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About Faculty

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Dr. Sunita Soni

Professor & Head of Department

sunita.soni@bitdurg.ac.in

Dr. Sunita Soni

Employee ID 10054
Date of Joining 12-08-1999
Nature of Association Regular
Department Computer Science and Engineering
Designation Professor & Head of Department
Educational Qualification Ph.D. (Computer Science), MCA
E-Mail sunita.soni@bitdurg.ac.in
Contact Number Extension No.: 510, Global Directory No.:8112
Areas of Interest

Data Mining Machine Learning , Cryptography, Predictive Analytics in Health Care, , Big Data Analytics

Publications

    Publication (Papers) in SCI or SCOPUS Journal:

    Sl

    Title of the paper

    presented with page nos.

    Name of the

    Journal with

    ISSN No.

    Volume &

    Issue

    Authors in

    order as in

    paper.

    Impact Factor

    if any

    1.

    Building Weighted Associative Classifiers using Maximum Likelihood Estimation to Improve Prediction Accuracy in Health Care Data Mining 1350008 (14 pages)

    Print ISSN: 0219-6492

    12(1)

    Sunita Soni, O.P. Vyas

    Web of Science

    2

    “Fuzzy Weighted Bayesian Belief Network: A medical knowledge driven Bayesian model using Fuzzy weighted rules” PNo.1117–1125

    International Journal of Information Technology.

    2022

     

    Shweta Kharya

    Sunita Soni & 

    Tripti Swarnkar 

     [Scopus]

    3

    “Generation of synthetic datasets using weighted Bayesian association rules in clinical world”

    International Journal of Information Technology,

    https://doi.org/10.1007/s41870-022-01081-x ,August

    2022, 14(6):3245–3251,Springer

     

    Kharya; Sunita Soni; Tripti Swarnkar

     [Scopus]

    4

    “Weighted Bayesian Belief Network: A Computational Intelligence Approach for predictive Modeling in Clinical Datasets”

    Article ID 3813705, 8 pages

    Computational Intelligence and Neuroscience.

    Volume 2022, Article ID 3813705,8 pages.

    https://doi.org/10.1155/2022/3813705, Hindawi . July

    2022

     

    Kharya, Shweta; Onyema, Edeh Michael; Zafar, Aasim; Wajid, Mohd Anas; Afriyie, Rockson Kwasi; Swarnkar, Tripti; Soni, Sunita

    Web of Science

    3.64

    5

    Time Series Forecasting for Uni- Variant Data Using Hybrid GA-OLSTM Model and Performance Evaluations,Page:1961-1966

    International Journal of Information Technology, Vol. 14,

    Vol.-14, 2022

    Nisha Thakur, Sanjeev Karmakar, Sunita Soni,

     [Scopus]

     

    International Journal (other than mentioned in 16(A)

    Sl

    Title of the paper

    presented with page nos.

    Name of the

    Journal with

    ISSN No.

    Volume &

    Issue

    Authors in order

    as in paper.

    Impact Factor if

    any

    1

    Generic Approach of Measuring Text Semantic Similarity, Page : 2494-2503

    Ictact Journal on Soft Computing,

    Vol.:12, ISSUE: 01 OCTOBER 2021

    Richa Dhagat, Arpana Rawal and Sunita Soni

    UGC CARE

    2

    Using Associative Classifiers for Predictive Analysis in Health Care Data Mining, Page : 33-37

    International Journal of Computer Applications

    4 (5), 33-37

    S Soni, OP Vyas

     

    NA

    3

    A Conceptual Approach to Temporal Weighted Item Set Utility Mining, Page: 55-60

    International Journal of Computer Applications

    1 (28), 0975-8887

    J Pillai, OP Vyas, S Soni, M Muyeba

    NA

    4

    Intelligent and Effective Heart Disease Prediction System Using Weighted Associative Classifiers, Page:2385-2392

    International Journal on Computer Science and Engineering

    3 (6), 2385-2392

     

    J Soni, U Ansari, D Sharma, S Soni

     

    NA

    5

    Predictive Data Mining for Medical Diagnosis: An Overview of Heart Disease Prediction, Page:43-48

    International Journal of Computer Applications

    (0975 – 8887)

    17 (8), 43-48

     

    J Soni, U Ansari, D Sharma, S Soni

     

    NA

    6

    Fuzzy Weighted Associative Classifier: A Predictive Technique For Health Care Data Mining, Page:11-22

    International Journal of Computer Science, Engineering and Information Technology (IJCSEIT)

    Vol.2, No.1

    Sunita Soni  , O.P.Vyas

     

    7

    Predictive Machine Learning Techniques for Breast Cancer Detection,Page:1023-1028

