Dr. Saradha M Associate Professor

Specialization

• Fractional Differential Equations
• Numerical Analysis
• Fuzzy Logic
• Machine Learning

Qualification

M.Sc., M.Phil., Ph.D., PGDCA

Passing Year

2017

Teaching Experience

14 years

Awards & Recognition

• Received best research work award on 2016 in college level.
• University First Rank Holder in PG program.

Orcid ID

https://orcid.org/0000-0001-5621-0830

Vidwan ID/Profile URL

https://vidwan.inflibnet.ac.in/profile/230050

Scopus ID/Google Scholar ID

58020930800

Funded Project (amount sanctioned)

Publications In Refereed Journals

Key Publications (Only Q1 & Q2 rated)

• C. Pavithra and M. Saradha,” A Comprehensive Classification Approach by Integrating Principal Component Analysis and Support Vector Machines for Advanced Intrusion Detection Systems”, SN Computer Science (Springer Nature), Volume 5, 996,01-10, October 2024.
• C. Pavithra, M. Saradha and B. Antline Nisha,” Optimizing Mail Sorting with Naive Bayes Classifier and Enhanced Feature Extraction Method”, SN Computer Science (Springer Nature), Volume 5, 914,01-07, September 2024.
• Saradha. M and Pavithra.C,” Classification And Analysis Of Clustered Non-Linear Separable Data Set Using Support Vector Machines” Migration Letters, Volume 21, Issue 4, February 2024.
• Chandrabose, R Udhayakumar, S Velmurugan, Saradha M and Barakah Almarri, “Approximate Controllability of Ψ-Hilfer Fractional Neutral Differential Equation with Infinite Delay”, Fractal and Fractional- MDPI, 7(7), 537, July 2023.
• Sivasankar, R Udhayakumar, Venkatesan M, Saradha M, GhadaAlNemer and Ahmed M. Elshenhab, “Existence of Sobolev-Type Hilfer Fractional Neutral Stochastic Evolution Hemivariational Inequalities and Optimal Controls”, Fractal and Fractional- MDPI, Volume 7, March 2023.
• M. Saradha, Pavithra C,” Integrating Collaborative Filtering Technique Using Rating Approach to Ascertain Similarity Between Users”, Scalable Computing: Practice and Experience, Volume 23, Issue 4, P.No- 171-179, December2022.
• Bharti Ayer, Dara Vijaya Lakshmi, Anita Mathew, M Saradha, Sujayalakshmi Devarayasamudram, R Karthik, “An Efficient Management Education in Developing Women Entrepreneurial Aspirations” ”, International Journal of System Assurance Engineering and Management: Springer,Volume 13, Issue 6, December 2022.

