Advances in Intelligent Systems and Computing

Volume 990

Series Editor

Janusz Kacprzyk, Systems Research Institute, Polish Academy of Sciences,Warsaw, Poland

Advisory Editors

Nikhil R. Pal, Indian Statistical Institute, Kolkata, IndiaRafael Bello Perez, Faculty of Mathematics, Physics and Computing,Universidad Central de Las Villas, Santa Clara, CubaEmilio S. Corchado, University of Salamanca, Salamanca, SpainHani Hagras, School of Computer Science and Electronic Engineering, Universityof Essex, Colchester, UKLászló T. Kóczy, Department of Automation, Széchenyi István University,Gyor, HungaryVladik Kreinovich, Department of Computer Science, University of Texasat El Paso, El Paso, TX, USAChin-Teng Lin, Department of Electrical Engineering, National ChiaoTung University, Hsinchu, TaiwanJie Lu, Faculty of Engineering and Information Technology,University of Technology Sydney, Sydney, NSW, AustraliaPatricia Melin, Graduate Program of Computer Science, Tijuana Instituteof Technology, Tijuana, MexicoNadia Nedjah, Department of Electronics Engineering, University of Rio deJaneiro, Rio de Janeiro, BrazilNgoc Thanh Nguyen , Faculty of Computer Science and Management,Wrocław University of Technology, Wrocław, PolandJun Wang, Department of Mechanical and Automation Engineering,The Chinese University of Hong Kong, Shatin, Hong Kong

The series “Advances in Intelligent Systems and Computing” contains publicationson theory, applications, and design methods of Intelligent Systems and IntelligentComputing. Virtually all disciplines such as engineering, natural sciences, computerand information science, ICT, economics, business, e-commerce, environment,healthcare, life science are covered. The list of topics spans all the areas of modernintelligent systems and computing such as: computational intelligence, soft comput-ing including neural networks, fuzzy systems, evolutionary computing and the fusionof these paradigms, social intelligence, ambient intelligence, computational neuro-science, artificial life, virtual worlds and society, cognitive science and systems,Perception and Vision, DNA and immune based systems, self-organizing andadaptive systems, e-Learning and teaching, human-centered and human-centriccomputing, recommender systems, intelligent control, robotics and mechatronicsincluding human-machine teaming, knowledge-based paradigms, learning para-digms, machine ethics, intelligent data analysis, knowledge management, intelligentagents, intelligent decision making and support, intelligent network security, trustmanagement, interactive entertainment, Web intelligence and multimedia.

The publications within “Advances in Intelligent Systems and Computing” areprimarily proceedings of important conferences, symposia and congresses. Theycover significant recent developments in the field, both of a foundational andapplicable character. An important characteristic feature of the series is the shortpublication time and world-wide distribution. This permits a rapid and broaddissemination of research results.

** Indexing: The books of this series are submitted to ISI Proceedings,EI-Compendex, DBLP, SCOPUS, Google Scholar and Springerlink **

More information about this series at http://www.springer.com/series/11156

Himansu Sekhar Behera • Janmenjoy Nayak •

Bighnaraj Naik • Danilo PelusiEditors

Computational Intelligencein Data MiningProceedings of the International Conferenceon ICCIDM 2018

123

EditorsHimansu Sekhar BeheraDepartment of Information TechnologyVeer Surendra Sai University of TechnologyBurla, Sambalpur, Odisha, India

Janmenjoy NayakDepartment of Computer Scienceand EngineeringSri Sivani College of EngineeringSrikakulam, Andhra Pradesh, India

Bighnaraj NaikDepartment of Computer ApplicationVeer Surendra Sai University of TechnologyBurla, Sambalpur, Odisha, India

Danilo PelusiFaculty of Communication SciencesUniversity of TeramoTeramo, Italy

ISSN 2194-5357 ISSN 2194-5365 (electronic)Advances in Intelligent Systems and ComputingISBN 978-981-13-8675-6 ISBN 978-981-13-8676-3 (eBook)https://doi.org/10.1007/978-981-13-8676-3

© Springer Nature Singapore Pte Ltd. 2020This work is subject to copyright. All rights are reserved by the Publisher, whether the whole or partof the material is concerned, specifically the rights of translation, reprinting, reuse of illustrations,recitation, broadcasting, reproduction on microfilms or in any other physical way, and transmissionor information storage and retrieval, electronic adaptation, computer software, or by similar or dissimilarmethodology now known or hereafter developed.The use of general descriptive names, registered names, trademarks, service marks, etc. in thispublication does not imply, even in the absence of a specific statement, that such names are exempt fromthe relevant protective laws and regulations and therefore free for general use.The publisher, the authors and the editors are safe to assume that the advice and information in thisbook are believed to be true and accurate at the date of publication. Neither the publisher nor theauthors or the editors give a warranty, expressed or implied, with respect to the material containedherein or for any errors or omissions that may have been made. The publisher remains neutral with regardto jurisdictional claims in published maps and institutional affiliations.