    (IJCSIT) International Journal of Computer Science and Information

    Vol. 4(6), 1023-1028

    S Kharya, D Dubey, S Soni

     

    NA

    8

     

    Mining Health Care Sequences Using Weighted Associative Classifier, Page : 26-36

    Global Journal of Computer Science and Technology

    14(2-C), 27

    S Soni, OP Vyas

     

     

    9

    Naive Bayes Classifiers: A Probabilistic Detection Model for Breast Cancer, Page: 26-31

    International Journal of Computer Applications

    92(10)

     

    S Kharya, S Agrawal, S Soni

     

    NA

    10

    Effect of Adder Circuits Over Multiplier Design Based on Vedic Mathematics,

    Page : 1256 -1259

    ICTACT Journal on Microelectronics

    , January 2022,

    Vol.: 07,

    Issue: 04

    Saurabh Singh and Sunita Soni

    UGC CARE

    11

    Weighted Naive Bayes Classifier: A Predictive Model for Breast Cancer Detection, Page: 32-37

    International Journal of Computer Applications

    IIJCA (0975-8887)

    133 (9), 32-7

    S Kharya, S Soni

     

    NA

    12

    Analysis of Social Networking Based on Location Centric Using Big Data, Page : 65-74

    International Journal of Advance Technology in Engineering & Science.

    Vol. 4,
    Issue 12

    Mr. Rewati Raman Dewangan

    Dr Sunita Soni

    NA

    13

    Predictive Data Analytics Approaches in Clinical Informatics: A Review,

    Page :1566-1579

    IJAMTES,

    Vol. 8, Mar 2018.

    Sunita soni, Shweta Kharya, Tripti Swarnakar

    NA

    14

    Research Framework for Implementation of Bayesian Belief Network In Various Platform: A Review,

    Page : 952-957

    International Journal of Management, Technology & Engineering

    Issue-III,

    Mar 2019

    Sunita Soni, Shweta Kharya

    NA

    15

    Safe Guarding Privacy of Data in Cloud Environment Using Advanced RTPP Technique, Page : 967-969

    International Journal of Management, Technology & Engineering,

    Issue-III,

    Mar 2019

    Rewati Raman, Sunita Soni

    [old UGC-CARE]

    16

    Hybrid Technology for Advancing Defense Security and Safety, Page : 942-946

    International Journal of Management, Technology & Engineering,

    Issue-III, ISSN 2249-7455, Mar - 2019.

    Sunita Soni, Deepika Behera

    [old UGC-CARE]

    17

    Verification of Vehicle /Owner Through Chip Based Number Plate System, Page : 958-966

    International Journal of Management, Technology & Engineering,

    Issue-III

    Mar - 2019

    Sunita Soni, Nida Javed & Reetika Chandrakar

    [old UGC-CARE]

    18

    Comparison of Free Text Semantic Similarity Measures Using Dependency Relations, Page : 131-134

    International Research Journal of Engineering and Technology (IRJET)

    Vol. 8, Issue 9, Sept. 2021

    Richa Dhagat, Dr Arpana Rawal, Dr Sunita Soni

    NA

    19

    Heart Disease Prediction Using Artificial Neural Network,

    Page : 1304-1315

    Flusserstudies,

    Page | 1308 ISSN – 1661-5719 Vol.: 30

    Anuradha Diwan,

    Dr. Sanjeev Karmakar,

     Dr. Sunita Soni

    NA

    20

    Hardware Security Model With Vedic Multiplier Based ECC Algorithm on High-Performance FPGA Device, Page : 1283-1287

    ICTACT Journal on Microelectronics

    Vol.: 08 ISSUE:01, APRIL 2022

    Saurabh Singh and Sunita Soni

    [UGC-CARE]

    21

    Improving Prediction Accuracy in Health Care Data Mining Using Weighted Associative Classifiers, Page:45-51

    i-Manager's Journal on Future Engineering and Technology

     

    7 (2), 44

    S Soni, OP Vyas

     

    [old UGC-CARE]

    22

    Medical Image Segmentation Using Minkowski Algorithm

    International Journal of Scientific Research in Computer Science, Engineering and Information Technology

    Vol.-10, Issue 2 March-April-(2023)

    Prince Pratap Singh Banjare, Dr. Sunita Soni, Prof. Shankha De

    NA

    23

    A survey on Medical image Segmentation

    International Journal of Scientific Research in Computer Science, Engineering and Information Technology

    Vol.-10, Issue 2 March-April-2023)

    Prince Pratap Singh Banjare, Dr. Sunita Soni, Prof. Shankha De

     

    24

    SUITABILITY OF NEURAL NETWORK FOR WEATHER FORECASTING: A COMPREHENSIVE LITERATURE REVIEW pp. 22300-22316,

    International Journal of Recent Scientific Research

    Vol. 8, Issue, 12,

    Vertika Shrivastava., *Sanjeev Karmakar and Sunita Soni

    NA

     

    Books Published:

    Sl

    Title of the Book

    Name of the

    Publisher

    ISSN/ISBN

    Number

    Whether

    National/

    International

    Publisher

    Authors in

    order as in

    Book

    1

    PREDICTIVE MODELLING USING ASSOCIATIVE CLASSIFIER Predictive Modeling Approach in Health Care Data Mining

     NOTION PRESS

    India.

