Education
Ph.D (Computer Science and Engineering), Jan, 2011
Biography
Prof Sandeep K Singh is a Professor and Head of Computer Applications, JIIT Noida. He has corporate training and academic experince of more than 23 years. His research interest includes Mining Software Repositories, Data Mining and Healthcare, Software Code Quality, Recommender Systems in Software Engineering, Software Fault Prediction, Search based Software Engineering, Social Media Analytics. He has 76 Publications till date in reputed peer reviewed International Journals (32) and International Conferences (44),out of 32 Journal publications 12 high impact and SCIE Indexed. He has authored 4 Book chapters and submitted FER of one Patent Filed. He has successfully guided a 6 Ph.D Thesis in different areas of Computer Science Engineering, several B.Tech and M.Tech thesis in his career span.
Interest Area's
- Software Engineering, Requirements Engineering
- Software Testing, Web Application Testing
- Internet and Web Technology
- Object Oriented Technology, Modeling
- Programming Languages
- Information Retrieval and Data Mining
- Model based Testing and Applications of Soft computing in Software Testing
- Data bases
Work Experience
S. No. | Employer | Designation | From | To |
1 | Jaypee Institute of Information Technology | Professor | Mar, 2021 | Till Date |
2 | Jaypee Institute of Information Technology | Associate Professor | Jan, 2016 | Feb, 2021 |
3 | Jaypee Institute of Information Technology | Assistant Professor | April 2011 | Dec, 2015 |
4 | Jaypee Institute of Information Technology | Sr. Lecturer | July 2009 | April 2011 |
5 | Jaypee Institute of Information Technology | Lecturer | January 2004 | July 2009 |
6 | Jaypee Institute of Information Technology | Associate Lecturer | Jan 2003 | Jan 2004 |
7 | Academy of Computer Studies | Senior Computer Training Executive | January 1999 | December2002 |
Publications
Total Citation: 183, H-Index=7, i-10 Index=4
Source: Google scholar https://scholar.google.com/citations?hl=en&user=9tRIm5AAAAAJ
Top Five SCI /Scopus Indexed Journals
- Srivastava S. K., Singh S. K., Suri J. S., “Effect of Incremental Feature Enrichment on Healthcare Text Classification System: A Machine Learning Paradigm”, Computer Methods and Programs in Biomedicine, vol. 172, pp. 35-51, Feb. 2019. (H-Index: 45, Impact Factor: 2.8, SCI and Scopus Indexed).
- Srivastava S. K., Singh S. K., Suri J. S., “Healthcare Text Classification System and its Performance Evaluation: A Source of Better Intelligence by Characterizing Healthcare Text”, Journal of medical systems, 42(5), 97, 2018. (H-Index: 49, Impact Factor: 2.5, SCIE, DBLP, and Scopus Indexed) [Citation Count: 3].
- Asmita Yadav, Sandeep Kumar Singh and Jasjit Singh Suri, “Ranking of Software Developers based on Expertise Score for Bug Triaging”, is accepted (in press) in Information and software Technology, 2018. (Scopus Index). Impact factor: 2.627. H5 index:81 (DOI: 10.1016/j.infsof.2019.03.014)
- Srivastava SK, Singh SK, Suri JS, “Effect of incremental feature enrichment on Healthcare text classification system: A machine learning paradigm”, Computer Methods and Programs in Biomedicine, 2019 Feb 1.
- Indu Chawla and Sandeep Kumar Singh, “Improving bug report quality by predicting correct component in bug reports”, International Journal of Computational Intelligence Studies 2019 8:1-2, 143-157.
Most Cited Paper
- Purwar A. and Singh S. K., "Hybrid prediction model with missing value imputation for medical data," Expert Systems with Applications, vol. 42, pp. 5621-5631, 2015. (H-index: 131, impact factor: 2.24, SCIE and Scopus indexed) Citation count= 47
Three Best International Conferences:
- Pradeep Sachedev,Surabhi Verma,Sandeep Kumar Singh, “An Improved Approach to Word Sense Disambiguation”, IEEE International Symposium on Signal Processing and Information Technology, December 15-17, 2014.[h5-index:11,h5-median:12]
- Indu Chawla, Sandeep K Singh, “An Automated approach for Bug Categorization using Fuzzy Logic”, ACM Eighth India Software Engineering Conference 2015, Pages 90-99.[ h5-index-11, h5 median-12].
