latest findings and research
of the authors. It is being a great honour for us to edit the proceedings. We have
enjoyed considerably working in cooperation with the international advisory,
programme and technical committee to call for papers, review papers and finalize
papers to be included in the proceedings.
This international conference on CIDM aims at encompassing new breed of
engineers, technologists making it a crest of global success. All the papers are
focused on the thematic presentation areas of the conference, and they have provided ample opportunity for presentation in different sessions. Research in data
v


vi

Preface

mining has its own history. But, there is no doubt about the tips and further
advancements in the data mining areas will be the main focus of the conference.
This year’s programme includes exciting collections of contributions resulting from
a successful call for papers. Apart from those, two special sessions named “Computational Intelligence in Data Analytics” and “Applications of Computational

Intelligence in Power and Energy Systems” have been proposed for more discussions on the theme-related areas. The selected papers have been divided into thematic areas including both review and research papers and highlight the current
focus on computational intelligence techniques in data mining.
We hope the author’s own research and opinions add value to it. First and
foremost are the authors of papers, columns and editorials whose works have made
the conference a great success. We had a great time putting together this proceedings. The ICCIDM conference and proceedings are a credit to a large group of
people, and everyone should be congratulated for the outcome. We extend our deep
sense of gratitude to all those for their warm encouragement, inspiration and
continuous support for making it possible.
We hope all of us will appreciate the good contributions made and justify our
efforts.
Sambalpur, India
Srikakulam, India
Sambalpur, India
Auburn, USA/Ostrava, Czech Republic

Himansu Sekhar Behera
Janmenjoy Nayak
Bighnaraj Naik
Ajith Abraham


Conference Committee

Chief Patron and President
Prof. E. Saibaba Reddy, Vice Chancellor, VSSUT, B.Tech., M.E. (Hons.) (Roorkee),
Ph.D. (Nottingham, UK), Postdoc (Halifax, Canada), Postdoc (Birmingham, UK)

Honorary Advisory Chair
Prof. S. K. Pal, Sr., Member IEEE, LFIEEE, FIAPR, FIFSA, FNA, FASc, FNASc,
FNAE, Distinguished Scientist and Former Director, Indian Statistical Institute,

India
Prof. V. E. Balas, Sr., Member IEEE, Aurel Vlaicu University, Romania

Honorary General Chair
Prof. Rajib Mall, Indian Institute of Technology (IIT) Kharagpur, India
Prof. P. K. Hota, Dean, CDCE, VSSUT, India

General Chair
Prof. Ashish Ghosh, Indian Statistical Institute, Kolkata, India
Prof. B. K. Panigrahi, Indian Institute of Technology (IIT) Delhi, India

Programme Chair
Dr. H. S. Behera, Veer Surendra Sai University of Technology (VSSUT), Burla,
Odisha, India
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viii

Conference Committee

Chairman, Organizing Committee
Prof. Amiya Ku. Rath, HOD, Department of CSE and IT, Veer Surendra Sai
University of Technology (VSSUT), Burla, Odisha, India

Vice-Chairman, Organizing Committee
Dr. S. K. Padhy, HOD, Department of Computer Application, Veer Surendra Sai
University of Technology (VSSUT), Burla, Odisha, India

Convenor

Dr. Bighnaraj Naik, Department of Computer Application, Veer Surendra Sai
University of Technology (VSSUT), Burla, Odisha, India

International Advisory Committee
Prof.
Prof.
Prof.
Prof.
Prof.
Prof.
Prof.
Prof.
Prof.
Prof.
Prof.
Prof.
Prof.
Prof.
Prof.
Prof.
Prof.
Prof.
Prof.
Prof.
Prof.
Prof.
Prof.
Prof.

A. Abraham, Machine Intelligence Research Labs, USA

Dungki Min, Konkuk University, Republic of Korea
Francesco Marcelloni, University of Pisa, Italy
Francisco Herrera, University of Granada, Spain
A. Adamatzky, Unconventional Computing Centre, UWE, UK
H. P. Proença, University of Beira Interior, Portugal
P. Mohapatra, University of California
S. Naik, University of Waterloo, Canada
George A. Tsihrintzis, University of Piraeus, Greece
Richard Le, La Trobe University, Australia
Khalid Saeed, AUST, Poland
Yew-Soon Ong, Singapore
Andrey V. Savchenko, NRU HSE, Russia
P. Mitra, P.S. University, USA
D. Sharma, University of Canberra, Australia
Istvan Erlich, University of Duisburg-Essen, Germany
Michele Nappi, University of Salerno, Italy
Somesh Jha, University of Wisconsin, USA
Sushil Jajodia, George Mason University, USA
S. Auephanwiriyakul, Chiang Mai University, Thailand
Carlos A. Coello Coello, Mexico
M. Crochemore, University de Marne-la-Vallée, France
T. Erlebach, University of Leicester, Leicester, UK
T. Baeck, Universiteit Leiden, Leiden, The Netherlands


Conference Committee

Prof.
Prof.
Prof.

