Sujatha G

@smgacw.org

Associate Professor, PG and Research Department of Computer Science
Sri Meenakshi Government Arts College for Women(A), Madurai.

EDUCATION

M.C.A.M..

RESEARCH INTERESTS

MACHINE LEARNING
DEEP LEARNING
DATA MINING
BIG DATA ANALYTICS
106

Scholar Citations

6

Scholar h-index

3

Scholar i10-index

RECENT SCHOLAR PUBLICATIONS

  • Transfer Learning-based Ensemble Classifier for Multi-Class Texture Classification in Remote Sensing
    G Sujatha, SS Ali, PS Mukesh, AA Gou
    International Journal of Data Science and IoT Management System 5 (2 (2 … , 2026
    2026
  • A Hybrid Deep–Ensemble System for Route Classification and Spacing Regression in VANETs
    G Sujatha, BA Reddy, S Chandrashekar, KA Kumar
    International Journal of AI Electronics and Nexus Energy 2 (2 (1)), 10-19 , 2026
    2026
  • SpinachXAI-Rec: a multi-stage explainable AI framework for spinach freshness classification and consumer recommendation
    ASN Raju, G Sujatha, RK Gatla, S Ankalaki
    Scientific Reports 15 (1), 35853 , 2025
    2025
    Citations: 1
  • XAI-SkinCADx: A Six-Stage Explainable Deep Ensemble Framework for Skin Cancer Diagnosis and Risk-Based Clinical Recommendations
    ASN Raju, G Sujatha, RK Gatla, S Ankalaki, GS Hukkeri
    IEEE Access , 2025
    2025
    Citations: 8
  • Cyber Security for Mobile Applications Using Artificial Intelligence
    S Rajaprakash, G Sujatha, S Kavitha, V Darsi, MS Kurakalva, SR Palapati
    World Conference on Information Systems for Business Management, 516-527 , 2025
    2025
  • Unravelling learning styles: An innovative questionnaire-based approach to classify students using machine learning techniques
    PA Devi, G Sujatha
    Recent Advances in Sciences, Engineering, Information Technology … , 2025
    2025
  • Mining anti-social behavior in Twitter conversations: A review on the anatomy of hate speech
    R Sangeetha, G Sujatha, GS Shailaesh
    Recent Advances in Sciences, Engineering, Information Technology … , 2025
    2025
  • Machine learning feature extraction technique for predicting air quality
    PV Kumari, G Sujatha
    Recent Advances in Sciences, Engineering, Information Technology … , 2025
    2025
  • Retraction Note: Deep reinforcement learning for comprehensive route optimization in elastic optical networks using generative strategies
    PN Renjith, G Sujatha, M Vinoth, GD Vignesh, M Ramkumar Prabhu, ...
    Optical and Quantum Electronics 56 (10), 1678 , 2024
    2024
  • Crop and fertiliser recommendation system for sustainable agricultural development
    K Sankareswari, G Sujatha
    Intelligent Robots and Drones for Precision Agriculture, 327-349 , 2024
    2024
    Citations: 2
  • The design of security algorithm RPBB-24–1 in multi-way path over the distributed ledger
    CB Basha, S Rajaprakash, N Aggarwal, MD Riyazuddin, G Sujatha, ...
    SSRG International Journal of Electrical and Electronics Engineering 11 (4 … , 2024
    2024
    Citations: 7
  • RETRACTED ARTICLE: Deep reinforcement learning for comprehensive route optimization in elastic optical networks using generative strategies
    PN Renjith, G Sujatha, M Vinoth, GD Vignesh, MR Prabhu, ...
    Optical and Quantum Electronics 55 (13), 1197 , 2023
    2023
    Citations: 10
  • An Experimental Comparison on Machine Learning Ensemble Stacking‐Based Air Quality Prediction System
    P Vasantha Kumari, G Sujatha
    Artificial Intelligence for Sustainable Applications, 127-146 , 2023
    2023
  • Evaluation of an Ensemble Technique for Prediction of Crop Yield.
    K Sankareswari, G Sujatha
    ICIMMI, 7:1-7:9 , 2023
    2023
    Citations: 6
  • A comparative study on machine learning based classifier model for wheat seed classification
    G Sujatha, K Sankareswari
    International Conference on Mining Intelligence and Knowledge Exploration … , 2021
    2021
    Citations: 1
  • A Comparative Experimental Investigation on Machine Learning Based Air Quality Prediction System (MLBAQPS): Linear Regression, Random Forest, AdaBooster Approaches
    G Sujatha, P Vasantha Kumari
    International Conference on Mining Intelligence and Knowledge Exploration … , 2021
    2021
    Citations: 1
  • A Novel Approach to Identify the Promotion of Sales in Supermarkets using Machine Learning Algorithms.
    G Sujatha, R Sangeetha
    International Journal of Business Analytics & Intelligence (IJBAI) 9 , 2021
    2021
  • A Comprehensive Hybrid Ensemble Method with Feature Selection Techniques
    G Sujatha, K Usha Rani
    International Conference On Computational And Bio Engineering, 85-97 , 2019
    2019
    Citations: 1
  • Prediction of humidity in weather using logistic regression, decision tree, nearest neighbours, naive Bayesian, support vector machine and random forest classifiers
    G Sujatha, S Rao, T Srinivasa Rao
    Asian Research Publishing Network , 2019
    2019
    Citations: 1
  • Building a Data Mining Based Software Reliability Estimation Model
    AR Visagan, M Sumathi, G Sujatha
    2019 1st International Conference on Advances in Information Technology … , 2019
    2019
    Citations: 2

