Dr. Pradeep   Singh

Department Computer Science & Engineering
Designation Assistant Professor
Educational Qualification Ph. D (Computer Science & Engineering)
E-Mail psingh.cs@nitrr.ac.in
Contact Number 9407627366
Areas of Interest

Software Engineering , Machine Learning , Database Systems, Distributed Computing, Evolutionary Computing, Big Data,DataAnalytics,Deep learning, Business Analytics, Computational Intelligence

Publications

For Updated Profile pls visit:

http://nitrr.irins.org/profile/112668

​ Scopus Google Scholar | ResearchGateDBLP | 

 

 

List of papers published in SCI/Scopus Journals Papers: 

S.no. 

Authors

Title

Year

Journal Name

Volume

Issue

Page start

Page end

DOI

ISSN

Impact Factor

 20

Singh, P., Kumar, A.

Deciphering the function of unknown Leishmania donovani cytosolic proteins using hyperparameter-tuned random forest

2020

Network Modeling Analysis in Health Informatics and Bioinformatics

9

1

   

10.1007/s13721-019-0208-2

21926670

1.06

 19

Shukla, A.K., Singh, P., Vardhan, M.

Gene selection for cancer types classification using novel hybrid metaheuristics approach

2020

Swarm and Evolutionary Computation

54

     

10.1016/j.swevo.2020.100661

2210-6502

       6.330

18

Singh, N., Singh, P.

Stacking-based multi-objective evolutionary ensemble framework for prediction of diabetes mellitus

2020

Biocybernetics and Biomedical Engineering

40

1

1

22

10.1016/j.bbe.2019.10.001

0208-5216

      2.159

17

Shukla, A.K., Singh, P., Vardhan, M.

An adaptive inertia weight teaching-learning-based optimization algorithm and its applications

2020

Applied Mathematical Modelling

77

 

309

326

10.1016/j.apm.2019.07.046

0307-904X

2.841

16

Singh, D., Singh, P., Singh Sisodia, D.

Compositional model based on factorial evolution for realizing multi-task learning in bacterial virulent protein prediction

2019

Artificial Intelligence in Medicine

101

 

 

 

10.1016/j.artmed.2019.101757

0933-3657

3.574

15

Shukla A.K., Singh P., Vardhan M.

A new hybrid wrapper TLBO and SA with SVM approach for gene expression data

2019

Information Sciences

503

 

238

254

10.1016/j.ins.2019.06.063

200255

5.52

14

Singh N., Singh P., Bhagat D.

A rule extraction approach from support vector machines for diagnosing hypertension among diabetics

2019

Expert Systems with Applications

130

 

188

205

10.1016/j.eswa.2019.04.029

9574174

4.29

13

Singh D., Singh P., Sisodia D.S.

Evolutionary based ensemble framework for realizing transfer learning in HIV-1 Protease cleavage sites prediction

2019

Applied Intelligence

49

4

1260

1282

10.1007/s10489-018-1323-y

0924669X

2.882

12

Singh D., Sisodia D.S., Singh P.

Cognitive Framework for HIV-1 Protease Cleavage Site Classification Using Evolutionary Algorithm

2019

Arabian Journal for Science and Engineering

       

10.1007/s13369-019-03871-1

2193567X

1.637

11

Shukla A.K., Singh P., Vardhan M.

A hybrid framework for optimal feature subset selection

2019

Journal of Intelligent and Fuzzy Systems

36

3

2247

2259

10.3233/JIFS-169936

10641246

1.51

10

Singh N., Singh P.

A novel Bagged Naïve Bayes-Decision Tree approach for multi-class classification problems

2019

Journal of Intelligent and Fuzzy Systems

36

3

2261

2271

10.3233/JIFS-169937

10641246

1.637

9

Shukla A.K., Singh P., Vardhan M.

A two-stage gene selection method for biomarker discovery from microarray data for cancer classification

2018

Chemometrics and Intelligent Laboratory Systems

183

 

47

58

10.1016/j.chemolab.2018.10.009

1697439

2.7

8

Singh D., Singh P., Sisodia D.S.