- Saurabh Kr. Srivastava, Rachit Gupta, Sandeep Kr. Singh, ‘’Simple Term Filtering for Location based Tweets Classification” accepted in CSI - 2015; CSI - 50th Golden Jubilee Annual Convention, scheduled held during 02nd - 05th December, 2015.
International Journals:
- Chawla I. and Singh S., “Automated labelling of issue reports using Semi supervised approach”, Journal of Computational Methods in Sciences and Engineering, vol. 18, no. 1, pp 177-191, 2018
- Chawla I. and Singh S., “A fuzzy based approach for bug report categorization”, International Journal of Intelligent Systems Technologies and Applications, vol. 16, no. 4, pp 319-341, 2017.
- Asmita Yadav and Sandeep Kumar Singh, “A Novel and Improved Developer Rank Algorithm for Bug Assignment” is accepted (in press) in Inderscience: International Journal of Intelligent Systems Technologies and Applications, 2017. (Scopus Index). Impact factor: 0.59. H5 index:15
- Navin Kumar Trivedi, Sandeep Kumar Singh "A Systematic Survey on Detection of Extremism in Social Media" International Journal of Research and Scientific Innovation-IJRSI vol.4 issue 7, pp.94-103 2017
- Purwar A. and Singh S. K, “A novel ensemble classifier by combining Sampling and Genetic algorithm to combat multiclass imbalanced problems”, International Journal of Data Analysis and Strategies (accepted,in press) (H-index: 11 and Scopus indexed, Inderscience )
- Survey Based Classification of Bug Triage Approaches, A Yadav, SK Singh, APTIKOM Journal on Computer Science and Information Technologies 1 (1), 1-11 Citation (1).
- An Improved K-Means Clustering Algorithm, A Yadav, SK Singh, International Journal of Computing 5 (2), 88-103.
- Purwar A. and Singh S. K., "DBSCANI: noise-resistant method for missing value imputation," Journal of Intelligent Systems, vol. 25, pp. 431-440, 2016.(H-index: 12, Scopus indexed) [Citation Count=2].
- Saurabh Kr. Srivastava,Sandeep Kr. Singh "Multi-Parameter Based Performance Evaluation Of Classification Algorithms" in International Journal of Computer Science & Information Technology (IJCSIT) Vol 7, No 3, June 2015 pp 115-125.
- Purwar, A. & Singh, S. (2015). DBSCANI: Noise-Resistant Method for Missing Value Imputation. Journal of Intelligent Systems. ISSN (Online) 2191-026X, ISSN (Print) 0334-1860, DOI: 10.1515/jisys-2014-0172, July 2015 .[ h5-index-24, h5 median-44].
- Archana Purwar and Sandeep Kumar Singh. 2015. Hybrid prediction model with missing value imputation for medical data. Expert Syst. Appl. 42, 13 (August 2015), 5621-5631. SCImago Journal Rank (SJR): 1.487, Impact Factor: 1.965 [h5-index:89, h5-median 118.]
- Anjali, Sandeep Kumar Singh “Bug Triaging: Profile Oriented Developer Recommendation” International Journal of Innovative Research in Advanced Engineering (IJIRAE) ISSN: 2349-2163 Volume 2 Issue 1 (January 2015)
- Honey Jindal , Sandeep Kumar Singh “A Hybrid Recommendation System for Cold-Start Problem using Online commercial Dataset”, International Journal of Computer Engineering and Applications, Volume VII, Issue I, July 2014.[h5-index:9, h5-median 11.]