Prof.
Prof.
Prof.
Prof.
Prof.
Prof.
Prof.
Prof.
Prof.
Prof.
Prof.
Prof.
Prof.
Prof.
Prof.
Prof.
Prof.
Prof.
Prof.
Prof.
Prof.
Prof.
Prof.
Prof.
Prof.
Prof.
Prof.
Prof.
Prof.
Prof.

J. Biamonte, ISI Foundation, Torino, Italy
C. S. Calude, University of Auckland, New Zealand
P. Degano, Università di Pisa, Pisa, Italy
Raouf Boutaba, University of Waterloo, Canada
Kenji Suzuki, University of Chicago
Raj Jain, WU, USA
D. Al-Jumeily, Liverpool J. Moores University, UK
M. S. Obaidat, Monmouth University, USA
P. N. Suganthan, NTU, Singapore
Biju Issac, Teesside University, UK
Brijesh Verma, CQU, Australia
Ouri E. Wolfson, University of Illinois, USA
Klaus David, University of Kassel, Germany
M. Dash, NTU, Singapore
L. Kari, Western University, London, Canada
A. S. M. Sajeev, Australia
Tony Clark, MSU, UK
Sanjib ku. Panda, NUS, Singapore
R. C. Hansdah, IISC Bangalore
G. Chakraborty, Iwate Prefectural University, Japan
Atul Prakash, University of Michigan, USA
Sara Foresti, University of degli Studi di Milano, Italy
Pascal Lorenz, University of Haute Alsace, France
G. Ausiello, University di Roma “La Sapienza”, Italy
X. Deng, University of Liverpool, England, UK
Z. Esik, University of Szeged, Szeged, Hungary
A. G. Barto, University of Massachusetts, USA
G. Brassard, University de Montréal, Montréal, Canada
L. Cardelli, Microsoft Research, England, UK

A. E. Eiben, VU University, The Netherlands
Patrick Siarry, Université de Paris, Paris
R. Herrera Lara, EEQ, Ecuador
M. Murugappan, University of Malaysia

National Advisory Committee
Prof.
Prof.
Prof.
Prof.
Prof.

P. K. Pradhan, Registrar, VSSUT, Burla
R. P. Panda, VSSUT, Burla
A. N. Nayak, Dean, SRIC, VSSUT, Burla
D. Mishra, Dean, Students’ Welfare, VSSUT, Burla
P. K. Kar, Dean, Faculty & Planning, VSSUT, Burla

ix


x

Prof.
Prof.
Prof.
Prof.
Prof.
Prof.
Prof.

Prof.
Prof.
Prof.
Prof.
Prof.
Prof.
Prof.
Prof.
Prof.
Prof.
Prof.
Prof.
Prof.
Prof.
Prof.
Prof.
Prof.
Prof.
Prof.
Prof.
Prof.

Conference Committee

P. K. Das, Dean, Academic Affairs, VSSUT, Burla
S. K. Swain, Dean, PGS&R, VSSUT, Burla
S. Panda, Coordinator TEQIP, VSSUT, Burla
D. K. Pratihar, IIT Kharagpur
K. Chandrasekaran, NIT Karnataka
S. G. Sanjeevi, NIT Warangal

G. Saniel, NIT Durgapur
B. B. Amberker, NIT Warangal
R. K. Agrawal, JNU, New Delhi
U. Maulik, Jadavpur University
Sonajharia Minz, JNU, New Delhi
K. K. Shukla, IIT, BHU
A. V. Reddy, JNTU, Hyderabad
A. Damodaram, Sri Venkateswara University
C. R. Tripathy, SU, Odisha
P. Sanyal, WBUT, Kolkata
G. Panda, IIT, BBSR
B. B. Choudhury, ISI Kolkata
G. C. Nandy, IIIT Allahabad
R. C. Hansdah, IISC Bangalore
S. K. Basu, BHU, India
J. V. R. Murthy, JNTU, Kakinada
D. V. L. N. Somayajulu, NIT Warangal
G. K. Nayak, IIIT, BBSR
P. P. Choudhury, ISI Kolkata
D. Vijaya Kumar, AITAM, Srikakulam
Sipra Das Bit, IIEST, Kolkata
S. Bhattacharjee, NIT Surat

Technical Committee Members
Dr. Adel M. Alimi, REGIM-Lab, ENIS, University of Sfax, Tunisia
Dr. Chaomin Luo, University of Detroit Mercy Detroit, Michigan, USA
Dr. Istvan Erlich, Department of EE & IT, University of Duisburg-Essen, Germany
Dr. Tzyh Jong Tarn, Washington University in St. Louis, USA
Dr. Simon X. Yang, University of Guelph, Canada
Dr. Raffaele Di Gregorio, University of Ferrara, Italy