Evolutionary based optimal ensemble classifiers for HIV-1 protease cleavage sites prediction

2018

Expert Systems with Applications

109

 

86

99

10.1016/j.eswa.2018.05.003

9574174

4.29

7

Singh P., Verma S.

Multi-classifier model for software fault prediction

2018

International Arab Journal of Information Technology

15

5

912

919

 

16833198

0.724

6

Shukla A.K., Singh P., Vardhan M.

A hybrid gene selection method for microarray recognition

2018

Biocybernetics and Biomedical Engineering

38

4

975

991

10.1016/j.bbe.2018.08.004

2085216

2.15

5

Shukla A.K., Singh P., Vardhan M.

Neighbour teaching learning based optimization for global optimization problems

2018

Journal of Intelligent and Fuzzy Systems

34

3

1583

1594

10.3233/JIFS-169453

10641246

1.67

4

Singh P., Pal N.R., Verma S., Vyas O.P.

Fuzzy Rule-Based Approach forSoftware Fault Prediction

2017

IEEE Transactions on Systems, Man, and Cybernetics: Systems

47

5

826

837

10.1109/TSMC.2016.2521840

21682216

7.35

3

Singh N., Singh P.

Rule based approach for prediction of chronic kidney disease: A comparative study

2017

Biomedical and Pharmacology Journal

10

2

867

874

10.13005/bpj/1179

SCOPUS

9746242

SCOPUS

2

Sinha A.K., Singh P., Prakash A., Pal D., Dube A., Kumar A.

Putative Drug and Vaccine Target Identification in Leishmania donovani Membrane Proteins Using Naïve Bayes Probabilistic Classifier

2017

IEEE/ACM Transactions on Computational Biology and Bioinformatics

14

1

204

211

10.1109/TCBB.2016.2570217

15455963

2.48

1

Singh P., Verma S., Vyas O.P.

Software fault prediction at design phase

2014

Journal of Electrical Engineering and Technology

9

5

1739

1745

10.5370/JEET.2014.9.5.1739

19750102

 


International Conferences

  1.  M. S. Nikhila, V. Kornapalli and P. Singh, "Protected Health Information De-Identification on Visual and Textual Features using Transfer Learning," 2020 4th International Conference on Intelligent Computing and Control Systems (ICICCS), Madurai, India, 2020, pp. 59-64.
    doi: 10.1109/ICICCS48265.2020.9120961
    URL: http://ieeexplore.ieee.org/stamp/stamp.jsp?tp=&arnumber=9120961&isnumber=9120871
  2.  P. Singh, N. Jain and A. Maini, "Investigating the effect of feature selection and dimensionality reduction on phishing website classification problem," 2015 1st International Conference on Next Generation Computing Technologies (NGCT), Dehradun, 2015, pp. 388-393.
    doi: 10.1109/NGCT.2015.7375147
    URL: http://ieeexplore.ieee.org/stamp/stamp.jsp?tp=&arnumber=7375147&isnumber=7375067
  3.  P. Singh, A. Dave and K. Dar, "Demonetization: Sentiment and Retweet Analysis," 2017 International Conference on Inventive Computing and Informatics (ICICI), Coimbatore, 2017, pp. 891-896.
    doi: 10.1109/ICICI.2017.8365265
    URL: http://ieeexplore.ieee.org/stamp/stamp.jsp?tp=&arnumber=8365265&isnumber=8365179
  4.  P. Singh, A. Shukla and M. Vardhan, "A novel filter approach for efficient selection and small round blue-cell tumor cancer detection using microarray gene expression data," 2017 International Conference on Inventive Computing and Informatics (ICICI), Coimbatore, 2017, pp. 827-831.
    doi: 10.1109/ICICI.2017.8365252
    URL: http://ieeexplore.ieee.org/stamp/stamp.jsp?tp=&arnumber=8365252&isnumber=8365179
  5.  P. Singh, A. Shukla and M. Vardhan, "Hybrid approach for gene selection and classification using filter and genetic algorithm," 2017 International Conference on Inventive Computing and Informatics (ICICI), Coimbatore, 2017, pp. 832-837.
    doi: 10.1109/ICICI.2017.8365253