- Pooja Gupta, Sandeep Kr Singh, Divakar Yadav and A. K. Sharma, “ An Improved Approach to Rank Web Document”, Journal of Information Processing System, vol 9, vo. 2, pp 217-236, June 2013.[h5-index:15,h5-median:16]
- Sandeep K. Singh, Sangeeta Sabharwal and J.P.Gupta, "A Novel Approach for Deriving Test Scenarios and Test Cases from Events," Journal of Information Processing Systems, vol. 8, no. 2, pp. 213~240, 2012. [Indexed in JIPS are indexed in SCOPUS, DOI, DBLP, EBSCO, Google and Google scholar].
- Sabharwal S., Singh S.K., Gupta, J.P., “Deriving System Complexity Metric from Events and its Validation,” in International Journal of Software Engineering and Knowledge Engineering (IJSEKE) Volume: 21, Issue: 8 December 2011, Page: 1097-1121. [Indexed in SciSearch® ,ISI Alerting Services ,CompuMath Citation Index® (CMCI®) ,INSPEC ,DBLP ,Bibliography Server ,io-port.net ,Compendex ,Computer Abstracts ,SCOPUS].
- Singh S.K., Sabharwal S., Gupta J.P.,“An Event-based Methodology to Generate Class Diagrams and its Empirical Evaluation,” Journal of Computer Science, Science Publications, USA, vol. 6. no.11, 2010, pp. 1301-1325. [Indexed in SCOPUS]
- Jain M., Tewari T.K., Singh S.K. “Survey of Conference Management Systems,” International Journal of Computer Applications 2(2):14–20, May 2010. Published By Foundation of Computer Science.
International Conferences:
- Srivastava S. K., Gupta R., Singh S. K., “Simple Term Filtering for Location-Based Tweets Classification”, In Speech and Language Processing for Human-Machine Communications, vol. , pp. 145-152, 2018. (DBLP, ISI and Scopus Indexed)
- Srivastava S. K., Singh, S. K., “Multi-label Classification of Twitter Data Using Modified ML-KNN”, In Advances in Data and Information Sciences, vol. 39, pp. 31-41, June 2018. (DBLP, ISI and Scopus Indexed)
- Purwar A., Singh S. K., and Kesarwani P., "A Decision Model to Predict Clinical Stage of Bladder Cancer," in Soft Computing: Theories and Applications, ed: Springer, 2018, pp. 829-838.
- "Yadav, Asmita; Singh, Sandeep Kumar; " An Information-Theoretic Approach for Bug Triaging "2018 8th International Conference on Cloud Computing, Data Science & Engineering (Confluence)" Jul-13 2018 IEEE
- Saxena, Naincy& Duggal, Manasvi & Mishra, Aditya & Kumar Singh, Sandeep. (2018). A Novel Multimedia Based Approach of Classification and Visualisation of Extremist Hotspots. 1-4. 10.1109/IC3.2018.8530547.
- Agarwal N., Gupta R., Singh S.K., Saxena V., Metadata Based Multi-Labelling of YouTube Videos, 2017 7th International Conference on Cloud Computing, Data Science & Engineering, pp 592-596, Jan 2017. ( IEEExplore and SCOPUS) Citation(2).
- Mathur A., Saxena V., Singh S.K., “Understanding Sarcasm In Speech Using Mel-Frequency Cepstral Coefficent”, 2017 7th International Conference on Cloud Computing, Data Science & Engineering, pp 734-738, Jan 2017. (IEEExplore and SCOPUS).
- Simran Bajaj, Niharika Garg, Sandeep Kumar Singh, A Novel User-based Spam Review Detection, Procedia Computer Science, Volume 122,2017,Pages 1009-1015, ISSN 1877-0509.
- Hybrid context aware recommender systems, R Jain, J Tyagi, SK Singh, T Alam, AIP Conference Proceedings 1897 (1), 020028 Citation(2)
- Srivastava S. K., Kumari R., Singh, S. K., “An ensemble based NLP feature assessment in Binary Classification”, In International Conference on Computing, Communication and Automation (ICCCA), pp. 345-349), May 2017. (H-Index: 7, IEEE explorer and Scopus Indexed)
- Jangra, Monika; Singh, Sandeep K; " Evaluating Topic Modeling as Pre-processing for Component Prediction in Bug Reports”, Advanced Computing and Communication Technologies 465-473 2016, Springer, Singapore.