Dr. Kun Ma, Shandong Provincial Key Laboratory of Network Based Intelligent
Computing, University of Jinan, China
Dr. Azah Kamilah Muda, Faculty of ICT, Universiti Teknikal Malaysia Melaka,
Malaysia
Dr. Biju Issac, Teesside University, Middlesbrough, England, UK
Dr. Bijan Shirinzadeh, Monash University, Australia


Conference Committee

xi

Dr. Enver Tatlicioglu, Izmir Institute of Technology, Turkey
Dr. Hajime Asama, The University of Tokyo, Japan
Dr. N. P. Padhy, Department of EE, IIT Roorkee, India
Dr. Ch. Satyanarayana, Department of Computer Science and Engineering, JNTU
Kakinada, India
Dr. B. Majhi, Department of Computer Science and Engineering, NIT Rourkela,
India
Dr. M. Murugappan, School of Mechatronic Engineering, University Malaysia
Perlis, Perlis, Malaysia
Dr. Kashif Munir, King Fahd University of Petroleum and Minerals, Hafr Al-Batin
Campus, Kingdom of Saudi Arabia
Dr. L. Sumalatha, Department of Computer Science and Engineering, JNTU
Kakinada, India
Dr. K. N. Rao, Department of Computer Science and Engineering, Andhra
University, Visakhapatnam, India
Dr. S. Das, Indian Statistical Institute, Kolkata, India
Dr. D. P. Mohaptra, National Institute of Technology (NIT) Rourkela, India
Dr. A. K. Turuk, Head, Department of CSE, NIT RKL, India

Dr. M. P. Singh, Department of CSE, NIT Patna, India
Dr. R. Behera, Department of EE, IIT Patna, India
Dr. P. Kumar, Department of CSE, NIT Patna, India
Dr. A. Das, Department of CSE, IIEST, WB, India
Dr. J. P. Singh, Department of CSE, NIT Patna, India
Dr. M. Patra, Berhampur University, Odisha, India
Dr. A. Deepak, Department of CSE, NIT Patna, India
Dr. D. Dash, Department of CSE, NIT Patna, India

Finance Committee
Prof. Amiya Ku. Rath, Department of CSE & IT, Veer Surendra Sai University of
Technology (VSSUT), Burla, Odisha, India
Prof. U. R. Jena, COF, Veer Surendra Sai University of Technology (VSSUT),
Burla, Odisha, India
Dr. H. S. Behera, Department of CSE & IT, Veer Surendra Sai University of
Technology (VSSUT), Burla, Odisha, India
Dr. S. K. Padhy, Department of Computer Application, Veer Surendra Sai
University of Technology (VSSUT), Burla, Odisha, India
Dr. Bighnaraj Naik, Department of Computer Application, Veer Surendra Sai
University of Technology (VSSUT), Burla, Odisha, India


xii

Conference Committee

Publication Chair
Dr. Janmenjoy Nayak, Sri Sivani College of Engineering, Srikakulam, Andhra
Pradesh, India

Special Session Chairs
Special Session on “Computational Intelligence in Data Analysis”:
Dr. Asit Kumar Das, Indian Institute of Engineering Science and Technology
(IIEST), IIIT Shibpur, WB, India
Dr. Imon Mukherjee, International Institute of Information Technology (IIIT)
Kalyani, WB, India
Special Session on “Computational Intelligence in Power & Energy Systems”
Prof. (Dr.) P. K. Hota, Veer Surendra Sai University of Technology (VSSUT),
Odisha, India
Dr. Sasmita Behera, Veer Surendra Sai University of Technology (VSSUT),
Odisha, India

Publicity Chair
Prof. P. C. Swain, VSSUT, Burla
Dr. Santosh Kumar Majhi, VSSUT, Burla
Mrs. E. Oram, VSSUT, Burla

Registration Chair
Dr. Sucheta Panda, VSSUT, Burla
Mrs. Sasmita Acharya, VSSUT, Burla
Mrs. Sasmita Behera, VSSUT, Burla
Ms. Gargi Bhattacharjee, VSSUT, Burla
Mrs. Santi Behera, VSSUT, Burla

Sponsorship Chair
Dr. Satyabrata Das, VSSUT, Burla
Mr. Sanjaya Kumar Panda, VSSUT, Burla
Mr. Sujaya Kumar Sathua, VSSUT, Burla
Mr. Gyanaranjan Shial, VSSUT, Burla

Conference Committee

xiii

Web Chair
Mr. D. C. Rao, VSSUT, Burla
Mr. Kishore Kumar Sahu, VSSUT, Burla
Mr. Suresh Kumar Srichandan, VSSUT, Burla