    URL: http://ieeexplore.ieee.org/stamp/stamp.jsp?tp=&arnumber=8365253&isnumber=8365179
  6.  P. Singh and P. A. Meshram, "Survey of density based clustering algorithms and its variants," 2017 International Conference on Inventive Computing and Informatics (ICICI), Coimbatore, 2017, pp. 920-926.
    doi: 10.1109/ICICI.2017.8365272

    URL: http://ieeexplore.ieee.org/stamp/stamp.jsp?tp=&arnumber=8365272&isnumber=8365179
  7.  N. K. Nagwani and P. Singh, "Bug Mining Model Based on Event-Component Similarity to Discover Similar and Duplicate GUI Bugs," 2009 IEEE International Advance Computing Conference, Patiala, 2009, pp. 1388-1392.
    doi: 10.1109/IADCC.2009.4809219
    URL: http://ieeexplore.ieee.org/stamp/stamp.jsp?tp=&arnumber=4809219&isnumber=4808969
  8.  M. Nevendra and P. Singh, "Software bug count prediction via AdaBoost.R-ET," 2019 IEEE 9th International Conference on Advanced Computing (IACC), Tiruchirappalli, India, 2019, pp. 7-12.
    doi: 10.1109/IACC48062.2019.8971588
    URL: http://ieeexplore.ieee.org/stamp/stamp.jsp?tp=&arnumber=8971588&isnumber=8971452
  9.  S. Vellamcheti and P. Singh, "Class Imbalance Deep Learning for Bankruptcy Prediction," 2020 First International Conference on Power, Control and Computing Technologies (ICPC2T), Raipur, India, 2020, pp. 421-425.
    doi: 10.1109/ICPC2T48082.2020.9071460

    URL: http://ieeexplore.ieee.org/stamp/stamp.jsp?tp=&arnumber=9071460&isnumber=9071428

  10.  P. Singh and S. Verma, "Empirical investigation of fault prediction capability of object oriented metrics of open source software," 2012 Ninth International Conference on Computer Science and Software Engineering (JCSSE), Bangkok, 2012, pp. 323-327.
    doi: 10.1109/JCSSE.2012.6261973
    URL: http://ieeexplore.ieee.org/stamp/stamp.jsp?tp=&arnumber=6261973&isnumber=6261804
  11.  P. Singh and N. Singh, "Intelligent approaches for prognosticating post-operative life expectancy in the lung cancer patients," 2017 International Conference on Inventive Computing and Informatics (ICICI), Coimbatore, 2017, pp. 844-848.
    doi: 10.1109/ICICI.2017.8365255

    URL: http://ieeexplore.ieee.org/stamp/stamp.jsp?tp=&arnumber=8365255&isnumber=8365179
  12.  P. Singh, "Comparative study of individual and ensemble methods of classification for credit scoring," 2017 International Conference on Inventive Computing and Informatics (ICICI), Coimbatore, 2017, pp. 968-972.
    doi: 10.1109/ICICI.2017.8365282
    URL: http://ieeexplore.ieee.org/stamp/stamp.jsp?tp=&arnumber=8365282&isnumber=8365179

  13.  P. Singh, "Comprehensive model for software fault prediction," 2017 International Conference on Inventive Computing and Informatics (ICICI), Coimbatore, 2017, pp. 1103-1108.
    doi: 10.1109/ICICI.2017.8365311
    URL: http://ieeexplore.ieee.org/stamp/stamp.jsp?tp=&arnumber=8365311&isnumber=8365179
  14.  P. Singh, "Stacking based approach for prediction of faulty modules," 2019 IEEE Conference on Information and Communication Technology, Allahabad, India, 2019, pp. 1-6.
    doi: 10.1109/CICT48419.2019.9066206

URL: http://ieeexplore.ieee.org/stamp/stamp.jsp? tp=&arnumber=9066206&isnumber=9066105

15.   P. Singh, "Knowledge transfer software fault learning," 2017 International Conference on Inventive Computing and Informatics (ICICI), Coimbatore, 2017, pp. 1109-1114.doi: 10.1109/ICICI.2017.8365312 URL: http://ieeexplore.ieee.org/stamp/stamp.jsp? tp=&arnumber=8365312&isnumber=8365179

 

 

 

Book Chapters

 

 

Authors

Title

Year

Source title

Volume

Page start

Page end

DOI

Publisher

ISSN

4

Singh N., Singh P.