This Springer imprint is published by the registered company Springer Nature Singapore Pte Ltd.The registered company address is: 152 Beach Road, #21-01/04 Gateway East, Singapore 189721,Singapore

ICCIDM Committee

Chief Patron & President

Prof. Atal Chaudhuri, Vice Chancellor, VSSUT

Co-Patron

Prof. P. K. Hota, Dean CDCE, VSSUT, Burla

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

Honorary General Chair

Prof. B. Majhi, Director, IIIT Kanchipuram, Tamil Nadu, IndiaProf. B. K. Panigrahi, Indian Institute of Technology (IIT), Delhi, India

v

General Chair

Dr. Himansu Sekhar Behera, Associate Professor, Department of IT, Veer SurendraSai University of Technology (VSSUT), Burla, Odisha, India

Program Chair

Dr. D. P. Mohapatra, NIT Rourkela, Odisha, IndiaDr. J. C. Bansal, South Asian University, New Delhi, IndiaDr. A. K. Das, IIEST, Shibpur, WB

Organizing Chair

Dr. Bighnaraj Naik, Department of Computer Application, Veer Surendra SaiUniversity of Technology (VSSUT), Burla, Odisha, IndiaDr. Janmenjoy Nayak, Sri Sivani College of Engineering, Srikakulam,Andhra Pradesh, India

International Advisory Committee

Prof. A. Abraham, Machine Intelligence Research Labs, USAProf. Dungki Min, Konkuk University, Republic of KoreaProf. Francesco Marcelloni, University of Pisa, ItalyProf. Francisco Herrera, University of Granada, SpainProf. A. Adamatzky, Unconventional Computing Centre UWE, UKProf. H. P. Proença, University of Beira Interior, PortugalProf. P. Mohapatra, University of CaliforniaProf. S. Naik, University of Waterloo, CanadaProf. George A. Tsihrintzis, University of Piraeus, GreeceProf. Richard Le, Latrob University, AUSProf. Khalid Saeed, A.U.S.T, PolandProf. Yew-Soon Ong, SingaporeProf. Andrey V. Savchenko, N.R.U.H.S.E, RussiaProf. P. Mitra, P.S. University, USAProf. D. Sharma, University of Canberra, AustraliaProf. Istvan Erlich, University of Duisburg-Essen, GermanyProf. Michele Nappi, University of Salerno, Italy

vi ICCIDM Committee

Prof. Somesh Jha, University of Wisconsin, USAProf. Sushil Jajodia, George Mason University, USAProf. S. Auephanwiriyakul, Chiang Mai University, ThailandProf. Carlos A. Coello Coello, MexicoProf. M. Crochemore, University de Marne-la-Vallée, FranceProf. T. Erlebach, University of Leicester, Leicester, UKProf. T. Baeck, Universiteit Leiden, Leiden, The NetherlandsProf. J. Biamonte, ISI Foundation, Torino, ItalyProf. C. S. Calude, University of Auckland, New ZealandProf. P. Degano, Università di Pisa, Pisa, ItalyProf. M. Murugappan, University of MalaysiaProf. Raouf Boutaba, University of Waterloo, CanadaProf. Kenji Suzuki, University of ChicagoProf. Raj Jain, WU, USAProf. D. Al-Jumeily, Liverpool J. Moores University, UKProf. M. S. Obaidat, Monmouth University, USAProf. P. N. Suganthan, NTU, SingaporeProf. Biju Issac, Teesside University, UKProf. Brijesh Verma, C.Q.U, AustraliaProf. Ouri E. Wolfson, University of Illinois, USAProf. Klaus David, University of Kassel, GermanyProf. M. Dash, NTU, SingaporeProf. L. Kari, Western University, London, CanadaProf. A. S. M. Sajeev, AustraliaProf. Tony Clark, M.S.U, UKProf. Sanjib ku. Panda, NUS, SingaporeProf. R. C. Hansdah, IISC, BangaloreProf. G. Chakraborty, Iwate Pref. UniversityProf. Atul Prakash, University of Michigan, USAProf. Sara Foresti, University of degli Studi di Milano, ItalyProf. Pascal Lorenz, University of Haute Alsace, FranceProf. G. Ausiello, University di Roma “La Sapienza”, ItalyProf. X. Deng, University of Liverpool, England, UKProf. Z. Esik, University of Szeged, Szeged, HungaryProf. A. G. Barto, University of Massachusetts, USAProf. G. Brassard, University de Montréal, Montréal, CanadaProf. L. Cardelli, Microsoft Research, England, UKProf. A. E. Eiben, VU University, The NetherlandsProf. Patrick Siarry, Université de Paris, ParisProf. R. Herrera Lara, EEQ, Ecuador

ICCIDM Committee vii

National Advisory Committee

Sri A. K. Choudhury, Registrar (VSSUT, Burla)Prof. R. P. Panda (VSSUT, Burla)Prof. A. N. Nayak, Dean, SRIC (VSSUT, Burla)Prof. D. Mishra, Dean, Students’ Welfare (VSSUT, Burla)Prof. P. K. Kar, Dean, Faculty and Planning (VSSUT, Burla)Prof. P. K. Das, Dean, Academic Affairs (VSSUT, Burla)Prof. S. K. Swain, Dean, PGS & R (VSSUT, Burla)Prof. S. Panda, Coordinator TEQIP (VSSUT, Burla)Prof. U. R. Jena (VSSUT, Burla)Prof. D. K. Pratihar (IIT, Kharagpur)Prof. K. Chandrasekaran (NIT, Karnataka)Prof. S. G. Sanjeevi (NIT, Warangal)Prof. G. Saniel (NIT, Durgapur)Prof. B. B. Amberker (NIT, Warangal)Prof. R. K. Agrawal (JNU, New Delhi)Prof. U. Maulik (Jadavpur University)Prof. Sonajharia Minz (JNU, New Delhi)Prof. G. Jena (BVC Engineering College, JNTU, Kakinada, Andhra Pradesh)Prof. C. R. Tripathy (VC, BPUT, Rourkela)Prof. B. B. Pati (VSSUT, Burla)Prof. B. B. Biswal (Director, NIT Meghalaya)Prof. K. Shyamala (Osmania University, Hyderabad)Prof. P. Sanyal (WBUT, Kolkata)Prof. G. Panda (IIT, BBSR)Prof. B. B. Choudhury (ISI, Kolkata)Prof. K. K. Shukla (IIT, BHU)Prof. G. C. Nandy (IIIT, Allahabad)Prof. R. C. Hansdah (IISC, Bangalore)Prof. S. K. Basu (BHU, India)Prof. J. V. R. Murthy (JNTU, Kakinada)Prof. DVLN Somayajulu (NIT, Warangal)Prof. G. K. Nayak (IIIT, BBSR)Prof. P. P. Choudhury (ISI, Kolkata)Prof. Amiya Ku. Rath (VSSUT, Burla)Dr. R. Mohanty, HOD CSE (VSSUT, Burla)Prof. S. Bhattacharjee (NIT, Surat)