MOST CITED SCHOLAR PUBLICATIONS

  • An architectural design for effective information retrieval in semantic web
    M Thangaraj, G Sujatha
    Expert Systems with Applications 41 (18), 8225-8233 , 2014
    2014
    Citations: 42
  • Agent based semantic internet of things (IoT) in smart health care
    M Thangaraj, PP Ponmalar, G Sujatha, S Anuradha
    Proceedings of the the 11th international knowledge management in … , 2016
    2016
    Citations: 24
  • RETRACTED ARTICLE: Deep reinforcement learning for comprehensive route optimization in elastic optical networks using generative strategies
    PN Renjith, G Sujatha, M Vinoth, GD Vignesh, MR Prabhu, ...
    Optical and Quantum Electronics 55 (13), 1197 , 2023
    2023
    Citations: 10
  • XAI-SkinCADx: A Six-Stage Explainable Deep Ensemble Framework for Skin Cancer Diagnosis and Risk-Based Clinical Recommendations
    ASN Raju, G Sujatha, RK Gatla, S Ankalaki, GS Hukkeri
    IEEE Access , 2025
    2025
    Citations: 8
  • The design of security algorithm RPBB-24–1 in multi-way path over the distributed ledger
    CB Basha, S Rajaprakash, N Aggarwal, MD Riyazuddin, G Sujatha, ...
    SSRG International Journal of Electrical and Electronics Engineering 11 (4 … , 2024
    2024
    Citations: 7
  • Evaluation of an Ensemble Technique for Prediction of Crop Yield.
    K Sankareswari, G Sujatha
    ICIMMI, 7:1-7:9 , 2023
    2023
    Citations: 6
  • Crop and fertiliser recommendation system for sustainable agricultural development
    K Sankareswari, G Sujatha
    Intelligent Robots and Drones for Precision Agriculture, 327-349 , 2024
    2024
    Citations: 2
  • Building a Data Mining Based Software Reliability Estimation Model
    AR Visagan, M Sumathi, G Sujatha
    2019 1st International Conference on Advances in Information Technology … , 2019
    2019
    Citations: 2
  • SpinachXAI-Rec: a multi-stage explainable AI framework for spinach freshness classification and consumer recommendation
    ASN Raju, G Sujatha, RK Gatla, S Ankalaki
    Scientific Reports 15 (1), 35853 , 2025
    2025
    Citations: 1
  • A comparative study on machine learning based classifier model for wheat seed classification
    G Sujatha, K Sankareswari
    International Conference on Mining Intelligence and Knowledge Exploration … , 2021
    2021
    Citations: 1
  • A Comparative Experimental Investigation on Machine Learning Based Air Quality Prediction System (MLBAQPS): Linear Regression, Random Forest, AdaBooster Approaches
    G Sujatha, P Vasantha Kumari
    International Conference on Mining Intelligence and Knowledge Exploration … , 2021
    2021
    Citations: 1
  • A Comprehensive Hybrid Ensemble Method with Feature Selection Techniques
    G Sujatha, K Usha Rani
    International Conference On Computational And Bio Engineering, 85-97 , 2019
    2019
    Citations: 1
  • Prediction of humidity in weather using logistic regression, decision tree, nearest neighbours, naive Bayesian, support vector machine and random forest classifiers
    G Sujatha, S Rao, T Srinivasa Rao
    Asian Research Publishing Network , 2019
    2019
    Citations: 1
  • Transfer Learning-based Ensemble Classifier for Multi-Class Texture Classification in Remote Sensing
    G Sujatha, SS Ali, PS Mukesh, AA Gou
    International Journal of Data Science and IoT Management System 5 (2 (2 … , 2026
    2026
  • A Hybrid Deep–Ensemble System for Route Classification and Spacing Regression in VANETs
    G Sujatha, BA Reddy, S Chandrashekar, KA Kumar
    International Journal of AI Electronics and Nexus Energy 2 (2 (1)), 10-19 , 2026
    2026
  • Cyber Security for Mobile Applications Using Artificial Intelligence
    S Rajaprakash, G Sujatha, S Kavitha, V Darsi, MS Kurakalva, SR Palapati
    World Conference on Information Systems for Business Management, 516-527 , 2025
    2025
  • Unravelling learning styles: An innovative questionnaire-based approach to classify students using machine learning techniques
    PA Devi, G Sujatha
    Recent Advances in Sciences, Engineering, Information Technology … , 2025
    2025
  • Mining anti-social behavior in Twitter conversations: A review on the anatomy of hate speech
    R Sangeetha, G Sujatha, GS Shailaesh
    Recent Advances in Sciences, Engineering, Information Technology … , 2025
    2025
  • Machine learning feature extraction technique for predicting air quality
    PV Kumari, G Sujatha
    Recent Advances in Sciences, Engineering, Information Technology … , 2025
    2025
  • Retraction Note: Deep reinforcement learning for comprehensive route optimization in elastic optical networks using generative strategies
    PN Renjith, G Sujatha, M Vinoth, GD Vignesh, M Ramkumar Prabhu, ...
    Optical and Quantum Electronics 56 (10), 1678 , 2024
    2024