    ISBN: 978-1-64546-990-2

    2019

    S. Soni (Sole Author)

    2

    Advanced Computer Applications for Digital India: Proposals in the context of Chhattisgarh State

    Department of Computer Applications, BIT Durg.

    ISBN: 978-93-5258-574-8, 2016

    2016 Bhilai Institute of Technology, Durg, Chhattisgarh

    Dr Sanjeev Karmakar

    Dr Sunita Soni

       Dr Jyoti Pillai

Other Info.

Other Responsibilities:

    From

    To

    Administrative Position

    Major responsibility

    1 July 2003

    2010

    Head of the Department, MCA, BIT Durg

    Administrating the Department of Computer Applications BIT Durg

    1st July 2015

    November 2019

    Head of the Department, MCA, BIT Durg

    Administrating the Department of Computer applications at BIT Durg

     2015

    2017

    Member , Indent clearance Committee, BIT Durg

    Review and pass the Indent from different department of BIT Durg

    1st march 2013

    June 2015

    Member of Women Security Cell BIT Durg

    Monitoring the security aspect of women at BIT durg

    2015

    Till Date

    Coordinator, Skill development program , BIT Durg

    Organizing the Computer Courses for staff of BIT  Durg

    2016

    June 2020

    Academic Audit Comittee

    Audit the faculty profile for

    July 2020

    June 2021

    Coordinator (ERP)

    Responsible for ERP implementation Initiatives

    July 2020

    June 2021

    Member IQAC

    Maintaining the quality assurance for various activities of Institution.

    July 2020

    Till date

    Dean (IT Development)

    Responsible for IT infrastructure development of the Institution.

    July 2020

    Till date

    RDC committee (CSE)

     Responsible for Research and development activities of te department.

    July 2020

    Till date

    Chairperson (BIT, Autonomous) BOS-MCA

    Preparing scheme and syllabus and managing different activities for MCA course.

    July 2020

    Till date

    Coordinator BVOC-Course, BIT, Durg

    Smooth conduction of  the BVOC course in the Institution

    June 2021

    Till date

    HOD(I/C), CSE dept, BIT Durg

    Administrating the Department of Computer Science and Engineering at BIT Durg



Felowship/Awards/Other recognitions:

    Research Supervision leading to Ph.D :

    •  

    Title of Thesis

    Name of the Scholar

     University

    Duration of Work

    Name of Supervisor/Co-supervisor

    1.  

    Incipient of Fault Detection through Vibration signature Analysis

    Dr Sumit Sar

    CSVTU

    July 2014-Sept 2022

    Dr Sunita Soni

          2

    Computational Intelligence for Predictive Modeling in Clinical Dataset

    Ms Shweya Kahrya

    CSVTU

    May 2018 –Mar-2023

    Dr Sunita Soni

    M.E./M.tech. /MCA Thesis Guidance*:

    •  

    Title of Project

    Name of Researcher

    University

    Enrollment No. & date

    Name of Supervisor/Co-supervisor

    1.  

    Comparative Evaluation of Semantic Similarity Upon Sentential Text of Varied (Generic) Lengths

    Ms Richa Dhagat

    CSVTU/ BIT, Durg

    AD6558 , 2019-20

    Dr Sunita Soni

    Dr Arpana Rawal

           2.

    Medical Image Segmentation Using Minkowski Algorithm

    Prince Pratap Singh Banjare

    CSVTU/ BIT, Durg

    1.  
    2.  

    Dr Sunita Soni, Mr Shankha De

     

           3.