viii ICCIDM Committee

Technical Committee

Dr. Adel M. Alimi, REGIM-Lab., ENIS, University of Sfax, TunisiaDr. Chaomin Luo, University of Detroit Mercy, Detroit, Michigan, USADr. Istvan Erlich, Department of EE and IT, University of Duisburg-Essen,GermanyDr. Tzyh Jong Tarn, Washington University in St. Louis, USADr. Simon X. Yang, University of Guelph, CanadaDr. Raffaele Di Gregorio, University of Ferrara, ItalyDr. Kun Ma, Shandong Provincial Key Laboratory of Network Based IntelligentComputing, University of Jinan, ChinaDr. Azah Kamilah Muda, Faculty of ICT, Universiti Teknikal Malaysia Melaka,MalaysiaDr. Biju Issac, Teesside University, Middlesbrough, England, UKDr. Bijan Shirinzadeh, Monash University, AustraliaDr. Enver Tatlicioglu, Izmir Institute of Technology, TurkeyDr. Hajime Asama, The University of Tokyo, JapanDr. N. P. Padhy, Department of EE, IIT, Roorkee, IndiaDr. Ch. Satyanarayana, Department of Computer Science and Engineering, JNTUKakinada, IndiaDr. M. R. Kabat, Department of CSE, VSSUT, IndiaDr. A. K. Barisal, HOD, Department of EE and EEE, VSSUT, BurlaDr. M. Murugappan, University of MalaysiaDr. Danilo Pelusi, University of Teramo, ItalyDr. L. Sumalatha, Department of Computer Science and Engineering, JNTUKakinada, IndiaDr. K. N. Rao, Andhra University, Visakhapatnam, IndiaDr. S. Das, Indian Statistical Institute, Kolkata, IndiaDr. D. P. Mohapatra, Head, Department of CSE, N.I.T, Rourkela, IndiaDr. A. K. Turuk, Department of CSE, NIT, RKL, IndiaDr. M. P. Singh, Department of CSE, NIT, Patna, IndiaDr. R. Behera, Department of EE, IIT, Patna, IndiaDr. P. Kumar, Department of CSE, NIT, Patna, IndiaDr. A. Das, Department of CSE, IIEST, WB, IndiaDr. J. P. Singh, Department of CSE, NIT, Patna, IndiaDr. M. Patra, Berhampur University, Odisha, IndiaDr. A. Deepak, Department of CSE, NIT, Patna, IndiaDr. D. Dash, Department of CSE, NIT, Patna, IndiaDr. Bhanu Prakash Kolla, K. L. Deemed to be University, Vijayawada,Andhra Pradesh

ICCIDM Committee ix

Publicity Chair

Prof. P. C. Swain, VSSUT, BurlaDr. P. K. Sahu, VSSUT, BurlaDr. G. T. Chandrasekhar, SSCE, Srikakulam, Andhra PradeshDr. Apurba Sarkar, IIEST, Shibpur, WB, IndiaDr. Soumen Kumar Pati, St. Thomas’ College of Engineering and Technology,West Bengal, India

Sponsorship Chair

Dr. Satyabrata Das, VSSUT, BurlaMr. Sanjaya Kumar Panda, VSSUT, Burla

Registration Chair

Dr. Sucheta. Panda, VSSUT, BurlaMs. Gargi Bhattacharjee, VSSUT, Burla

Web Chair

Dr. Manas Ranjan Senapati, VSSUT, Burla

Publication Chair

Dr. Janmenjoy Nayak, Sri Sivani College of Engineering, Srikakulam, AndhraPradesh, IndiaDr. Bighnaraj Naik, Department of Computer Application, VSSUT, Burla, Odisha,India

Organizing Committee

Mr. D. C. Rao, VSSUT, BurlaMr. Kishore Kumar Sahu, VSSUT, Burla

x ICCIDM Committee

Mr. Sanjib Nayak, VSSUT, BurlaMrs. Sasmita Behera, VSSUT, BurlaMrs. Sasmita Acharya, VSSUT, BurlaDr. Santosh Majhi, VSSUT, BurlaDr. Pradipta Kumar Das, VSSUT, BurlaDr. Kshiramani Naik, VSSUT, BurlaMr. Sujaya Kumar Sathua, VSSUT, BurlaMr. Atul Vikas Lakra, VSSUT, BurlaMr. Gyanaranjan Shial, VSSUT, BurlaMr. Suresh Kumar Srichandan, VSSUT, BurlaMrs. E. Oram, VSSUT, BurlaMr. S. Mohapatra, VSSUT, Burla

