Specialization

Machine Learning, Data Mining & Big Data

Email

tanya.garg@thapar.edu

Email                                                                                      
tanya.garg@thapar.edu
tanyagarg5023@gmail.com

ORCID ID
0000-0002-6915-9023

 
Biography
Tanya Garg is currently working as Assistant Professor at Thapar Institute of Engineering & Technology. She obtained her Ph.D. from SLIET Longowal in 2024. She obtained her Masters in Computer Science & Technology from Central University of Punjab, Bathinda in year 2014 and B.E in CSE from S.L.I.E.T, Longowal in year 2012.  She is a member of various professional bodies. Her current area of research and interest includes Machine Learning, Big Data & Data Mining.

Job Experience
Total Experience till Date (October, 2024): 10 years
•    August 2019 to Present as Assistant Professor, Thapar Institute of Engineering & Technology, Patiala
•    September 2014 to December 2014 as Assistant Professor (CT Group of Institutions, Jalandhar.
•    May 2015 to August 1st 2019 as Assistant Professor (Gulzar Group of Institutions, Khanna).
Membership of Professional Associations
•    Computer Society of India (CSI)
•    International Association of Engineers (IAENG)
•    International Society of Research & Development (ISRD)

Research Publications (Recent)
1.    Garg, Tanya & Kaur, Gurjinder & Rana, Prashant. (2023). “Protocol Security in 6G Networks” accepted for publication in Springer Scopus Indexed conference going to be held at BITS Pilani, Dubai in October 2023. (18-20 October, CINS 2023)
2.    Garg, Tanya & Kaur, Gurjinder & Rana, Prashant. (2023). Real-Time Traffic Light Optimization Using Simulation of Urban Mobility. SN Computer Science. 4. 10.1007/s42979-023-01916-9. (Scopus Indexed)
3.    Tanya Garg, Gurjinder Kaur, Manish Kumar and Chandramohan Dhasarathan, “A machine learning approach to detect depression in an individual” Vol. 2, No. 1, pp 31–40 ,September 18, 2023: https://doi.org/10.1504/IJCRC.2023.13355.

4.    Garg, T., Kaur, G., & Goyal, R. (2024). Robustness and resilience of artificial intelligence-enabled electric vehicles: A safety and security perspective. In A. Kumari & S. Tanwar (Eds.), Artificial intelligence-empowered modern electric vehicles in smart grid systems: Fundamentals, technologies, and solutions (1st ed.). Elsevier. https://doi.org/10.1016/C2023-0-04560-4.
5.    Tanya Garg and Gurjinder Kaur, “A Systematic Review on Intelligent Transport Systems”, Journal of Computational and Cognitive Engineering, Bon View Publishing, 2(1):175-188, 2022. [SCOPUS Q1 Cite Score: 13.5]
6.    Tanya Garg, Gurjinder Kaur and Prashant Singh Rana, “Real-Time Traffic Light Optimization Using Simulation of Urban Mobility”, SN Computer Science, Springer, 4(526), 2023. [SCOPUS, Impact Factor: 2.2, Cite Score: 4.3]
7.    Tanya Garg, Gurjinder Kaur and Prashant Singh Rana, “Traffic Rerouting Optimization Using Scheduling Algorithms”, SN Computer Science, Springer, 5(762), 2024. [SCOPUS, Impact Factor: 2.2, Cite Score: 4.3]
8.    Tanya Garg, Gurjinder Kaur and Prashant Singh Rana, “Enhancing Road Traffic Prediction Using Data Preprocessing Optimization”, Journal of Circuits, Systems and Computers, 2024. [SCIE, Impact Factor: 1.2]
9.    Tanya Garg, Gurjinder Kaur and Prashant Singh Rana, “Traffic management system or improvement in transportation in the cities using traffic lights”, Published in 2023, [Indian Patent, Application No: 202311049983]
10.    Tanya Garg, Gurjinder Kaur and Prashant Singh Rana, “Comparative Analysis of Machine Learning Models for Traffic Prediction”, International Conference on Artificial Intelligence, Computing, IoT and Data Analytics (AICTA,2023). [SCOPUS]
11.    Tanya Garg, Gurjinder Kaur, Prashant Singh Rana and Niyaz Ahmad Wani, “Real Time Traffic Management by Optimizing Level of Service”, Artificial Intelligence and Knowledge Processing (AIKP,2024). [SCOPUS]
 