    To design an efficient ML Model for Detecting Network Intrusion

    Tanya Gupta

    CSVTU/ BIT, Durg

    AR2668 2021-22,

    Dr Sunita Soni

     

    Extension Services:

    S.NO. Co curricular & Field based activities, contribution to corporate life & Management of Institution, Professional Developmental activities Details Total Duration
    1 Head, Department of Computer Applications 30-6-2003 to 30-04-2010 6 years, 10 months
    2 Women Security Cell 01-03 2013 - June 2014 1 year, 3 months, 29 days
    3 Indent Clearance committee July 2010- 2017 7 year 6 months
    4 Head, Department of Computer Applications 01-07 2015 - Nov 2019 2 years, 5 months, 13 days
    5 Member, Academic Audit Committee July 2017-June 2020 3 Years
    6 Member, Library Committee 16 June 2016- June 2017 1 year
    7 ERP Coordinator 27-08-2020 - 19 Oct-2021 11 Months 22 Days
    8 Dean IT 07-10-2020 to till date 2 years, 7 months
    9 BOS, MCA 22-10-2020 2020 to till date 2 year 6 Months
    10 Bvoc Coordinator 03/12/2020 to till date 2 years, 4 months
    11 Member IQAC 1/01/2021 to till date 1 year, 7 months
    12 BOS, CSE 07/06/2021 to till date 1 year, 11 months
    13 Academic Council  Autonomous BIT Durg 12-10-2020 to till date 2 years, 6 months
    14 Head, Computer Science Engineering 07/06/2021 2020 to till date 1 year 11 Months
    15 DRC Commitee 11/06/2021 to till date 1 year 10 Months

    Conference/seminar/Workshop Attended:

    Sr. No

    Name of Conference

    ISSN/ISBN Number

    Organized / Funded by

    Held at (Institute & Place)

    Duration

    Journey /Fee Funded by

    1

    FDP of Cyber Security and Block Chain Technology

     

    IIT Raipur

     

    1 Week(4-8 Dec 2019)

    BIT Management

    2

    Deep learning & its applications NWDLA 2016

    NA

    Siksha ‘O’ Anusandhan University Bhubaneswar Orissa

    Siksha ‘O’ Anusandhan University Bhubaneswar Orissa

    11-13 May 2016

    BIT Management

    3

    European Fellowships and Opportunities with Funding

    NA

    IIIT New Raipur

    IIIT New Raipur

    17 Sep 2016

    BIT Management

    4

    STTP on Soft Computing Techniques and Applications

    NA

    IIIT, Allahabad

     

    IIIT, Allahabad

    15th   to 20th  May – 2007

    BIT Management

    5

    STTP on Research trends in Formal language  Theory and Automata

    NA

    IIT MADRAS.

    IIT MADRAS.

    26th Sep.  – 9th October 2005

    BIT Management

    6

    International Conference on  Emerging Trends in Engineering Technology -08

     

    G.H. Raisoni College of Engineering, Nagpur, INDIA

    G.H. Raisoni College of Engineering, Nagpur, INDIA

    16th to 18th  July 2008

    BIT Management

    7

    International Conference on Resource Utilization and Intelligent Systems

    ISBN 81-8424-288-3

    Kongu Engineering College, Erode (Tamilnadu)

    Kongu Engineering College, Erode (Tamilnadu)

    3-5 January 2008

    BIT Management

    8

    Fourteenth International Conference, CMASM 2007

    ISSN 0250-9628

    IIIT Chennai

    IIIT Chennai

     6-8 January 2007

    BIT Management

    9

    6th Int. Conference on Science Technology and Management

     

    India International Centre New Delhi

    India International Centre New Delhi

    4th Dec. 2016

    BIT Management

    10

    1st International Conference on Management of Technology

    ISBN 978-81-8329-375-4

    IIIT Allahabad U.P.

    IIIT Allahabad U.P.

    21- 24 Jan. 2010.

     

    11

    1st IIMA International Conference on Advanced Data Analysis, Business Analytics and Intelligence

    NA

    IIM Ahmadabad.

    IIM Ahmadabad.

    6-7 June 2009

    BIT Management

    12

    International Symposium on Innovation in Natural Computing ,

     

    Department of Computer Applications Cochin University of Science & Technology.

    Department of Computer Applications Cochin University of Science & Technology.

    12-13 Dec. 2009

    BIT Management

    13

    First International Conference on Parallel, Distributed Computing Technologies and Applications, PDCTA 2011.

    ISBN 978-3-642-24037

    CCIS series

    Volume 203

    springer

    Academy and industry research  collaboration Centre (AIRCC)

    Tirunelveli, Tamil Nadu, India

    September 23-25, 2011,

    BIT Management

     

     

    Patent Registered / Copy Right:

    Sr. No

    Title of the Patent Registered / Copy Right

    Registered with

    Registration Number

    Date

    Other details, if any

    1

    Weighted Associative Classifier Version 1.0 (WAC v 1.0).

    Government of India

    1215/2016-CO/SW

    2/11/16 (filed)

    08/07/2017

     

    2

    TEXT SEMANTIC SIMILARITY

    Government of India

    L-120457/2023

    06/10/2022, Dated : 06/01/2023