Organizing Secretary

Mr. D. P. Kanungo, Department of IT, VSSUT, Burla, Odisha, India

Technical Reviewers

Dr. Asit Ku. Das, Indian Institute of Engineering Science and Technology, Shibpur,KolkataDr. Soumen Pati, St. Thomas College of Engineering, KolkataDr. D. Shyam Prasad, CVR College of Engineering, HyderabadMrs. D. Priyanka, Sri Sivani College of Engineering, Srikakulam, Andhra PradeshDr. Santosh Ku Sahoo, CVR College of Engineering, HyderabadDr. Kola Bhanu Prakash, K L University, VijayawadaDr. Sarat Ch. Nayak, CMR College of Engineering and Technology (Autonomous),HyderabadDr. Sunanda Das, Neotia Institute of Technology, KolkataMr. Himansu Das, Kalinga Institute of Industrial Technology (KIIT), Bhubaneswar,OdishaDr. G. T. Chandra Sekhar, Sri Sivani College of Engineering, Srikakulam, AndhraPradeshDr. V. Ramesh, CMR College of Engineering and Technology (Autonomous),HyderabadMr. Ch. Jagan Mohan Rao, Veer Surendra Sai University of Technology, Burla,OdishaMr. Jagannadh Panigrahi, Sri Sivani College of Engineering, Srikakulam, AndhraPradeshDr. B. Manmadha Kumar, Aditya Institute of Technology and Management,Andhra Pradesh

ICCIDM Committee xi

Dr. Narendra B. Mustare, CVR College of Engineering, HyderabadDr. P. Vittal, Aditya Institute of Technology and Management, Andhra PradeshMr. P. Suresh Kumar, Dr. Lankapalli Bullayya College, Visakhapatnam, AndhraPradeshDr. Ram Chandra Barik, Vikash Engineering College, Bargarh, OdishaDr. K. Dhayalini, K L University, VijayawadaDr. Shaik Nazeer, Bapatla Engineering College (Autonomous), Guntur District,Bapatla, Andhra PradeshDr. K. V. D. Kiran, K L University, Vaddeswaram, Guntur, Andhra PradeshDr. P. Pradeepa, Jain University, BangaloreDr. S. Nageswari, Alagappa Chettiar Government College of Engineering andTechnology, KaraikudiDr. R. Arulmurugan, S R Engineering College, WarangalDr. K. C. Bhuyan, College of Engineering and Technology, Bhubaneswar, OdishaMr. Dillip Khamari, Vikash Institute of Technology, Bargarh, OdishaDr. Meenakhi Rout, Kalinga Institute of Industrial Technology (KIIT),Bhubaneswar, OdishaDr. Suneeta Mohanty, Kalinga Institute of Industrial Technology (KIIT),Bhubaneswar, OdishaMr. Suresh Chandra Moharana, Kalinga Institute of Industrial Technology (KIIT),Bhubaneswar, OdishaDr. P. M. K. Prasad, GVP College of Engineering for Women Visakhapatnam,Andhra Pradesh, IndiaDr. Manoj Kumar Mishra, Kalinga Institute of Industrial Technology (KIIT),Bhubaneswar, OdishaMr. Debasis Mohapatra, Parala Maharaja Engineering College (Govt. Odisha),Berhampur, OdishaMr. Rashmi Ranjan Sahoo, Parala Maharaja Engineering College (Govt. Odisha),Berhampur, OdishaDr. S. K. Padhy, Veer Surendra Sai University of Technology, Burla, OdishaD. K. Behera, Trident Academy of Technology, Bhubaneswar, OdishaDr. M. Mishra, ITER, Siksha ‘O’ Anusandhan (Deemed to be University),BhubaneswarMr. Umashankar Ghugar, Berhampur University, Berhampur, OdishaDr. S. K. Panda, Veer Surendra Sai University of Technology, Burla, OdishaDr. Sourav Kumar Bhoi, Parala Maharaja Engineering College (Govt. ofOdisha), BerhampurMr. Siba Prasada Tripathy, NIST, Berhampur, Odisha, IndiaMr. Purnendu Mishra, Vikash Institute of Technology, Bargarh, OdishaMr. Sibarama Panigrahi, Sambalpur University, Institute of InformationTechnology, Sambalpur, OdishaDr. Manas Senapati, Veer Surendra Sai University of Technology, Burla, OdishaDr. Chittaranjan Pradhan, Kalinga Institute of Industrial Technology, Bhubaneswar,OdishaDr. Sucheta Panda, Veer Surendra Sai University of Technology, Burla, Odisha