Scopus & Conference Publications
1.    A Systematic Review on Intelligent Transport Systems” Journal of Computational and Cognitive Engineering, DOI: 10.47852/bonviewJCCE2202245 Published online: 15 June 2022 (Peer Reviewed Journal)
2.    A Book Chapter “Security Issues and Challenges for Cyber-Physical Systems” Cyber-Physical Systems 1, 161-176 (Book Chapter in Taylor Francis Book) 1st Edition Published in year 2022.
3.    Moin Hasan, Major Singh Goraya, Tanya Garg, Research Paper Titled “E-FFTF: An Extended Framework for Flexible Fault Tolerance in Cloud” published n in Springer Book Series LNNS through Scopus indexed Conference” ICWSNUCA 2021(International Conference on Wireless Sensor Networks, Ubiquitous Computing and Applications 2021). Got Best paper Award
4.    A Book Chapter on Machine Learning for OCR accepted for publication in Wiley edited book titled “Machine Vision Inspection Systems: Machine Learning Based Approaches, Volume 2” (July,2020) Scopus Indexed
5.    A Change Detection Approach for SAR Images Using Modified Log Ratio and Median Filtering in Scopus Indexed Journal: Journal of Critical Reviews, ISSN No. 2394-5125, Vol. 7, and Issue 19. (July, 2020)
6.    Big Data Analytics: Applications, Challenges & Future Directions in IEEE Scopus Conference, ICRITO-2020 held at Amity University Noida. (June 2020).
7.    Socio-Economic and Health Challenges due to COVID-19 and Mitigation Strategies (SEHCM-2020) TEQIP–III sponsored E-International conference on held at NIT Jalandhar during October 22-23 2020.
8.    A Book Chapter on “Network Intrusion Detection Model using Machine Learning & Data Mining Approach-A Survey” during ICAML 2020 held at Punjabi University Patiala. (June 2020).
9.    Evaluation of Various Classifiers for NSL-KDD Dataset using Machine Learning Approach. (Published in International Journal IJETIR During ICTSEM-19).
10.    A Model for Automatic Detection of Retina Diseases (Published in International Journal IJETIR During ICTSEM-19).
11.    A review paper on Data Mining Approach for Feature Selection for Network Intrusion Detection System (November issue in IJARCSSE).
12.    Comparison of Classification Techniques in WEKA (Published in IEEE Xplore Presented at Poornima University, Jaipur, conference ICRAIE-2014 held on 9-11 May 2014).
13.    Analysis of Various Feature Selection Techniques in WEKA (Published during IMTC-2014, International Conference held at CT Group of Institutions, Jalandhar).
14.    Combinational Feature Selection Approach for Network Intrusion Detection System (Published in IEEE Xplore Presented at Jaypee University, Solan, PDGC-2014).

Patents (Published)
1.    Patent No.IN202111007952 “Smart Water Dispensing Device” (Published)
2.    Patent No.IN202111025558 “Emergency Aid and Patient Carrying Device” (Published)
3.    Patent No. 2021102046 “SPRINT: A Smart Printing Device” (Granted)
4.    Patent No.IN202211004087 An IoT and Machine Learning-Based Methodology to detect
5.    the passing of vehicles through one-way lanes using remote sensors (Published)
6.    Patent No. IN202211005010 An IoT and Machine Learning-Based Methodology of
7.    Spectrum Sensing of Cognitive Radio Systems Using Cluster-Based Procedure (Published)