Organizing Committee Members
Dr. Manas Ranjan Kabat, VSSUT, Burla
Dr. Rakesh Mohanty, VSSUT, Burla
Dr. Suvasini Panigrahi, VSSUT, Burla
Dr. Manas Ranjan Senapati, VSSUT, Burla
Dr. P. K. Sahu, VSSUT, Burla
Mr. Satya Prakash Sahoo, VSSUT, Burla
Mr. Sanjib Nayak, VSSUT, Burla
Ms. Sumitra Kisan, VSSUT, Burla
Mr. Pradipta Kumar Das, VSSUT, Burla
Mr. Atul Vikas Lakra, VSSUT, Burla
Ms. Alina Mishra, VSSUT, Burla
Ms. Alina Dash, VSSUT, Burla
Dr. M. K. Patel, VSSUT, Burla
Mr. D. P. Kanungo, VSSUT, Burla
Mr. D. Mishra, VSSUT, Burla
Mr. S. Mohapatra, VSSUT, Burla

International Reviewer Committee
Arun Agarwal, Siksha ‘O’ Anusandhan University, Odisha, India

M. Marimuthu, Coimbatore Institute of Technology, Coimbatore, India
Sripada Rama Sree, Aditya Engineering College (AEC), Surampalem, Andhra
Pradesh, India
Harihar Kalia, Seemanta Engineering College, Odisha, India
A. S. Aneeshkumar, Alpha Arts and Science College, Chennai, Tamil Nadu, India
Kauser Ahmed P., VIT University, Vellore, Tamil Nadu, India
Ajanta Das, Birla Institute of Technology, Mesra, India
Manuj Darbari, BBD University, Lucknow, India
Manoj Kumar Patel, Veer Surendra Sai University of Technology, Odisha, India
Nagaraj V. Dharwadkar, Rajarambapu Institute of Technology, Maharashtra, India
Chandan Jyoti Kumar, Department of Computer Science and Information Technology, Cotton College State University, Assam, India
Biswapratap Singh Sahoo, Department of Electrical Engineering, National Taiwan
University, Taipei, Taiwan.


xiv

Conference Committee

S. P. Tripathy, NIT Durgapur, West Bengal, India
Suma V., Dean, Dayananda Sagar College of Engineering, Odisha, India
R. Patel, BVM Engineering College, Gujarat, India.
P. Sivakumar, SKP Engineering College, Tamil Nadu, India
Partha Garai, Kalyani Government Engineering College, Kalyani, West Bengal,
India
Anuranjan Misra, Noida International University, India
K. G. Srinivasagan, National Engineering College, Tamil Nadu, India
Jyotismita Chaki, Jadavpur University, West Bengal, India
Sawon Pratiher, IIT Kharagpur, India
R. V. S. Lalitha, Aditya College of Engineering and Technology, Surampalem,

India
G. Rosline Nesa Kumari, Saveetha University, Chennai, Tamil Nadu, India
Narayan Joshi, Parul University, Vadodara, India
S. Vaithyasubramanian, Sathyabama University, Chennai, Tamil Nadu, India
Abhishek Kumar, Lovely Professional University, Punjab, India
Prateek Agrawal, Lovely Professional University, Punjab, India
Sumanta Panda, Veer Surendra Sai University of Technology, Odisha, India
Jayakishan Meher, Centurion University of Technology and Management, Odisha,
India
Balakrushna Tripathy, VIT University, Tamil Nadu, India
Rajan Patel, Sankalchand Patel College of Engineering, NG, India
Narender Singh, Chhaju Ram Memorial Jat College, Haryana, India
P. M. K. Prasad, GMR Institute of Technology, Andhra Pradesh, India
Chhabi Rani Panigrahi, Central University Rajasthan, Gujarat, India
Srinivas Sethi, Indira Gandhi Institute of Technology, Odisha, India
Mahmood Ali Mirza, DMS SVH College of Engineering, Andhra Pradesh, India
P. Kumar, Zeal College of Engineering and Research, Pune, India
B. K. Sarkar, BIT Mesra, Ranchi, India
Trilochan Panigrahi, National Institute of Technology, Goa, India
Deepak D. Kshirsagar, College of Engineering Pune (COEP), Pune, India
Rahul Paul, University of South Florida, USA
Maya V. Karki, Professor, MSRIT, Bangalore, India
A. Anny Leema, B. S. Abdur Rahman University, Chennai, India
S. Logeswari, Bannari Amman Institute of Technology, Sathyamangalam, Tamil
Nadu, India
R. Gomathi, Bannari Amman Institute of Technology, Sathyamangalam, Tamil
Nadu, India
R. Kavitha, Sastra University, Thanjavur, Tamil Nadu, India
S. Das, Veer Surendra Sai University of Technology, Odisha, India
S. K. Majhi, Veer Surendra Sai University of Technology, Odisha, India

Sucheta Panda, Veer Surendra Sai University of Technology, Odisha, India
P. K. Hota, Veer Surendra Sai University of Technology, Odisha, India
G. T. Chandrasekhar, Sri Sivani College of Engineering, Srikakulam, Andhra
Pradesh, India