- Garg P. ; Saxena V., Sandeep S.K., “ Optimizing spatial database performance for handling moving objects”, 2016 2nd International Conference on Advances in Computing, Communication, & Automation, pp 1-3, Oct 2016, India ( IEEExplore and SCOPUS).
- Sanjana Singh ,Sandeep K Singh, " A Novel Approach for Bug Localization for Exception Handling and Multithreading Through Mutation" in the TRACK: Computer & Information Technology, IEEE INDICON 2015, 17-20 December 2015.
- Saurabh Kr. Srivastava, Rachit Gupta, Sandeep Kr. Singh, ‘’Simple Term Filtering for Location based Tweets Classification” accepted in CSI - 2015; CSI - 50th Golden Jubilee Annual Convention, scheduled held during 02nd - 05th December, 2015.
- Sanjay Goel, Suma Dawn, G. Dhanalekshmi, Hema N, Sandeep Kumar Singh, Sanchika Gupta, Taj Alam, Prashant Kaushik and Kashav Ajmera 'Collaborative Teaching in Large Classes of Computer Science Courses' Eighth International Conference on Contemporary Computing, IC3 2015.
- Asmita Yadav, Sandeep K Singh, An Improved K-means Clustering Algorithm International Conference on Recent Trends in Computer and Information Technology Research, 25-26 September 2015.
- Indu Chawla, Sandeep K Singh, “An Automated approach for Bug Categorization using Fuzzy Logic”, ACM Eighth India Software Engineering Conference 2015, Pages 90-99.[ h5-index-11, h5 median-12].
- Purwar and S. Singh , “ Issues in Data Mining : A comprehensive survey “ , International Conference on Computational Intelligence and Computing Research , Coimbatore, 18-20 Dec 2014[Indexed in IEEE explorer and Scopus , h5 index : 9,h5-median:13]
- Pradeep Sachedev,Surabhi Verma,Sandeep Kumar Singh, “An Improved Approach to Word Sense Disambiguation”, IEEE International Symposium on Signal Processing and Information Technology, December 15-17, 2014.[h5-index:11,h5-median:12]
- Prakash, A.; Singh, S.K., "Towards an efficient regression model for solar energy prediction," Computational Intelligence on Power, Energy and Controls with their impact on Humanity (CIPECH), 2014 Innovative Applications of , vol., no., pp.18,23, 28-29 Nov. 2014[indexed in IEEE xplorer]
- Indu Chawla and Sandeep K Singh , “Automatic Bug Labeling using Semantic Information from LSI”, in Proc. 7th International Conference on Contemporary Computing (IC3 2014), pp. 376-381 Noida, India, August 7-9, 2014.[Indexed in SCOPUS, DBLP and IEEExplore, h5-index:10,h5-median:15]
- A. Purwar and S. Singh , “Empirical Evaluation of Algorithms to impute Missing Values for Financial Dataset” , International Conference on Issues and Challenges in Intelligent Computing Techniques, Ghaziabad, 7-8 Feb 2014[ indexed in IEEE xplorer]
- Indu Chawla and Sandeep K. Singh, “Performance evaluation of VSM and LSI modelsto determine Bug reports similarity” IC3, 2013 International Conference on Contemporary Computing, August 2013, pp.375-380 [Indexed in IEEE Xplore].
- Shubhansh Varshney, Niharika Jain and Sandeep Singh,“SmartTouch: A Cost-effective Infrared based Imaging Touch Screen“IC3, 2013 International Conference on Contemporary Computing, August 2013, pp.219-225 [Indexed in IEEE Xplore].
- A.K. Sharma, Pooja Gupta, Sandeep K. Singh, "A Novel Context Based Indexing of Web Documents," CSNT, 2012 International Conference on Communication Systems and Network Technologies, May 2012, pp.448-452 [Indexed in IEEE Xplore].