Cardiac arrhythmia classification using machine learning techniques

2019

Lecture Notes in Electrical Engineering

478

469

480

10.1007/978-981-13-1642-5_42

Springer Verlag

18761100

3

Shukla A.K., Singh P., Vardhan M.

Medical diagnosis of parkinson disease driven by multiple preprocessing technique with scarce lee silverman voice treatment data

2019

Lecture Notes in Electrical Engineering

478

407

421

10.1007/978-981-13-1642-5_37

Springer Verlag

18761100

2

Singh P.

Sentiment Analysis Using Tuned Ensemble Machine Learning Approach

2018

Lecture Notes in Networks and Systems

38

287

297

10.1007/978-981-10-8360-0_27

Springer

23673370

1

Singh P., Verma S.

Automated Tool for Extraction of Software Fault Data

2018

Lecture Notes in Networks and Systems

38

29

37

10.1007/978-981-10-8360-0_3

Springer

23673370

 

Details of Publication : Profile in Google Scholar

For Students Courses and Assigments

https://sites.google.com/view/dbms-cse/home

Other Info.

Work Experience

Aug 2008 to till date: NIT Raipur, Asst. Professor

Abroad Visits (for academic and professional activities):

  • Visited Madrid, Spian to present paper in XIII International Conference on Computer Science, Engineering and Applications(ICCSEA 2015 Madrid, Spain)
  • Visited Bangkok, Thailand to present paper in IEEE Ninth International Joint Conference on Computer Science and Software Engineering (JCSSE 2012), Organized by School of Engineering, University of the Thai Chamber of Commerce Bangkok, Thailand.
  • Visited Singapore, to present paper in International Conference on Computer, Electrical, and Systems Sciences, and Engineering, Singapore (ICCESSE 2011, Singapore).

Training Programs/Seminars /Workshops Organized

·         One Week Self Sponsored Short Term Training Program (STTP) on “Big Data Processing using Hadoop: Implementation, Usage and Applications”, National Institute of Technology Raipur, 9th-13th December 2017. (Role: Coordinator)

·         One Week Self Sponsored Short Term Training Program (STTP) on “Machine Learning Tools and Techniques (MLTT)”, National Institute of Technology Raipur, 10th-14th November 2017. (Role: Coordinator)

·         One Week TEQIP-III Sponsored Short Term Training Program (STTP) on “Deep Learning and Its Applications” National Institute of Technology Raipur, 28th September to 2nd October 2017. (Role: Coordinator)

·         One Week TEQIP-II Sponsored Short Term Training Program (STTP) on “Soft Computing and Intelligent Techniques in Science and Technology (SCI-TSE-2016)” National Institute of Technology Raipur, from 30th September to 4th October 2016. (Role: Coordinator)

 

 

 

Conference Organized 

·         National Conference on Soft Computing and Intelligent Techniques in Science and Engineering (SCITSE-2017), National Institute of Technology Raipur, November 25, 2017. (Role: Conference Secretary).

·         National Conference on Recent Advancement in Computing, Communication, and Bioinformatics (RAC2B-2017), National Institute of Technology Raipur, December 9, 2017. (Role: Conference Secretary).

