Publications & Research

Publications & Research

Peer-reviewed research spanning artificial intelligence, federated learning, privacy-preserving machine learning, cloud-native architectures, and AI-driven transformation in the life insurance and financial services industries.


Google Scholar

287 Citations
Verified email at utdallas.edu
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ResearchGate

29 Publications | 437 Reads | 126 Citations
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Awards

Best Paper Presenter — 4th IEEE International Conference on Distributed Computing and Electrical Circuits and Electronics (ICDCECE-2025), April 25–26, 2025

Awarded for the paper Privacy-Preserving Image Classification Based on Federated Learning with Hybrid Convolutional Neural Networks, presented at the IEEE conference in Ballari, India.


Patents

AI-Powered Data Preprocessing and Transformation Platform

An intelligent system that automates data preprocessing, cleaning, and transformation using AI-driven workflows. Designed to reduce manual data engineering effort and improve data quality at scale. Filed April 2025.

Next-Generation Augmented Data Science Platform for Autonomous Model Generation

A platform that augments data science workflows with automated feature engineering, model selection, and hyperparameter tuning — enabling faster experimentation and production-ready model generation.

Intelligent Adaptive Data Sampling and Augmentation System

A system for intelligently sampling and augmenting datasets to address class imbalance, improve model robustness, and reduce training costs without sacrificing accuracy.


Peer-Reviewed Research Papers

2025

Privacy-Preserving Image Classification Based on Federated Learning with Hybrid Convolutional Neural Networks
IEEE ICDCECE-2025 | April 2025 | Best Paper Presenter Award
Proposes a federated learning framework using hybrid CNNs that enables collaborative image classification while preserving data privacy across distributed nodes.

AI-Powered Life Insurance Claims Adjudication Using Large Language Models and Retrieval-Augmented Generation Architectures
International Journal of Scientific Research and Analysis (IJSRA) | 2025
Explores how LLMs combined with RAG architectures can automate and accelerate life insurance claims adjudication while maintaining accuracy and compliance.

Adversarial Robustness of AI-Driven Claims Management Systems in Life and Annuity Insurance
International Journal of Advanced Research in Science, Communication and Technology (IJARSCT) | March 2025
Analyzes adversarial attack vectors targeting AI-based claims management and proposes defense mechanisms to ensure robustness in insurance operations.

Predictive AI for Identifying Lapse Risk in Life Insurance Policies Using Behavioral and Transactional Data
International Journal of Advanced Research in Science, Communication and Technology (IJARSCT) | April 2025
Develops predictive models that leverage behavioral and transactional signals to identify policies at risk of lapsing, enabling proactive retention strategies.

Cloud-Native Security and Compliance Automation in Life and Annuities Insurance Platforms
International Journal of Innovative Research and Management (IJIRM) | April 2025
Presents a cloud-native approach to automating security and compliance controls in life and annuities insurance platforms.

Architecting Cognitive ERP Systems for Actuarial Decision Intelligence in Life and Annuity Insurance
International Journal of Innovative Research and Technology (IJIRT) | June 2025
Proposes cognitive ERP architectures that integrate AI-driven decision intelligence capabilities for actuarial workflows in the insurance industry.

Artificial Intelligence, Technology, and Digital Transformation in Life and Annuity Insurance: A Comprehensive Exploration
European Journal | April 2025
A comprehensive exploration of how AI and digital transformation are reshaping the life and annuity insurance landscape across operations, underwriting, and customer experience.

Databricks Lakehouse Architecture for Actuarial Forecasting and Risk Analytics in Life Insurance
International Journal of Engineering Technology Research and Management (IJETRM) | April 2025
Demonstrates how the Databricks Lakehouse architecture can unify data engineering and analytics for actuarial forecasting and risk modeling in life insurance.

The Role of DevSecOps in Securing AI Models for Financial and Insurance Applications
International Journal of Engineering Technology Research and Management (IJETRM) | April 2025
Examines how DevSecOps practices can be adapted to secure AI model lifecycles in financial services and insurance applications.

Implementing Explainable AI for Proactive Regulatory Compliance in Insurance and Financial Services
2025
Investigates XAI frameworks that enable insurance and financial services organizations to meet regulatory requirements while maintaining model performance.

2024

The Impact of Digital Transformation on Annuities: Trends, Challenges, and Innovations
Journal of Global Research in Mathematical Archives (JGRMA) | December 2024
Examines the evolving impact of digital transformation on annuity products, covering emerging trends, industry challenges, and technological innovations.


Book

Data Strategy in the Age of AI: Building a Foundation for Sustainable Success
Amazon | ISBN: 9798302773968
View on Amazon | Learn more


This page highlights selected publications. For the complete list, visit my Google Scholar or ResearchGate profiles.