Achievements & Extra Curricular Activities
•    Delivered Guest Lecture on “Smart Transportation” at Lovely Professional University, Jalandhar in year 2022.
•    Reviewer at ANTIC 2021 & 2022 Springer, Scopus Indexed International Conferences held at Department of Computer Science, Institute of Science, Banaras Hindu University, Varanasi, India.
•    Judge at Smart India Hackathon (SIH), 2022 held at CGC Landran organised by Ministry of India
•    Toycathon -2021, Grand Finale Evaluator organized by Ministry of Education’s Innovation Cell with support from All India Council for Technical Education, Ministry of Women and Child Development, Ministry of Commerce and Industry, Ministry of MSME, Ministry of Textiles and Ministry of Information and Broadcasting.
•    Reviewer of IEEE Conference held at NIT Jalandhar during May 21-23, 2021, ICSCCC2021
•    Coordinator of Industrial Interaction, Training & Placement Activities
•    Got Best Teacher Award during Academic Session (2017-2019) at GGI, Khanna
•    Got Certified Collaborative member by SKOPE India during Escape Velocity Workshop
FDP/Workshops Attended/MOOCs
•    ATAL FDP on Virtual and Augmented Reality (Held on Nov 23-Nov 27) Virtual Organized by GNDEC Ludhiana.
•    ATAL FDP on Data Sciences (Dec 14-Dec18) Organized by Central University of Punjab Bathinda (Virtual).
•    ATAL FDP on “Cyber Security” held in May-2020 Organized by PEC University (25th – 29th May,2020).
•    Three days’ workshop on “MALWARE ANALYSIS AND REVERSE ENGINEERING” organized by National Institute of Technical Teachers Training & Research (NITTTR), Chandigarh, India on 15 to 17 July 2020.
•    Short Term Course on “Essential Tools in Optimization” Organized by NIT Jalandhar (25th – 29th June,2020).
•    Two Days National Workshop on “Interview Skills” Organized by NIT Jalandhar (June 15-16,2020).
•    One Day National Workshop on “Innovation and Intellectual Property Rights Filing” (July 01, 2020).
•    “Overview of Intellectual Property Rights” Organized by Department of Computer Science and Engineering Audisankara College of Engineering & Technology (Autonomous) JUNE 09, 2020.
•    NPTEL Certification Course on Blockchain Technology (Jan-May,2020).
•    Python Certification Course authorized by University of Michiganand offered through Coursera (June 13,2020).
•    Learning to Teach Online Certification course authorized by UNSW Sydney (The University of New South Wales) and offered through Coursera.
•    E-learning Program on “Machine Learning” by Tata Steels.
•    ONE WEEK AICTE-IKGPTUSPONSORED FDP on “Recent Trends in Image Processing Techniques” Organized by GNDEC Ludhiana (Dec 30, 2019- Jan 03, 2020).
•    Attended one-week TEQIP-III Sponsored FDP on “Emerging Trends in Computing & Networking” held at SLIET Longowal (17-22, Dec-2018).
•    Workshop on “Intellectual Property Rights” held at GGI,Khanna.
•    India First Leadership Talk by Shri Anand Mahindra held at GGI, Khanna.
•    One-week FDP On Cloud Computing (NPTEL Certification).
•    One and a half week FDP on Computer Organization & Architecture, A Pedagogical Aspect (NPTEL Certification).
•    Two weeks Workshop on IoT held at GGI by NSIC.

Conferences Attended
•    Virtual Conference SEHCM -2020 held at NIT Jalandhar (Virtual) Paper presented and Published (TEQIP-III Sponsored).
•    ICAML-2020 held at Punjabi University Patiala (June-2020) Virtual Conference.
•    ICRITO-2020 held at Amity University Noida (June -2020) Virtual Conference.
•    100th Indian Science Congress at Kolkata in December, 2013.
•    ICRAIE-2014 at Poornima University, Jaipur. (Paper Presented).
•    IMTC-2014 at CT Group of Institutions, Jalandhar (Paper Presented).
•    PDGC-2014 at Jaypee university, Solan (Paper Presented).
•    ICTSEM-2019 at Gulzar Group of Institutes, Khanna (Paper Presented).