xii ICCIDM Committee

Dr. M. Marimuthu, Coimbatore Institute of Technology, CoimbatoreMs. Santwana Sagnika, Kalinga Institute of Industrial Technology, Bhubaneswar,OdishaAditya Hota, Veer Surendra Sai University of Technology, Burla, OdishaDr. Santosh Kumar Pani, Veer Surendra Sai University of Technology, Burla,OdishaDr. Prakash Bhat, Senior Engineer at Siemens PLM Software Inc., Houston, Texas,USADr. Ajay Kumar Jena, Kalinga Institute of Industrial Technology (KIIT),BhubaneswarDr. S. K. Majhi, Veer Surendra Sai University of Technology, Burla, OdishaDr. Nageswara Rao, Velagapudi Ramakrishna Siddhartha Engineering CollegeDr. M. Nazma B. J. Naskar, Kalinga Institute of Industrial Technology (KIIT),Bhubaneswar, OdishaMr. R. Paul, University of South Florida, TampaDr. S. Albert Alexander, Kongu Engineering College, Perundurai, Tamil NaduMr. Shyam Prasad Devulapalli, JNTU Hyderabad, HyderabadDr. M. R. Narasinga Rao, K L University, Vaddeswaram, Andhra PradeshDr. B. Satyanarayana, CMR College of Engineering and Technology(Autonomous), HyderabadDr. G. Syam Prasad, K L University, Vaddeswaram, Andhra PradeshDr. A. Abdul Rasheed, CMR Institute of Technology, BengaluruMr. Pinaki Sankar Chatterjee, Kalinga Institute of Industrial Technology (KIIT),BhubaneswarDr. P. V. R. D. Prasada Rao, K L University, Vaddeswaram, Andhra PradeshDr. Satyabrata Das, Veer Surendra Sai University of Technology, Burla, OdishaDr. Subrat Nayak, Siksha ‘O’ Anusandhan (Deemed to be University),Bhubaneswar, OdishaDr. Himansu Sekhar Behera, Veer Surendra Sai University of Technology, Burla,OdishaRadhamohan Pattnayak, Godavari Institute of Engineering and Technology,Rajahmundry, Andhra PradeshDr. Banchhanidhi Dash, JIGIGA University, EthiopiaMrs. P. Sruthi, CMR College of Engineering and Technology (Autonomous),HyderabadMr. Jay Sarraf, Kalinga Institute of Industrial Technology, Bhubaneswar, OdishaDr. K. Suvarna Vani, Velagapudi Ramakrishna Siddhartha Engineering College,Vijayawada, Andhra PradeshDr. P. Vidya Sagar, Velagapudi Ramakrishna Siddhartha Engineering College,Vijayawada, Andhra PradeshDr. M. Panda, Utkal University, Bhubaneswar, OdishaDr. M. Patra, Berhampur University, Berhampur, OdishaDr. R. Umamaheswari, Velammal Engineering College, Chennai, IndiaDr. K. L. S. Soujanya, CMR College of Engineering and Technology(Autonomous), Hyderabad

ICCIDM Committee xiii

Mrs. A. Poongodai, CMR College of Engineering and Technology (Autonomous),HyderabadMr. A. Vivekanad, CMR College of Engineering and Technology (Autonomous),HyderabadMr. Susil Kumar Mohanty, University of Hyderabad, Hyderabad, TelenganaDr. Rajesh Kumar, JNTU, HyderabadDr. Rajesh Kumar Tripathy, BITS, PilaniDr. Koteswara Rao, JNTU, HyderabadDr. Sanjay Kumar Sahoo, Lovely Professional University, PunjabDr. S. Harivardhangini, JNTU, HyderabadDr. Shampa Sengupta, MCKV Engineering College, West BengalDr. Md. Dilsad Ansari, CMR College of Engineering and Technology(Autonomous), HyderabadDr. Santanu Phadikar, MAKAUT, West BengalMr. Arka Ghosh, IIEST, ShibpurDr. Vijaya Kumar Koppula, CMR College of Engineering and Technology(Autonomous), HyderabadDr. Samit Biswas, IIEST, Shibpur, West BengalDr. Apurba Sarkar, IIEST, Shibpur, West BengalMrs. Sarita Mohapatra, Siksha ‘O’ Anusandhan (Deemed to be University),Bhubaneswar, OdishaMrs. Subhra Swetanisha, Trident Academy of Technology, BhubaneswarDr. P. Raman, GMR Institute of Technology, Andhra PradeshMs. Yasmin Ghazaala, St. Thomas Engineering College, West BengalMrs. Soumi Dutta, IEM, West BengalDr. Amit Paul, St. Thomas Engineering College, West BengalDr. K. Ramakrishna, CMR College of Engineering and Technology (Autonomous),HyderabadDr. Arijit Ghoshal, St. Thomas Engineering College, West BengalAmiya Halder, St. Thomas Engineering College, West BengalDr. Ramesh Prusty, Veer Surendra Sai University of Technology, Burla, OdishaMr. Karthik Jilla, CMR College of Engineering and Technology (Autonomous),HyderabadMs. D. Mishra, College of Engineering and Technology, Bhubaneswar, Odisha

xiv ICCIDM Committee

Preface

The expansion of data, structured and unstructured, is creating a complex analyticalscenario for both industries and academic institutions. The challenge is to structureand review these data (information) for effective decision-making. The currentsolution is computational intelligence tools which use adaptive mechanisms for theunderstanding of data in a complex and altering environment.

The fifth international conference on computational intelligence in data mining(ICCIDM 2018), organized by Veer Surendra Sai University of Technology(VSSUT), Burla, Sambalpur, Odisha, India, during 15–16 December 2018, hasgiven a platform for research community to ponder over these challenging problemsand find a solution.

The conference has received more than 250 submissions from researchersworking in the field of data mining and computational intelligence. After a thoroughreview, knowledgeable subject experts from different countries have selected 66best quality papers for presentation and publication. With an acceptance rate of26.4%, the papers present the latest research findings in the subject and discuss newand interesting applications.

The papers discuss current research findings in the fields of soft computing, datamining, computational intelligence, green computing, big data analysis andnature-inspired computing.

Hope the content of the proceeding will be useful for readers in their field ofstudy.

Burla, Sambalpur, India Himansu Sekhar BeheraSrikakulam, India Janmenjoy NayakBurla, Sambalpur, India Bighnaraj NaikTeramo, Italy Danilo Pelusi

xv

Acknowledgements

The conference has attracted more than 250 researchers globally to participate andshare their research findings in the form of quality research papers. Thanks to all theparticipants for their contribution.

The editors highly appreciate the organizing committee for their activeinvolvement from day one and during each stage of the conference. We express ourheartfelt gratitude to the international and national advisory members and technicalprogramme committee. The team is highly obliged and thankful to the reviewers fortheir remarkable effort in providing their valuable comments and finalizing thecontent of the proceedings.