 

 

 

  • Research Projects : One
    Cost of project :Rs. 5,00,000/-
    Funding Agency :CCOST
    Year of Sanction :2013
    Current status: On Going

 Guest lecture/Invited lecture

National Institute of Technology Raipur, Department of Electrical Engineering and Department of Computer Applications  “Soft Computing  & Data Mining Techniques (SCDMT-2016)” which was held on during June 20-24, 2016,

National Institute of Technology Raipur, Computer Science & Engineering department invited for a talk on Classifiers “Soft Computing and Intelligent Techniques in Science and Engineering” which was held on 30thSep-04th October 2016.

 

 


Fellowship/Awards/Other recognitions:

Research Fellowship in 2012 by Indian Academy of Sciences ,Bangalore Indian National Science Academy ,New Delhi ,The National Academy of Sciences, India Allahabad (IASc-INSA-NASI ) to work with Prof. Nikhil R. Pal, Indian Statistical Institute, Kolkata.


Professional Affiliations:

  • Professional Member, Association of Computing Machinery(ACM),USA
  • Member, Institute of Electrical and Electronics Engineers(IEEE),USA
  • Life Member, Indian Society for Technical Education (ISTE), India
  • Member, International Association of Computer Sc. & IT ,Singapore
  • Member, International Association of Engineers( IAE), Hong Kong
  • Life Member, Computer Society of India (CSI), India
  • Life Member, Institute of Electronics and Telecommunication Engineers (IETE), India,
  • Life Member, Institute of Engineers India (IEI)


Other Professional Activities:

  • Program committee member 2013 IEEE Second International Conference on Image Information Processing (ICIIP -2013) December 9 - 11, 2013 Jaypee University of Information Technology Waknaghat, Shimla, Himachal Pradesh, INDIA
  • Program committee member 2013 of International Conference on Advanced Computing, Networking, and Informatics [ ICACNI-2013] 12-14 June at CIT ,Raipur
  • Chaired a session in the International Conference on Advance Computing Control and Telecommunication, ACT 2009
  • Member of program committee of 2nd International Conference on Advanced Computing, Networking, and Informatics (ICACNI 2014) on 18-20 June 2014
  • Member of program committee of ICACNI 2015 (3rd International Conference on Advanced Computing, Networking, and Informatics).
  • Member of program committee of ICIIS2014 (9th International Conference on Industrial and Information Systems 2014)
  • Reviewer in various International Journals
  • Reviewer of Journals of Knowledge-Based Systems Published by Elsevier

Administrative Responsibilities:

  • An Active member of the following committees at NIT, Raipur
  • Warden Boy’s Hostel-H(Sirpur),NIT Raipur
  • Working as member of Website Committee
  • Member, Departmental board of Studies, NIT Raipur.
  • Member, Departmental Purchase Committee, NIT Raipur
  • Member, Discipline and Anti-Ragging committee, NIT Raipur.
  • Worked as Assistant Controller of Examination Apr-May 2010
  • Member BOS of CSE Department
  • Scrutinizing and Recommending the Uniform Course Structure Committee
  • Worked as member of technical committee for organizing technical events
  • Worked as member of team to carry out counselling and admission work for CCB counselling 2009


Short Term Training Programs/CEPs/Workshops Attended:

  • Software Engineering Application for Computer Networks 8 Dec 2011 to 10 Dec 2011 Deptt Of Computer Sc & Engineering ,NIT Rourkela
  • Selected topics on Distributed System & Computer Security 30May2011 to 03June 2011 ISTE, Indo Us Collaboration for Engineering Education and Juet
  • Database Management System 13 /12/ 2010 to 23 /12/2010 IIT Bombay
  • Convergence of Technology Management and Global Business 20 Dec2011 NIT Raipur
  • .NET Technology Using C# 5th July2004 to 9th July2004 UP Technical Univ ,Lucknow & Microsoft Corp.(India ) Pvt.Ltd
  • Wireless Networks (Research Issue) 5th Feb 2005 MNNIT, Allahabad
  • IEEE workshop on computational Intelligence: Theories, Applications and Future Directions, IIT Kanpur 14th July, 2013, 2013 IIT Kanpur
  • QIP Short term course on Intelligent Informatics 15th July 2013 19th July 2013 IIT Kanpur

Doctoral Thesis Supervision 

 

Sl. No.

