All Stories

  1. SignCraft: Transformative Learning-Based Sign Gesture Generation for Consumer Electronics

    Article • IEEE Transactions on Consumer Electronics, May 2026, Institute of Electrical & Electronics Engineers (IEEE)

    Elakkiya R

  2. Building an effective chatbot for optimizing the debt collection process through large language models

    Article • Journal Of Big Data, January 2026, Springer Science + Business Media

    Elakkiya R

  3. A Novel Adversarial Patch Attack on YOLOv8-based Brain Tumor Detection Model

    Article • December 2025, Institute of Electrical & Electronics Engineers (IEEE)

    Elakkiya R

  4. Intelligent Prescription Digitization: Leveraging Multi-Engine OCR and Deep Contextual NLP for Reliable Medical Data Structuring

    Article • December 2025, Institute of Electrical & Electronics Engineers (IEEE)

    Elakkiya R

  5. Building explainable artificial intelligence for reinforcement learning based debt collection recommender system using large language models

    Article • Engineering Applications of Artificial Intelligence, November 2025, Elsevier

    Elakkiya R

  6. Correction to: Advances in Machine Learning and Deep Learning for Hormonal Disorder Diagnosis: An Exhaustive Review on PCOS, Thyroid, and Optimization Techniques

    Article • Archives of Computational Methods in Engineering, September 2025, Springer Science + Business Media

    Elakkiya R

  7. CHASHNIt for enhancing skin disease classification using GAN augmented hybrid model with LIME and SHAP based XAI heatmaps

    Article • Scientific Reports, August 2025, Springer Science + Business Media

    Elakkiya R

  8. Lung image quality assessment and diagnosis using generative autoencoders in unsupervised ensemble learning

    Article • Biomedical Signal Processing and Control, April 2025, Elsevier

    Elakkiya R

  9. An analysis of IoT and machine learning–enabled smart grids for sustainable and future–pro energy management

    Article • January 2025, Elsevier

    Elakkiya R

  10. Green Machine Learning and Big Data for Smart Grids

    Article • January 2025, Elsevier

    Elakkiya R

  11. Encouraging Discriminative Attention Through Contrastive Explainability Learning for Lung Cancer Diagnosis

    Article • IEEE Access, January 2025, Institute of Electrical & Electronics Engineers (IEEE)

    Elakkiya R

  12. Flexible recommendation for optimizing the debt collection process based on customer risk using deep reinforcement learning

    Article • Expert Systems with Applications, December 2024, Elsevier

    Elakkiya R

  13. Data-driven approach for identifying the factors related to debt collector performance

    Article • Journal of Open Innovation Technology Market and Complexity, December 2024, Elsevier

    Elakkiya R

  14. Federated Learning Enhanced MLP–LSTM Modeling in an Integrated Deep Learning Pipeline for Stock Market Prediction

    Article • International Journal of Computational Intelligence Systems, October 2024, Springer Science + Business Media

    Elakkiya R

  15. Siamese Graph Convolutional Split-Attention Network with NLP based Social Sentimental Data for enhanced stock price predictions

    Article • Journal Of Big Data, October 2024, Springer Science + Business Media

    Elakkiya R

  16. Cognitive Analytics and Reinforcement Learning

    Article • April 2024, Wiley

    Elakkiya R

  17. A Novel Approach for Photo-Realistic High Quality Sign Language Video Synthesis

    Article • March 2024, Institute of Electrical & Electronics Engineers (IEEE)

    Elakkiya R

  18. Digital Geography

    Article • January 2024, Springer Science + Business Media

    Elakkiya R

  19. Machine Learning Approaches: Detecting the Disease Variants in Human-Exhaled Breath Biomarkers

    Article • ACS Omega, December 2023, American Chemical Society (ACS)

    Elakkiya R

  20. SignSpeak: Exploring the Sign Language Communication Using Deep Neural Networks

    Article • December 2023, Institute of Electrical & Electronics Engineers (IEEE)