We also want to thank the volunteers for their untiring effort to make this eventsuccessful.

Last but not least, we appreciate the help rendered by the editorial team ofSpringer Nature in publishing this proceeding in AISC book series.

xvii

About the Conference

After four triumphant interpretations of ICCIDM, the international conference on“Computational Intelligence in Data Mining” (ICCIDM) has accomplished to itsfifth consequential version with a high endeavor. ICCIDM 2018 has been entren-ched itself as one of the prominent and leading conference which will assist theprogress of cross cooperation across the different provincial research communitiesin India along with other international provincial research partners and programs.Such vigorous deliberations and brainstorming conferences among national andinternational research communities is requisite to address many challenges, appli-cations of computational intelligence in the area of engineering, science andtechnology and new trends are proceeding by each passing moment. The 2018version of ICCIDM is an appropriate platform for researchers, scientists, scholars,academicians and practitioners to contribute their inventive thoughts and researchdiscussion on the confronts, state-of-the-art developments and unsettled opentroubles in the area of data mining and computational intelligence.

The conference aims to:

• Administrate a sneak examination into the strength and weakness of trendingrelevance and research results in the field of computational intelligence and datamining.

• Augment the exchange of thoughts and consistency among the different com-putational intelligence schemes.

• Develop the significance and utilization of data mining application fields forend-users and neophyte user application.

• Endorse peculiar high eminent research verdicts and innovative results to thechallenging problems in intelligent computing.

• Contribute research endorsements for upcoming assessment reports.

By the end of the conference, we anticipate that the participants will enhance theirknowledge by latest perceptions and examinations on existing research topics from

xix

leading academician, researchers and scientists around the globe, contribute theirown thoughts on significant research topics like computational intelligence and datamining as well as to networks and conspire with their international compeer.

xx About the Conference

Contents

Cluster Validity Using Modified Fuzzy Silhouette Index on LargeDynamic Data Set . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 1Chatti Subbalakshmi, Rishi Sayal and H. S. Saini

RRF-BD: Ranger Random Forest Algorithm for Big DataClassification . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 15G. Madhukar Rao, Dharavath Ramesh and Abhishek Kumar

Survey on Plagiarism Detection Systems and Their Comparison . . . . . . 27Lovepreet, Vishal Gupta and Rohit Kumar

IoT in Home Automation . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 41Prasad Suman Sourav, Mishra Jyoti Prakash and Mishra Sambit Kumar

Finding Correlation Between Twitter Influence Metrics and CentralityMeasures for Detection of Influential Users . . . . . . . . . . . . . . . . . . . . . . 51Kunal Chakma, Rohit Chakraborty and Shubhanshu Kumar Singh

QMAA: QoS and Mobility Aware ACO Based Opportunistic RoutingProtocol for MANET . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 63Aparna A. Junnarkar, Y. P. Singh and Vivek S. Deshpande

An Effective Trajectory Planning for a Material Handling RobotUsing PSO Algorithm . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 73S. Pattanayak and B. B. Choudhury

An Approach to Compress English Posts from Social Media Texts . . . . 83Dwijen Rudrapal, Manaswita Datta, Ankita Datta, Puja Dasand Subhankar Das

A Deep Learning Approach to Predict Football Match Result . . . . . . . . 93Dwijen Rudrapal, Sasank Boro, Jatin Srivastava and Shyamu Singh

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Prediction of Breast Cancer Recurrence: A MachineLearning Approach . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 101Kashish Goyal, Preeti Aggarwal and Mukesh Kumar

Rating Prediction of Tourist Destinations Based on SupervisedMachine Learning Algorithms . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 115Anupam Jamatia, Udayan Baidya, Sonalika Paul, Swaraj DebBarmaand Subham Dey

An Automatic Intent Modeling Algorithm for InteractiveData Exploration . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 127Vaibhav Kumar and Vikram Singh

Prediction of Arteriovenous Nicking for Hypertensive RetinopathyUsing Deep Learning . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 141Himanshu Kriplani, Mahima Patel and Sudipta Roy

ANFIS-Based Modeling for Prediction of Surface Roughnessin Powder Mixed Electric Discharge Machining . . . . . . . . . . . . . . . . . . 151Pragyan Paramita Mohanty, Deepak Mohapatra, Asit Mohantyand Swagat Nayak

Trendingtags—Classification & Prediction of HashtagPopularity Using Twitter Features in Machine LearningApproach Proceedings . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 161P. Suthanthira Devi, R. Geetha and S. Karthika

Enhancement of Identification Accuracy by Handling OutlierFeature Values Within a Signature Case Base . . . . . . . . . . . . . . . . . . . . 179Uttam Kumar Das, Shisna Sanyal, Anindita De Sarkarand Chitrita Chaudhuri

A Comparison Study of Different Privacy Preserving Techniquesin Collaborative Filtering Based Recommender System . . . . . . . . . . . . . 193Sitikantha Mallik and Abhaya Kumar Sahoo

Artificial Intelligence Based Multi-object Inspection System . . . . . . . . . 205Santosh Kumar Sahoo

PSO Based Path Planning of a Six-Axis Industrial Robot . . . . . . . . . . . 213Supriya Sahu and B. B. Choudhury

Selection of Industrial Robot Using Fuzzy Logic Approach . . . . . . . . . . 221Swagat Nayak, S. Pattanayak, B. B. Choudhury and N. Kumar