Conference Committee

xv

Janmenjoy Nayak, Sri Sivani College of Engineering, Srikakulam, Andhra Pradesh,
India
Bighnaraj Naik, Veer Surendra Sai University of Technology, Odisha, India


Acknowledgements

The theme and relevance of ICCIDM attracted more than 250 researchers/
academicians around the globe which enabled us to select good quality papers and
serve to demonstrate the popularity of the ICCIDM conference for sharing ideas
and research findings with truly national and international communities. Thanks to
all those who have contributed in producing such a comprehensive conference
proceedings of ICCIDM.
The organizing committee believes and trusts that we have been true to the spirit
of collegiality that members of ICCIDM value even as also maintaining an elevated
standard as we have reviewed papers, provided feedback and presented a strong
body of published work in this collection of proceedings. Thanks to all the members
of the organizing committee for their heartfelt support and cooperation.
After the three successful versions of ICCIDM, it has indeed been an honour for
us to edit the proceedings of this fourth series of ICCIDM. We have been fortunate

enough to work in cooperation with a brilliant international as well as national
advisory board, reviewers, and programme and technical committee consisting of
eminent academicians to call for papers, review papers and finalize papers to be
included in the proceedings.
We would like to express our heartfelt gratitude and obligations to the benign
reviewers for sparing their valuable time, putting an effort to review the papers in a
stipulated time and providing their valuable suggestions and appreciation in
improvising the presentation, quality and content of this proceedings. The eminence
of these papers is an accolade not only to the authors but also to the reviewers who
have guided towards perfection.
Last but not least, the editorial members of Springer Publishing deserve a special
mention and our sincere thanks to them not only for making our dream come true in
the shape of this proceedings, but also for its hassle-free and in-time publication in
the reputed Advances in Intelligent Systems and Computing, Springer.
The ICCIDM conference and proceedings are a credit to a large group of people,
and everyone should be proud of the outcome.

xvii


Contents

BER Performance Analysis of Image Transmission Using OFDM
Technique in Different Channel Conditions Using Various
Modulation Techniques . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .
Arun Agarwal, Binayak Satish Kumar and Kabita Agarwal

1

On Understanding the Release Patterns of Open Source

Java Projects . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .
Arvinder Kaur and Vidhi Vig

9

A Study of High-Dimensional Data Imputation Using Additive
LASSO Regression Model . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .
K. Lavanya, L. S. S. Reddy and B. Eswara Reddy

19

An Efficient Multi-keyword Text Search Over Outsourced
Encrypted Cloud Data with Ranked Results . . . . . . . . . . . . . . . . . . . . .
Prabhat Keshari Samantaray, Navjeet Kaur Randhawa
and Swarna Lata Pati

31

Robust Estimation of IIR System’s Parameter Using Adaptive
Particle Swarm Optimization Algorithm . . . . . . . . . . . . . . . . . . . . . . . .
Meera Dash, Trilochan Panigrahi and Renu Sharma

41

A Shallow Parser-based Hindi to Odia Machine
Translation System . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .
Jyotirmayee Rautaray, Asutosh Hota and Sai Sankar Gochhayat

51

Coherent Method for Determining the Initial Cluster Center . . . . . . . . .
Bikram Keshari Mishra and Amiya Kumar Rath
Digital Image Watermarking Using (2, 2) Visual Cryptography
with DWT-SVD Based Watermarking . . . . . . . . . . . . . . . . . . . . . . . . . .
Kamal Nayan Kaur, Divya, Ishu Gupta and Ashutosh Kumar Singh

63

77

xix


xx

Contents

Modeling of Nexa-1.2kW Proton Exchange Membrane Fuel Cell
Power Supply Using Swarm Intelligence . . . . . . . . . . . . . . . . . . . . . . . .
Tata Venkat Dixit, Anamika Yadav and Shubhrata Gupta

87

Survey of Different Load Balancing Approach-Based Algorithms
in Cloud Computing: A Comprehensive Review . . . . . . . . . . . . . . . . . .
Arunima Hota, Subasish Mohapatra and Subhadarshini Mohanty