    Elakkiya R

  21. A Comparison of Word Embeddings for Comment Toxicity Detection: Detection Power of Computer

    Article • November 2023, Institute of Electrical & Electronics Engineers (IEEE)

    Elakkiya R

  22. Gesture Controlled Virtual Mouse

    Article • November 2023, Institute of Electrical & Electronics Engineers (IEEE)

    Elakkiya R

  23. Transformer-based Models for Language Identification: A Comparative Study

    Article • November 2023, Institute of Electrical & Electronics Engineers (IEEE)

    Elakkiya R

  24. An Analysis of Blockchain Frameworks for Electronic Health Records Using Hyperledger

    Article • November 2023, Institute of Electrical & Electronics Engineers (IEEE)

    Elakkiya R

  25. Image Captioning for Chest X-Rays Using GRU - Based Attention Mechanism

    Article • November 2023, Institute of Electrical & Electronics Engineers (IEEE)

    Elakkiya R

  26. Automated Sentiment Classification of Amazon Product Reviews using LSTM and Bidirectional LSTM

    Article • October 2023, Institute of Electrical & Electronics Engineers (IEEE)

    Elakkiya R

  27. Fine Tuning Pretrained Transformers for Abstractive News Summarization

    Article • October 2023, Institute of Electrical & Electronics Engineers (IEEE)

    Elakkiya R

  28. Fine-Tuned BERT Based Multilingual Model for Named Entity Recognition in Native Indian Languages

    Article • October 2023, Institute of Electrical & Electronics Engineers (IEEE)

    Elakkiya R

  29. Medical Recommendations: Leveraging CRNN with Self-Attention Mechanism for Enhanced Systems

    Article • October 2023, Institute of Electrical & Electronics Engineers (IEEE)

    Elakkiya R

  30. Agro-Ledger: Blockchain Based Framework for Transparency and Traceability in Agri-Food Supply Chains

    Article • October 2023, Institute of Electrical & Electronics Engineers (IEEE)

    Elakkiya R

  31. Extractive Document Summarization with Advanced Deep Reinforcement Learning

    Article • September 2023, Institute of Electrical & Electronics Engineers (IEEE)

    Elakkiya R

  32. Learning-Tree Based Network Intrusion Detection for IoT

    Article • September 2023, Institute of Electrical & Electronics Engineers (IEEE)

    Elakkiya R

  33. Enhancing Personality Classification through Textual Analysis: A Deep Learning Approach Utilizing MBTI and Social Media Data

    Article • September 2023, Institute of Electrical & Electronics Engineers (IEEE)

    Elakkiya R

  34. Hybrid Convolutional Recurrent Neural Network for Isolated Indian Sign Language Recognition

    Article • August 2023, Bentham Science Publishers

    Elakkiya R

  35. Deep SLRT: The Development of Deep Learning based Multilingual and Multimodal Sign Language Recognition and Translation Framework

    Article • August 2023, Bentham Science Publishers

    Elakkiya R

  36. A Novel Approach for Song Recommendation System Using Deep Neural Networks

    Article • July 2023, Institute of Electrical & Electronics Engineers (IEEE)

    Elakkiya R

  37. Ensemble Integration of Deep Learning Models for Gender-Based Speech Emotion Recognition

    Article • July 2023, Institute of Electrical & Electronics Engineers (IEEE)

    Elakkiya R

  38. A Systematic Study on Reinforcement Learning Based Applications

    Article • Energies, February 2023, MDPI AG

    Elakkiya R

  39. Continuous Sign Language Recognition and Translation Using Hybrid Transformer-Based Neural Network

    Article • January 2023, Elsevier

    Elakkiya R

  40. Creating Alert Messages Based on Wild Animal Activity Detection Using Hybrid Deep Neural Networks

    Article • IEEE Access, January 2023, Institute of Electrical & Electronics Engineers (IEEE)

    Elakkiya R

  41. Explainable AI for Soil Fertility Prediction

    Article • IEEE Access, January 2023, Institute of Electrical & Electronics Engineers (IEEE)