Name of the Student(s)

Year of completion or in Progress

Name of Institution

Title of Thesis

Guide or Co-guide

 

1

ALOK KUMAR SHUKLA 

11/5/2019

NATIONAL INSTITUTE OF TECHNOLOGY RAIPUR

Hybrid Metaheuristics for Unconstrained

Optimization and Feature Selection Problems

Guide

2

Deepak Singh

 

2019

NATIONAL INSTITUTE OF TECHNOLOGY RAIPUR

Investigation of Evolutionary Intelligence on Discriminative Learning with Variant and Invariant Data

Guide

3

Namrata Singh

 In progress

NATIONAL INSTITUTE OF TECHNOLOGY RAIPUR

Development of Novel Computational Intelligence Techniques

for Classification of Medical Data

Guide

4

Meetesh Nevendra

In progress

NATIONAL INSTITUTE OF TECHNOLOGY RAIPUR

 

Guide

5

Vikash Kumar Sihag

In progress

NATIONAL INSTITUTE OF TECHNOLOGY RAIPUR

 

Co-Guide

Dr. Pradeep Singh (8th Semester Major Project list Spring 2018)

S.No.

Roll No

Student Name

Project Title

1

14115007

ALLA TARUN SANKAR

Image Classification Using CNN and Transfer Learning

2

14115011

ANSHUL VERMA

A CNN Based Approach For Sentiment Analysis Using Word Embedding for Multiple Domains

3

14115012

ANTARA KALE

Yolo-Based Real Time Animal Surveillance Approach

4

14115018

APPIKATLA SUJITH KUMAR

Multitask Learning Using LSTM Networks on Language Tasks

5

14115029

DIWAN CHANDRA PATLE

Low Cost Home Automation System using IOT

6

14115030

DONEPATHI MANOJ DEVAN

Multitask Learning Using LSTM Networks on Language Tasks

7

14115031

G J S M MAHESWARI

Personality Traits Detection Using Recurrent Neural Networks with LSTM Units

8

14115037

HARSHDEEP KAUR

Autonomous Navigation of Quadcopter Ariel Vehicle

9

14115043

KARNATI RISHIKESH REDDY

Image Classification Using CNN and Transfer Learning

10

14115044

KASTALA BHANODAY SAI

An Ensemble Method to Evaluate the Number of Bugs in Software Projects

11

14115068

POSHAN KUMAR

Low Cost Home Automation System using IOT

12

14115092

VINITA NIRMAL

Comparative Analysis of Various Methods used to recognize ransom-wares and their classes

13

14115901

AISHWARYA SRIVASTAVA

A Random Forest Model Using Feature Selection Method and Handling Class Imbalance Problem

 

Flag Counter

·         One Week Self Sponsored Short Term Training Program (STTP) on “Big Data Processing using Hadoop: Implementation, Usage and Applications”, National Institute of Technology Raipur, 9th-13th December 2017. (Role: Coordinator)

·         One Week Self Sponsored Short Term Training Program (STTP) on “Machine Learning Tools and Techniques (MLTT)”, National Institute of Technology Raipur, 10th-14th November 2017. (Role: Coordinator)

·         One Week TEQIP-III Sponsored Short Term Training Program (STTP) on “Deep Learning and Its Applications” National Institute of Technology Raipur, 28th September to 2nd October 2017. (Role: Coordinator)

·         One Week TEQIP-II Sponsored Short Term Training Program (STTP) on “Soft Computing and Intelligent Techniques in Science and Technology (SCI-TSE-2016)” National Institute of Technology Raipur, from 30th September to 4th October 2016. (Role: Coordinator)

·         National Conference on Soft Computing and Intelligent Techniques in Science and Engineering (SCITSE-2017), National Institute of Technology Raipur, November 25, 2017. (Role: Conference Secretary).

·         National Conference on Recent Advancement in Computing, Communication, and Bioinformatics (RAC2B-2017), National Institute of Technology Raipur, December 9, 2017. (Role: Conference Secretary).