99

Analysis of Credit Card Fraud Detection Using Fusion Classifiers . . . . . 111

Priyanka Kumari and Smita Prava Mishra
An Efficient Swarm-Based Multicast Routing Technique—Review . . . . . 123
Priyanka Kumari and Sudip Kumar Sahana
A New Howard–Crandall–Douglas Algorithm for the American
Option Problem in Computational Finance . . . . . . . . . . . . . . . . . . . . . . 135
Nawdha Thakoor, Dhiren Kumar Behera, Désiré Yannick Tangman
and Muddun Bhuruth
Graph Anonymization Using Hierarchical Clustering . . . . . . . . . . . . . . 145
Debasis Mohapatra and Manas Ranjan Patra
Reevaluation of Ball-Race Conformity Effect on Rolling Element
Bearing Life Using PSO . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 155
S. N. Panda, S. Panda, D. S. Khamari, P. Mishra and A. K. Pattanaik
Static Cost-Effective Analysis of a Shifted Completely Connected
Network . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 165
Mohammed N. M. Ali, M. M. Hafizur Rahman, Dhiren K. Behera
and Yasushi Inoguchi
Dynamic Notifications in Smart Cities for Disaster Management . . . . . . 177
Sampada Chaudhari, Amol Bhagat, Nitesh Tarbani and Mahendra Pund
Application of Classification Techniques for Prediction
and Analysis of Crime in India . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 191
Priyanka Das and Asit Kumar Das
Improving Accuracy of Classification Based on C4.5 Decision Tree
Algorithm Using Big Data Analytics . . . . . . . . . . . . . . . . . . . . . . . . . . . 203
Bhavna Rawal and Ruchi Agarwal
Comparative Study of MPPT Control of Grid-Tied PV Generation
by Intelligent Techniques . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 213
S. Behera, D. Meher and S. Poddar
Stability Analysis in RECS-Integrated Multi-area AGC System
with SOS Algorithm Based Fuzzy Controller . . . . . . . . . . . . . . . . . . . . . 225
Prakash Chandra Sahu, Ramesh Chandra Prusty and Sidhartha Panda

Contents

xxi

Log-Based Reward Field Function for Deep-Q-Learning for Online
Mobile Robot Navigation . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 237
Arun Kumar Sah, Prases K. Mohanty, Vikas Kumar
and Animesh Chhotray
Integrated Design for Assembly Approach Using Ant Colony
Optimization Algorithm for Optimal Assembly Sequence Planning . . . . 249
G. Bala Murali, B. B. V. L. Deepak, B. B. Biswal
and Bijaya Kumar Khamari
Design and Performance Evaluation of Fractional Order
PID Controller for Heat Flow System Using Particle Swarm
Optimization . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 261
Rosy Pradhan, Susmita Pradhan and Bibhuti Bhusan Pati
Land Records Data Mining: A Developmental Tool
for Government of Odisha . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 273
Pabitrananda Patnaik, Subhashree Pattnaik and Prashant Kumar Pramanik
Piecewise Modeling of ECG Signals Using Chebyshev Polynomials . . . . 287
Om Prakash Yadav and Shashwati Ray
Analysis of Supplementary Excitation Controller for Hydel Power
System GT Dynamic Using Metaheuristic Techniques . . . . . . . . . . . . . . 297
Mahesh Singh, R. N. Patel and D. D. Neema
Farthest SMOTE: A Modified SMOTE Approach . . . . . . . . . . . . . . . . . 309
Anjana Gosain and Saanchi Sardana
DKFCM: Kernelized Approach to Density-Oriented Clustering . . . . . . . 321
Anjana Gosain and Tusharika Singh

Comparative Study of Optimal Overcurrent Relay Coordination
Using Metaheuristic Techniques . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 333
Shimpy Ralhan, Richa Goswami and Shashwati Ray
Prediction of Gold Price Movement Using Discretization
Procedure . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 345
Debanjan Banerjee, Arijit Ghosal and Imon Mukherjee
Language Discrimination from Speech Signal Using Perceptual
and Physical Features . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 357
Ghazaala Yasmin, Ishani DasGupta and Asit K. Das
Constructing Fuzzy Type-I Decision Tree Using Fuzzy Type-II
Ambiguity Measure from Fuzzy Type-II Datasets . . . . . . . . . . . . . . . . . 369
Mohamed A. Elashiri, Ahmed T. Shawky and Abdulah S. Almahayreh
Aspect-Level Sentiment Analysis on Hotel Reviews . . . . . . . . . . . . . . . . 379
Nibedita Panigrahi and T. Asha


xxii

Contents

Node Grouping and Link Segregation in Circular Layout
with Edge Bundling . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 391
Surbhi Dongaonkar and Vahida Attar
Fuzzy-Based Mobile Base Station Clustering Technique to Improve
the Wireless Sensor Network Lifetime . . . . . . . . . . . . . . . . . . . . . . . . . . 401
R. Sunitha and J. Chandrika
Hydropower Generation Optimization and Forecasting Using PSO . . . . 411
D. Kiruthiga and T. Amudha
Automatic Identification and Classification of Microaneurysms,
Exudates and Blood Vessel for Early Diabetic Retinopathy