    Elakkiya R

  42. Multi-Semantic Discriminative Feature Learning for Sign Gesture Recognition Using Hybrid Deep Neural Architecture

    Article • IEEE Access, January 2023, Institute of Electrical & Electronics Engineers (IEEE)

    Elakkiya R

  43. Static and Dynamic Isolated Indian and Russian Sign Language Recognition with Spatial and Temporal Feature Detection Using Hybrid Neural Network

    Article • ACM Transactions on Asian and Low-Resource Language Information Processing, November 2022, ACM (Association for Computing Machinery)

    Ketan Kotecha , Elakkiya R, Jatinderkumar Saini, Alexey Prikhodko

  44. Early Diagnosis of Poly Cystic Ovary Syndrome (PCOS) in young women: A Machine Learning Approach

    Article • October 2022, Institute of Electrical & Electronics Engineers (IEEE)

    Elakkiya R

  45. Retraction Note to: Machine learning based sign language recognition: a review and its research frontier

    Article • Journal of Ambient Intelligence and Humanized Computing, July 2022, Springer Science + Business Media

    Elakkiya R

  46. Dynamic GAN for high-quality sign language video generation from skeletal poses using generative adversarial networks

    Article • Soft Computing, June 2022, Springer Science + Business Media

    Elakkiya R

  47. Cervical Cancer Diagnostics Healthcare System Using Hybrid Object Detection Adversarial Networks

    Article • IEEE Journal of Biomedical and Health Informatics, April 2022, Institute of Electrical & Electronics Engineers (IEEE)

    Elakkiya R

  48. Customer Segmentation Based on Sentimental Analysis

    Article • March 2022, Institute of Electrical & Electronics Engineers (IEEE)

    Elakkiya R

  49. Sentence2SignGesture: a hybrid neural machine translation network for sign language video generation

    Article • Journal of Ambient Intelligence and Humanized Computing, January 2022, Springer Science + Business Media

    Elakkiya R

  50. Development of an End-to-End Deep Learning Framework for Sign Language Recognition, Translation, and Video Generation

    Article • IEEE Access, January 2022, Institute of Electrical & Electronics Engineers (IEEE)

    Elakkiya R

  51. Hybrid Deep Neural Network for Handling Data Imbalance in Precursor MicroRNA

    Article • Frontiers in Public Health, December 2021, Frontiers

    Elakkiya R

  52. An optimized Generative Adversarial Network based continuous sign language classification

    Article • Expert Systems with Applications, November 2021, Elsevier

    Elakkiya R

  53. Design of transition metal oxides nanosheets for the direct electrocatalytic oxidation of glucose

    Article • Materials Chemistry and Physics, September 2021, Elsevier

    Elakkiya R

  54. Dynamic GAN for High-Quality Sign Language Video Generation from Skeletal poses using Generative Adversarial Networks

    Article • August 2021, Research Square

    Elakkiya R

  55. COVID_SCREENET: COVID-19 Screening in Chest Radiography Images Using Deep Transfer Stacking

    Article • Information Systems Frontiers, March 2021, Springer Science + Business Media

    Marimuthu Karuppiah , Elakkiya R

  56. Imaging based cervical cancer diagnostics using small object detection - generative adversarial networks

    Article • Multimedia Tools and Applications, February 2021, Springer Science + Business Media

    Elakkiya R

  57. Machine learning based intelligent automated neonatal epileptic seizure detection

    Article • Journal of Intelligent & Fuzzy Systems Applications in Engineering and Technology, February 2021, IOS Press

    Elakkiya R

  58. An Investigation on Personalized Point-of-Interest Recommender System for Location-Based Social Networks in Smart Cities

    Article • January 2021, Springer Science + Business Media

    Elakkiya R

  59. Hierarchical three-dimensional copper selenide nanocube microelectrodes for improved carbon dioxide reduction reactions

    Article • Sustainable Energy & Fuels, January 2021, Royal Society of Chemistry

    Elakkiya R

  60. Iron sulphide rice grain nanostructures as potential electrocatalysts for an improved oxygen evolution reaction

    Article • Nanoscale, January 2021, Royal Society of Chemistry

    Elakkiya R

  61. RETRACTED ARTICLE: Machine learning based sign language recognition: a review and its research frontier

    Article • Journal of Ambient Intelligence and Humanized Computing, August 2020, Springer Science + Business Media