Other Publications

• C. Pavithra and M. Saradha, “Enhancing Classification Accuracy With K-Nearest Neighbors: Optimizing Distance Metrics and Handling Unlabeled Data”, Communications in Mathematics and Applications - Frontiers in Applied and Computational Mathematics, Volume 1, Issue 4, pp. 1341–1351, July 2025.
• C. Pavithra, M. Saradha and B. Antline Nisha, “Transforming Clustered Non-Linearly Separable Data using Nonlinear Mapping Functions in SVM for Enhanced Classification”, Eksplorium Journal, Volume 46, Issue 1, pp. 1446–1457, June 2025.
• C. Pavithra and M. Saradha, “Dimensionality Reduction of 2D-Digital Image Using Linear Discriminant Analysis”, Springer Proceedings in Mathematics & Statistics - Mathematics of Intelligent Computing and Data Science, Volume 484, Issue 1, pp. 317–327, March 2025.
• Veena Yadahalli and M. Saradha, “A Robust Ranking Technique to Solve Fuzzy Transportation Problem of Triangular Fuzzy Number”, Journal of Informatics and Mathematical Sciences, Volume 16, Issue 1, pp. 77–84, March 2025.
• Vanitha K, Saradha M, Antline Nisha B & Udhayakumar R, “An Approach to Solve Gas Dynamic Equation by Fuzzy Hilfer Fractional Differential Equation”, Contemporary Mathematics (UNIVERSAL WISER PUBLISHER), Volume 5, Issue 3, pp. 05–19, August 2024.
• Dara Vijaya Lakshmi, Chitra Kesavan, M. Saradha, M. Sandeep Kumar, and J. Chinna Babu, “Enhancing a Learning Management System’s Effectiveness Through NEP-Compliant Curriculum Changes and Their Effects at HEIs”, Springer - Lecture Notes on Data Engineering and Communications Technologies, ISBN: 978-3-031-59131-0 (eBook), June 2024.
• Dara Vijaya Lakshmi, M. Saradha and Chitra Kesavan, “Social Media Initiatives through IoT to Link the Bridge between Industrial Demands with Higher Education Millennial Students through Experience Learning”, CRC Press, Taylor & Francis Group (Technology Innovation Pillars for Industry 4.0), ISBN: 978-1-032-47839-5 (hbk), 978-1-032-48276-7 (pbk), 978-1-003-38824-1 (ebk), June 2024.
• Antline Nisha B, Balaji R, Saradha M, “Control Policy, Manageable Arrival Rates, and Reverse Balking in Mutually Dependent Queueing Model”, Contemporary Mathematics (UNIVERSAL WISER PUBLISHER), Volume 5, Issue 1, pp. 17–25, January 2024.
• Balaji R, Antline Nisha B, Saradha M, R. Udhayakumar, “Numerical Solutions of Fuzzy Differential Equations by Harmonic Mean and Cubic Mean of Modified Euler’s Method”, Contemporary Mathematics (UNIVERSAL WISER PUBLISHER), Volume 4, Issue 3, pp. 581–591, September 2023.
• Dara Vijaya Lakshmi, Saradha M, R. Karthik, Sandeep Kumar M., J. Chinna Babu, Lucia Vilcekova, “Parameters Describing Student Learning Environments Through Experiential Learning Technologies for Entrepreneurial Creativity”, Journal of Cases on Information Technology - IGI Global, 2023.
• R. Rajalaxmi, M. Saradha, S.K. Fathima, V.E. Sathish Kumar, M. Sandeep Kumar and J. Prabhu, “An Improved MangoNet Architecture Using Harris Hawkis Optimization for Fruit Classification with Uncertainty Estimation”, Journal of Uncertain Systems, World Scientific Publishing Company, Special Issue, March 2023.
• Saradha M, Dara Vijaya Lakshmi, B. Antline Nisha, “An Empirical Study on Stress Modalities in IT Sector with Special Reference to COVID-19”, Journal of Pharmaceutical Negative Results, Volume 13, Issue 6, 2022.
• Antline Nisha B, Saradha M, Varalakshmi M, “Investigation of N-Policy Markovian Queueing System With Despondent Arrivals, Retainment of Reneged Customers and Controllable Arrival Rates”, Journal of Pharmaceutical Negative Results, Volume 13, Issue 6, 2022.
• Dara Vijayalakshmi & M. Saradha, “The Interaction Between Technologies, Techniques, and People in Higher Education Through Participatory Learning”, IGI Global Press, ISBN13: 9781799896401 | ISBN10: 1799896404 | EISBN13: 9781799896425, 2022.
• M. Saradha, “A Mathematical Modeling for the Magnetic Anomaly Detection of a Ferromagnetic Objects”, BULLETIN MONUMENTAL JOURNAL, Volume 22, Issue 8, August 2021.
• M. Saradha, “Solving Hybrid Fuzzy Fractional Differential Equations By Fuzzy Sumudu Transform”, HTL Journal, Volume 26, Issue 11, November 2020, ISSN: 1006-6748, pp. 181–197.
• M. Saradha, “Error Analysis of Hybrid Fuzzy Fractional Differential Equations by Predictor and Corrector Methods”, NMR Journal, Volume 5, Issue 11, 2020, ISSN: 0130-7673, pp. 186–190.
• M. Saradha, “Error Analysis between Runge Kutta Fourth Order Method & Fehlberg 6th Order Method of Hybrid Fuzzy Fractional Differential Equations”, International Journal of Scientific Research in Mathematics and Statistical Sciences, Volume 5, Issue 3, pp. 1–5, June 2018, ISSN: 2348-4519.
• M. Saradha, “Second Order Hybrid Fuzzy Fractional Differential Equations by Runge Kutta 6th Order Fehlberg Method”, Annals of Pure and Applied Mathematics, Volume 4, Issue 1, ISSN: 2279-087X (Print), 2279-0888 (Online).
• M. Saradha & S. Ruban Raj, “Solving Hybrid Fuzzy Fractional Differential Equations by Adam–Bash Forth Method”, Applied Mathematical Sciences, Vol. 9, No. 29, pp. 1429–1432, 2015.
• M. Saradha & Pavithra C, “Dimensionality Reduction of 2D-Digital Image Using Linear Discriminant Analysis”, Springer Proceedings of Mathematics and Statistics (ICMICDS-22), Centre for Topology and Applications, Kerala.
• M. Saradha & S. Ruban Raj, “Solving Hybrid Fuzzy Fractional Differential Equations by Modified Euler Method”, Proceedings of International Conference on Mathematics and its Applications (ICMAA-2014), Anna University College, Villupuram.