Recognition . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 423
Vaibhav V. Kamble and Rajendra D. Kokate
Performance Analysis of Tree-Based Approaches
for Pattern Mining . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 435
Anindita Borah and Bhabesh Nath
Discovery of Variables Affecting Performance of Athlete Students
Using Data Mining . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 449
Rahul Sarode, Aniket Muley, Parag Bhalchandra, Sinku Kumar Singh
and Mahesh Joshi
Implementation of Non-restoring Reversible Divider Using
a Quantum-Dot Cellular Automata . . . . . . . . . . . . . . . . . . . . . . . . . . . . 459
Ritesh Singh, Neeraj Kumar Misra and Bandan Bhoi
Depth Estimation of Non-rigid Shapes Based on Fibonacci
Population Degeneration Particle Swarm Optimization . . . . . . . . . . . . . 471
Kothapelli Punnam Chandar and Tirumala Satya Savithri
Connecting the Gap Between Formal and Informal Attributes
Within Formal Learning with Data Mining Techniques . . . . . . . . . . . . . 483
Shivanshi Goel, A. Sai Sabitha and Abhay Bansal
Multiple Linear Regression-Based Prediction Model to Detect
Hexavalent Chromium in Drinking Water . . . . . . . . . . . . . . . . . . . . . . . 493
K. Sri Dhivya Krishnan and P. T. V. Bhuvaneswari
Data Engineered Content Extraction Studies
for Indian Web Pages . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 505
Bhanu Prakash Kolla and Arun Raja Raman
Steganography Using FCS Points Clustering
and Kekre’s Transform . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 513
Terence Johnson, Susmita Golatkar, Imtiaz Khan, Vaishakhi Pilankar
and Nehash Bhobe

Contents

xxiii

Anomaly Detection in Phonocardiogram Employing
Deep Learning . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 525
V. G. Sujadevi, K. P. Soman, R. Vinayakumar and A. U. Prem Sankar
Secured Image Transmission Through Region-Based Steganography
Using Chaotic Encryption . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 535
Shreela Dash, M. N. Das and Mamatarani Das
Technical Analysis of CNN-Based Face Recognition
System—A Study . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 545
S. Sharma, Ananya Kalyanam and Sameera Shaik
Application of Search Group Algorithm for Automatic Generation
Control of Interconnected Power System . . . . . . . . . . . . . . . . . . . . . . . . 557
Dillip Khamari, Rabindra Kumar Sahu and Sidhartha Panda
A Heuristic Comparison of Optimization Algorithms for the
Trajectory Planning of a 4-axis SCARA Robot Manipulator . . . . . . . . . 569
Pradip Kumar Sahu, Gunji Balamurali, Golak Bihari Mahanta
and Bibhuti Bhusan Biswal
A Computer-Aided Diagnosis System for Breast Cancer Using
Deep Convolutional Neural Networks . . . . . . . . . . . . . . . . . . . . . . . . . . 583
Nacer Eddine Benzebouchi, Nabiha Azizi and Khaled Ayadi
Indian Stock Market Prediction Using Machine Learning
and Sentiment Analysis . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 595
Ashish Pathak and Nisha P. Shetty
Exploring the Average Information Parameters over Lung Cancer
for Analysis and Diagnosis . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 605
Vaishnaw G. Kale and Vandana B. Malode
A Hash-Based Approach for Document Retrieval by Utilizing

Term Features . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 617
Rajeev Kumar Gupta, Durga Patel and Ankit Bramhe
Transform Domain Mammogram Classification Using Optimum
Multiresolution Wavelet Decomposition and Optimized
Association Rule Mining . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 629
Poonam Sonar and Udhav Bhosle
Noise Reduction in Electrocardiogram Signal Using Hybrid
Methods of Empirical Mode Decomposition with Wavelet
Transform and Non-local Means Algorithm . . . . . . . . . . . . . . . . . . . . . . 639
Sarmila Garnaik, Nikhilesh Chandra Rout and Kabiraj Sethi
A Path-Oriented Test Data Generation Approach Hybridizing
Genetic Algorithm and Artificial Immune System . . . . . . . . . . . . . . . . . 649
Gargi Bhattacharjee and Ashish Singh Saluja


xxiv

Contents

To Enhance Web Response Time Using Agglomerative Clustering
Technique for Web Navigation Recommendation . . . . . . . . . . . . . . . . . . 659
Shraddha Tiwari, Rajeev Kumar Gupta and Ramgopal Kashyap
Query-Optimized PageRank: A Novel Approach . . . . . . . . . . . . . . . . . . 673
Rajendra Kumar Roul, Jajati Keshari Sahoo and Kushagr Arora
Effects of Social Media on Social, Mental, and Physical Health
Traits of Youngsters . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 685
Gautami Tripathi and Mohd Abdul Ahad
Document Labeling Using Source-LDA Combined
with Correlation Matrix . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 697
Rajendra Kumar Roul and Jajati Keshari Sahoo