    Elakkiya R

  62. Reliability Enhancement of a Power Semiconductor With Optimized Solder Layer Thickness

    Article • IEEE Transactions on Power Electronics, June 2020, Institute of Electrical & Electronics Engineers (IEEE)

    Elakkiya R

  63. Two-Dimensional Earth-Abundant Transition Metal Oxides Nanomaterials: Synthesis and Application in Electrochemical Oxygen Evolution Reaction

    Article • Langmuir, April 2020, American Chemical Society (ACS)

    Elakkiya R

  64. Self-supported fabrication and electrochemical water splitting study of transition-metal sulphide nanostructured electrodes

    Article • New Journal of Chemistry, January 2020, Royal Society of Chemistry

    Elakkiya R

  65. Sign Language Recognition

    Article • Journal of Intelligent & Fuzzy Systems Applications in Engineering and Technology, November 2019, IOS Press

    Elakkiya R

  66. Flower-like nickel-cobalt oxide nanomaterials as bi-functional catalyst for electrochemical water splitting

    Article • Materials Research Bulletin, August 2019, Elsevier

    Elakkiya R

  67. Collaborative optimization algorithm for learning path construction in E-learning

    Article • Computers & Electrical Engineering, July 2019, Elsevier

    Elakkiya R

  68. Subunit sign modeling framework for continuous sign language recognition

    Article • Computers & Electrical Engineering, March 2019, Elsevier

    Elakkiya R

  69. Uncapped Silver Nanoclusters as Potential Catalyst for Enhanced Direct-Electrochemical Oxidation of 4-Nitrophenol

    Article • Journal of Cluster Science, January 2019, Springer Science + Business Media

    Elakkiya R

  70. A three-dimensional nickel–cobalt oxide nanomaterial as an enzyme-mimetic electrocatalyst for the glucose and lactic acid oxidation reaction

    Article • New Journal of Chemistry, January 2019, Royal Society of Chemistry

    Elakkiya R

  71. Enhanced dynamic programming approach for subunit modelling to handle segmentation and recognition ambiguities in sign language

    Article • Journal of Parallel and Distributed Computing, July 2018, Elsevier

    Elakkiya R

  72. Extricating Manual and Non-Manual Features for Subunit Level Medical Sign Modelling in Automatic Sign Language Classification and Recognition

    Article • Journal of Medical Systems, September 2017, Springer Science + Business Media

    Elakkiya R

  73. An Active Learning Framework for Human Hand Sign Gestures and Handling Movement Epenthesis Using Enhanced Level Building Approach

    Article • Procedia Computer Science, January 2015, Elsevier

    Elakkiya R

  74. An enhanced model for effective recognition and segmentation of SLG in dynamic video sequence using boosted learning algorithm

    Article • April 2014, Institute of Electrical & Electronics Engineers (IEEE)

    Elakkiya R

  75. A framework for recognizing and segmenting sign language gestures from continuous video sequence using boosted learning algorithm

    Article • February 2014, Institute of Electrical & Electronics Engineers (IEEE)

    Elakkiya R

  76. An intelligent framework for recognizing sign language from continuous video sequence using boosted subunits

    Article • January 2013, the Institution of Engineering and Technology (the IET)

    Elakkiya R

  77. A hybrid framework of intrusion detection system for resource consumption based attacks in wireless ad-hoc networks

    Article • May 2012, Institute of Electrical & Electronics Engineers (IEEE)

    Elakkiya R

  78. An Interactive System for Sensory and Gustatory Impaired People Based On Hand Gesture Recognition

    Article • Procedia Engineering, January 2012, Elsevier

    Elakkiya R

  79. Intelligent System for Human Computer Interface Using Hand Gesture Recognition

    Article • Procedia Engineering, January 2012, Elsevier

    Elakkiya R