- Singhal S.,Sunsunwal A., Singh S.K., Sabharwal S., “EBTCG: a tool for Event Based Test Case Generation,” in Proc. 4th Indian Software Engineering Conference (ISEC 2011), Feburary 2011, pp.119-122. [Indexed in ACM and DBLP]
- Sabharwal S., Sabharwal D., Singh, S.K., Gabrani A., “An event-based approach to generate test scenarios,” in Proc. International Conference on Computer and Communication Technology (ICCCT), September 2010, pp.551 – 556. [Indexed in SCOPUS and IEEE]
- Singh S.K., Sabharwal S., Gupta J.P., “Event-based Metric for Computing System Complexity,” In Communications in Computer and Information Science, 2010, vol.95, no.1, pp. 46-61.[Indexed in SCOPUS , ISI Proceedings and Springer].
- Bansal, G., Vijayvargiya, D., Garg, S., Singh, S.K.An approach to identify and manage interoperability of class diagrams in visual paradigm and magicdraw tools (2010) Communications in Computer and Information Science, 95 CCIS (PART 2), pp. 142-154. [Indexed in Springer, SCOPUS and ISI].
- Asthana, S., Tripathi, S., Singh, S.K. A novel approach to generate test cases using class and sequence diagrams (2010) Communications in Computer and Information Science, 95 CCIS (PART 2), pp. 155-167. [Indexed in Springer, SCOPUS and ISI].
- Singh S.K., Sabharwal S., Gupta J.P., “Events-An Alternative to Use Case as starting point in Object-Oriented Analysis,” in Proc. 2009 Second International Conference on Emerging Trends in Engineering & Technology (ICETET), December 2009, pp.1004-1010.[Indexed in IEEE, ACM and DBLP].
- Singh S.K., Gupta R., Sabharwal S., Gupta, J.P., “Automatic extraction of events from Textual Requirements specification,” in Proc.World Congress on Nature & Biologically Inspired Computing (NaBIC 2009), December 2009, pp.415 – 420.[Indexed in SCOPUS and IEEE]
- Singh S.K., Sabharwal S., Gupta J.P.,“E-XTRACT: A Tool for Extraction, Analysis and Classification of Events from Textual Requirements,” in Proc. 2009 International Conference on Advances in Recent Technologies in Communication and Computing (ARTCom), October 2009, pp.306-308.[Indexed in SCOPUS, IEEE, ACM and DBLP]
- Singh S.K., Sabharwal S., Gupta J.P., “Event Patterns for Object Oriented Requirement Analysis,” in Proc. IASTED International Conferences on Advances in Computer Science and Technology (ACST), April 2008, pp.115-120 [Indexed in SCOPUS and ACM].
- Singh S.K., Sabharwal S., Gupta J.P., “Object Oriented Analysis using Event Patterns,” in Proc. International Joint Conferences on Computer, Information, and Systems Sciences and Engineering (CIS2E 07), December 2007, pp.438-442. [Indexed in Springer, Web of Science]
National Conferences:
- Rashi Kansal, Vanshi Kathuria,Poorvi Ladha,Harpreet Saluja, Sandeep K.Singh, "Java Based Partitioning Tool For Data Warehouse" In Proceedings : National Conference of Models and Methods in Computing , December 2006 organized by Jawaharlal Nehru University New Delhi.
- Mitesh Athwani, Amit Kumar Rajput, Mayur Solanki , Sandeep K.Singh, " A Novel Approach of Versioning in XML Warehouse",In Proceedings : National Conference at KIET ,Ghaziabad, INDIA, November 2006.
Book Publication
- Written a Book Chapter- Published by International Publisher after Peer Review - "Internet Routing", The SAGE Encyclopedia of the Internet ,Edited by: Barney Warf
Publication Year: 2018, DOI: http://dx.doi.org/10.4135/9781473960367
- Written a Book Chapter- Published by Mc GrawHill Education – “Arrays” in C-Programming book.
Guidance of research work at Ph.D. level
Ph.D Thesis Guided and Completed
- Pooja Gupta, Sandeep Singh, Divakar Yadav and A. K. Sharma , "A Novel approach for context based focused search engine", Computer Science, 2014.