Efficient Analysis of Clinical Genomic Database . . . . . . . . . . . . . . . . . . 233Sarbani Dasgupta and Banani Saha

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Database Intrusion Detection Using Adaptive Resonance NetworkTheory Model . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 243Anitarani Brahma and Suvasini Panigrahi

Medical Image Classification Through Deep Learning . . . . . . . . . . . . . . 251Kaushik Raghupathruni and Madhavi Dabbiru

Novel Wavelet Domain Based Adaptive Thresholding Using BatAlgorithm for Image Compression . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 261V. Manohar, G. Laxminarayana and T. Satya Savithri

Prototype Selection of Online Handwritten Telugu CharactersRecognition Using Voronoi Tessellation . . . . . . . . . . . . . . . . . . . . . . . . . 275Srilakshmi Inuganti and Rajeshwara Rao Ramisetty

Assessment of Cosmetic Product Awareness Among Female StudentsUsing Data Mining Technique . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 289Aniket Muley and Atish Tangawade

Evolutionary Games for Cloud, Fog and EdgeComputing—A Comprehensive Study . . . . . . . . . . . . . . . . . . . . . . . . . . 299Ganesh Neelakanta Iyer

ACRRFLN: Artificial Chemical Reaction of Recurrent FunctionalLink Networks for Improved Stock Market Prediction . . . . . . . . . . . . . 311Sarat Chandra Nayak, Koppula Vijaya Kumar and Karthik Jilla

Graph-Based Crime Reports Clustering Using Relations Extractedfrom Named Entities . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 327Priyanka Das and Asit Kumar Das

Spectral–Spatial Active Learning Techniques for HyperspectralImage Classification . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 339Sushmita Rajbanshi, Kaushal Bhardwaj and Swarnajyoti Patra

A Comprehensive Analysis of Kernelized Hybrid ClusteringAlgorithms with Firefly and Fuzzy Firefly Algorithms . . . . . . . . . . . . . . 351B. K. Tripathy and Anmol Agrawal

Stock Market Prediction and Portfolio Optimization UsingData Analytics . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 367Sulochana Roy

A Novel Position Concealment Audio Steganography in InsensibleFrequency . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 383Nabanita Mukherjee, Goutam Paul and Sanjoy Kumar Saha

Automated Evaluation of Outlier Performers in ProgrammingSessions Using Case-Based Reasoning Techniques . . . . . . . . . . . . . . . . . 393Anindita Desarkar, Ajanta Das and Chitrita Chaudhuri

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Black Hole and k-Means Hybrid Clustering Algorithm . . . . . . . . . . . . . 403Shankho Subhra Pal and Somnath Pal

Improving Stock Market Prediction Through Linear Combinersof Predictive Models . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 415Sarat Chandra Nayak, Ch. Sanjeev Kumar Dash, Ajit Kumar Beheraand Satchidananda Dehuri

ML-IDS: MAC Layer Trust-Based Intrusion Detection Systemfor Wireless Sensor Networks . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 427U. Ghugar and J. Pradhan

Restoration of Mammograms by Using Deep Convolutional DenoisingAuto-Encoders . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 435Swarup Kr. Ghosh, Biswajit Biswas and Anupam Ghosh

A Dynamic Panel Data Study on ICT and Technical HigherEducation in India . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 449Uday Chandra Mukherjee, Madhabendra Sinhaand Partha Pratim Sengupta

Optimization of Posture Prediction Using MOO in Brick StackingOperation . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 461Biswaranjan Rout, P. P. Tripathy, R. R. Dash and D. Dhupal

Sentiment Analysis and Extractive Summarization BasedRecommendation System . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 473Rajendra Kumar Roul and Jajati Keshari Sahoo

Significance of the Background Image Texture in CBIR System . . . . . . 489Charulata Palai, Satya Ranjan Pattanaik and Pradeep Kumar Jena

Supervised and Unsupervised Data Mining Techniques for SpeakerVerification Using Prosodic + Spectral Features . . . . . . . . . . . . . . . . . . 501Basanta Kumar Swain, Sanghamitra Mohanty and Dillip Ranjan Nayak

Effective Software Fault Localization Using a Back PropagationNeural Network . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 513Abha Maru, Arpita Dutta, K. Vinod Kumar and Durga Prasad Mohapatra

Optimizing Generalized Capacitated Vehicle Routing ProblemUsing Augmented Savings Algorithm . . . . . . . . . . . . . . . . . . . . . . . . . . . 527Barnali Saha, Kamlesh Suthar and Ajit Kumar

Near-Duplicate Document Detection Using Semantic-Based SimilarityMeasure: A Novel Approach . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 543Rajendra Kumar Roul and Jajati Keshari Sahoo

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A Stacked Generalization Approach for Diagnosis and Predictionof Type 2 Diabetes Mellitus . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 559Namrata Singh and Pradeep Singh

Prevention of Ethnic Violence and Riots Using Supervised RumorDetection . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 571Rama Krushna Das, Manisha Panda, Atithee Apoorvaand Gopal Krishna Mishra

A Non-linear Approach for Classifying Malignant NeoplasmUsing Dualist Optimization Algorithm . . . . . . . . . . . . . . . . . . . . . . . . . . 583Prachi Vijayeeta, M. N. Das and B. S. P. Mishra

A Comparative Study Using Linear Model, Decision Treeand Random Forest for Classification of Student’s Self Satisfactionwith Family Aspect Parameters of Students . . . . . . . . . . . . . . . . . . . . . . 595Aniket Muley, Parag Bhalchandra, Govind Kulkarni and Mahesh Joshi