Diffusion Least Mean Square Algorithm for Identification of IIR
System Present in Each Node of a Wireless Sensor Networks . . . . . . . . 709
Km Dimple, Dinesh Kumar Kotary and Satyasai Jagannath Nanda
Comparative Evaluation of Various Feature Weighting Methods
on Movie Reviews . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 721
S. Sivakumar and R. Rajalakshmi
Dynamic ELD with Valve-Point Effects Using Biogeography-Based
Optimization Algorithm . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 731
A. K. Barisal, Soudamini Behera and D. K. Lal
A Survey on Teaching–Learning-Based Optimization Algorithm:
Short Journey from 2011 to 2017 . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 739
Janmenjoy Nayak, Bighnaraj Naik, G. T. Chandrasekhar and H. S. Behera
Predicting Users’ Preferences for Movie Recommender System
Using Restricted Boltzmann Machine . . . . . . . . . . . . . . . . . . . . . . . . . . . 759
Dayal Kumar Behera, Madhabananda Das and Subhra Swetanisha
Comparative Analysis of DTC Induction Motor Drives with Firefly,
Harmony Search, and Ant Colony Algorithms . . . . . . . . . . . . . . . . . . . . 771
Naveen Goel, R. N. Patel and Saji Chacko
DNA Gene Expression Analysis on Diffuse Large B-Cell
Lymphoma (DLBCL) Based on Filter Selection Method
with Supervised Classification Method . . . . . . . . . . . . . . . . . . . . . . . . . . 783
Alok Kumar Shukla, Pradeep Singh and Manu Vardhan
Categorizing Text Data Using Deep Learning: A Novel Approach . . . . . 793
Rajendra Kumar Roul and Sanjay Kumar Sahay
An Approach to Detect Patterns (Sub-graphs) with Edge Weight
in Graph Using Graph Mining Techniques . . . . . . . . . . . . . . . . . . . . . . 807
Bapuji Rao and Sarojananda Mishra


Contents

xxv

Comparative Performance Analysis of Adaptive Tuned PID
Controller for Multi-machine Power System Network . . . . . . . . . . . . . . 819
Mahesh Singh, Aparajita Agrawal, Shimpy Ralhan and Rajkumar Jhapte
A Competent Algorithm for Enhancing Low-Quality Finger Vein
Images Using Fuzzy Theory . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 831
Rose Bindu Joseph and Devarasan Ezhilmaran
An Adaptive Fuzzy Filter-Based Hybrid ARIMA-HONN Model
for Time Series Forecasting . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 841
Sibarama Panigrahi and H. S. Behera
An Evolutionary Algorithm-Based Text Categorization Technique . . . . 851
Ajit Kumar Das, Asit Kumar Das and Apurba Sarkar
Short-Term Load Forecasting Using Genetic Algorithm . . . . . . . . . . . . 863
Papia Ray, Saroj Kumar Panda and Debani Prasad Mishra
A Dynamic Bottle Inspection Structure . . . . . . . . . . . . . . . . . . . . . . . . . 873
Santosh Kumar Sahoo, M. Mahesh Sharma and B. B. Choudhury
Feature Selection-Based Clustering on Micro-blogging Data . . . . . . . . . 885
Soumi Dutta, Sujata Ghatak, Asit Kumar Das, Manan Gupta
and Sayantika Dasgupta
Author Index . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 897


About the Editors

Prof. Himansu Sekhar Behera is working as Head of the Department and
Associate Professor in the Department of Information Technology, Veer Surendra
Sai University of Technology (VSSUT) (a unitary technical university, established
by Government of Odisha), Burla, Odisha. He has received his M.Tech. degree in

Computer Science and Engineering from NIT Rourkela (formerly REC, Rourkela)
and Doctor of Philosophy in Engineering (Ph.D.) from Biju Patnaik University of
Technology (BPUT), Rourkela, Government of Odisha, respectively. He has
published more than 80 research papers in various international journals and conferences and edited 11 books and is acting as a member of the editorial/reviewer
board of various international journals. He is proficient in the field of computer
science engineering, served the capacity of programme chair and tutorial chair and
acts as advisory member of committees of many national and international conferences. His research interests include data mining and intelligent computing. He is
associated with various educational and research societies like OITS, ISTE, IE,
ISTD, CSI, OMS, AIAER, SMIAENG, SMCSTA. He is currently guiding seven
Ph.D. scholars, and three scholars have been awarded under his guidance.
Dr. Janmenjoy Nayak is working as an Associate Professor at Sri Sivani College
of Engineering, Srikakulam, Andhra Pradesh, India. He has been awarded INSPIRE
Research Fellowship from the Department of Science and Technology, Government
of India (both as JRF and as SRF levels) for doing his Doctoral Research in the
Department of Computer Science and Engineering & Information Technology,
Veer Surendra Sai University of Technology, Burla, Odisha, India. He completed
his M.Tech. degree (gold medallist and topper of the batch) in Computer Science
from Fakir Mohan University, Balasore, Odisha, India, and M.Sc. degree (gold
medallist and topper of the batch) in Computer Science from Ravenshaw University, Cuttack, Odisha, India. He has published more than 50 research papers in
various reputed peer-reviewed international conferences, refereed journals and
chapters. He has also published one textbook on “Formal Languages and Automata
Theory” in Vikash Publishing House Pvt. Ltd., which has been widely acclaimed
throughout the country and abroad by the students of all levels. He is the recipient

xxvii