- Archana Purwar, Sandeep Kumar Singh, "Design of Improved Approaches for Handling Missing Values, Attribute Noise and Imbalanced Classes", Computer Science, 2018
- Indu Chawla, Sandeep Kumar Singh, "Fuzzy Similarity Based Assessment and Correction of Labels in Software Issue Reports", Computer Science, 2019
Ph.D Thesis Guided and Submitted
- Saurabh Kumar Srivastava, Sandeep Kumar Singh,"A Robust Performance Evaluation Model for Text Classification based on Input Characterization and Feature Selection",Thesis submitted for evaluation on April 2, 2019.
Conferences/ Workshops Attended
- Attended “International Conference on Contemporary Computing (IC3 2016) to (IC32018)”, Noida, India, August 2015.
- Attended and presented one paper in the “International Conference on Contemporary Computing (IC3 2015)”, Noida, India, August 2015.
- Attended and presented one paper in the “International Conference on Contemporary Computing (IC3 2014)”, Noida, India, August 2014.
- Attended and presented one paper in the “IEEE International Symposium on Signal Processing and Information Technology, (ISSPIT 2014)”, Noida, August 2014
- Attended and presented two papers in the “International Conference on Contemporary Computing (IC3 2013)”, Noida, India, August 2013.
- Attended and presented one paper in the 4th India Software Engineering Conference, Feb 23-26, 2011, Thiruvananthapuram, India.
- Attended and presented one paper in the International Conference on Computer and Communication Technology (ICCCT), 2010, 17-19 Sept. 2010, Allahabad, India.
- Attended and presented three papers in the “International Conference on Contemporary Computing (IC3 2010)”, Noida, India, August 2010.
- Attended and presented one paper in the 2nd International Conference On Emerging Trends in Engineering & Technology ICETET-09, 16-18 December, 2009, Nagpur, India.
- Attended and presented one paper in the World Congress on Nature and Biologically Inspired Computing (NABIC'09) December 9-11, 2009, Coimbatore, India
- Attended and presented one paper in the International Conference on Advances in Recent Technologies in Communication and Computing, ARTCom 2009, 27-28 Oct 2009, Kottayam, and Kerala.
- Attended and presented paper in International Conference of Contemporary Computing, 17-19 August, 2009, Noida, India.
- Attended and presented one paper in the Advances in Computer Science and Technology (ACST 2008) Langkawi Malaysia, Apr 2-4, 2008
- Attended and presented one paper in the International Joint Conferences on Computer, Information, and Systems Sciences, and Engineering (CIS2E 07) December 3 - 12, 2007 Technically Co-Sponsored by: Institute of Electrical & Electronics Engineers (IEEE), University of Bridgeport .
- Attended and presented one paper National Conference of Models and Methods in Computing , December 2006 organized by Jawaharlal Nehru University New Delhi.
- Attended and presented one paper in National Conference at KIET ,Ghaziabad, INDIA, November 2006.
Professional Projects / Professional Achievements
- Reviewer in IC3 2015- International conference on Contemporary Computing
- Reviewer in ICCCA 2015 15-16 May 2015
- 2nd ISCON 2014 - IEEE International Conference on Information Systems and Computer Networks, 01-02 Mar 2014, GLA University, Mathura, India.
- ICDMIC 2014 - IEEE International Conference on Data Mining and Intelligent Computing 2014, 5-6 Sept 2014, IGDTUW, New Delhi, India.
- Reviewer in IC3 2014- International conference on Contemporary Computing
- 2nd International Conference on Eco-friendly Computing and Communication Systems (ICECCS), 17-19 Oct 2013, JUIT, Waknaghat, HP, India.
- Sandeep Kumar Singh Delivered Guest Lecture on “Collective Intelligence” in ISTE approved FDP On Emerging Trends in Engineering Technology and Management (ETIETM’13) at YMCA, Faridabad 5th July 2013.
International Visits
Langkawi, Malaysia, April 2-4 2008 to present a paper in IASTED International Conferences on Advances in Computer Science and Technology (ACST).
Google Scholar URL
https://scholar.google.com/citations?hl=en&user=9tRIm5AAAAAJ