Perspective of the Behaviour of Retail Investors: An Analysiswith Indian Stock Market Data . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 605Abhijit Dutta, Madhabendra Sinha and Padmabati Gahan

Three-Dimensional (3D) Polygon Mesh AuthenticationUsing Sequential Bit Substitution Strategy . . . . . . . . . . . . . . . . . . . . . . . 617Sagarika Borah and Bhogeswar Borah

A Comprehensive Review on Cancer Detection and PredictionUsing Computational Methods . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 629Dakshya P. Pati and Sucheta Panda

Fuzzy Time Series Forecasting: A Survey . . . . . . . . . . . . . . . . . . . . . . . 641Sibarama Panigrahi and Himansu Sekhar Behera

A Generic Framework for Data Analysis in Privacy-PreservingData Mining . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 653P. Chandra Kanth and M. S. Anbarasi

Minimization of Crossover Operator in Genetic Algorithm . . . . . . . . . . 663Amrita Datta and Mou Dasgupta

A Novel Hybrid Differential Evolution-PSNN for Fuzzy TimeSeries Forecasting . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 675Radha Mohan Pattanayak, Himansu Sekhar Beheraand Sibarama Panigrahi

Improved Face Detection Using YCbCr and Adaboost . . . . . . . . . . . . . 689Vishnu Vansh, Kumar Chandrasekhar, C. R. Aniland Sitanshu Sekhar Sahu

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Big Data Mining Algorithms for Predicting Dynamic Product Priceby Online Analysis . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 701Manjushree Nayak and Bhavana Narain

Cluster-Based Anonymization of Assortative Networks . . . . . . . . . . . . . 709Debasis Mohapatra and Manas Ranjan Patra

Application of Artificial Intelligence Techniques for Improvementof Power Quality Using Hybrid Filters . . . . . . . . . . . . . . . . . . . . . . . . . . 719Soumya Ranjan Das, Prakash K. Ray, Asit Mohantyand Tapas K. Panigrahi

Applications and Advancements of Nature-Inspired OptimizationAlgorithms in Data Clustering: A Detailed Analysis . . . . . . . . . . . . . . . 731Janmenjoy Nayak, Paidi Dinesh, Kanithi Vakula, Bighnaraj Naikand Danilo Pelusi

Short Term Solar Energy Forecasting by Using Fuzzy Logicand ANFIS . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 751Meera Viswavandya, Bakdevi Sarangi, Sthitapragyan Mohantyand Asit Mohanty

Empirical Study and Statistical Performance Analysis with ANNfor Parkinson’s Vowelized Data Set . . . . . . . . . . . . . . . . . . . . . . . . . . . . 767T. PanduRanga Vital, Gorti Satyanarayana Murty, K. Yogiswara Raoand T. V. S. Sriram

Alternative Assessment of Performance of Students ThroughData Mining . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 781Parag Bhalchandra, Aniket Muley, Mahesh Joshi, Santosh Khamitkar,Sakharam Lokhande and Rajesh Walse

Sine Cosine Optimization Based Proportional Derivative-ProportionalIntegral Derivative Controller for Frequency Control of HybridPower System . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 789Tulasichandra Sekhar Gorripotu, Pilla Ramana, Rabindra Kumar Sahuand Sidhartha Panda

Author Index . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 799

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About the Editors

Dr. Himansu Sekhar Behera is an Associate Professor & Head of the Departmentat the Department of Information Technology, VSSUT, Burla, Odisha, India. Hehas published more than 80 research papers in various international journals andconference proceedings, edited 11 books, and serves on the Editorial/ReviewerBoard of various international journals. His research interests include Data Miningand Intelligent Computing. He is associated with various educational and researchsocieties, e.g. the OITS, ISTE, SMIAENG, SMCSTA etc.

Dr. Janmenjoy Nayak is an Associate Professor & Head of the Department at theDepartment of Computer Science & Engineering, Sri Sivani College ofEngineering, Srikakulam, India. He was awarded an INSPIRE Fellowship by theDST, Government of India to pursue his doctoral research at the VSSUT, Burla,India. He has published more than 50 research papers in various reputedpeer-reviewed journals and conference proceedings. He is the recipient of the BestResearcher Award from the JNTU, Kakinada (2018) and the Young Faculty inEngineering Award from Venus International Foundation (2017). With more thaneight years of teaching and research experience, his research interests include DataMining, Nature Inspired Algorithms and Soft Computing. He is an active reviewerfor various reputed peer-reviewed journals, e.g. IEEE, IET, Elsevier, Springer andInderscience journals. Further, Dr. Nayak is a life member of several societies, e.g.the IEEE, CSI India, IAENG (Hong Kong) etc.

Dr. Bighnaraj Naik is an Assistant Professor at the Department of ComputerApplication, Veer Surendra Sai University of Technology, Burla, India. He haspublished more than 50 research papers in prominent journals and conferenceproceedings. With more than eight years of teaching experience in the field ofComputer Science and Information Technology, Dr. Naik’s research interestsinclude Data Mining and Soft Computing. He is a life member of several societies,e.g. the IEEE, IAENG (Hong Kong) etc.

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Dr. Danilo Pelusi is an Associate Professor at the Faculty of CommunicationSciences, University of Teramo, Italy, where he also received his Ph.D. inComputational Astrophysics in 2006. His current research interests includeInformation Theory, Fuzzy Logic, Neural Networks and Evolutionary Algorithms.He is an Associate Editor of IEEE Transactions on Emerging Topics inComputational Intelligence and IEEE Access, and has served as a guest editor forseveral Inderscience and Springer journals.

xxviii About the Editors