Foundations of Data Mining & Machine Learning


• Theoretical foundations of ML and data mining
• Algorithms and models for large scale data analysis
• Optimization methods for ML
• Statistical and probabilistic modeling
• Causal inference and causal discovery
• Data centric AI and dataset engineering
• Benchmarking, evaluation, and reproducibility

Deep Learning, Representation Learning & Generative Models


• Deep learning architectures and methods
• Self supervised, semi supervised, and unsupervised learning
• Representation learning for structured and unstructured data
• Generative AI and foundation models
• Multimodal learning and cross domain integration
• Transfer learning, meta learning, and continual learning
• Reinforcement learning and sequential decision making

Big Data Systems, Platforms & Infrastructure


• Scalable, distributed, and parallel data mining
• Big data platforms, cloud, edge, and fog computing
• Big data management, indexing, and retrieval
• Real time analytics, stream processing, and event mining
• 5G/6G, networking, and distributed systems for big data
• High performance data processing systems

Mining Complex, Heterogeneous & High Dimensional Data


• Text, graph, temporal, spatial, and streaming data mining
• Web, social media, and multimedia mining
• Graph mining, network science, and graph neural networks
• Knowledge discovery and knowledge graphs
• Personalization, recommendation, and user modeling
• Visualization and human centered analytics

Trustworthy, Secure & Privacy Preserving Data Analytics


• Privacy preserving data mining and federated analytics
• Differential privacy, secure computation, and encryption
• Trustworthy, robust, and explainable ML
• Bias, fairness, and responsible data mining
• Big data security, governance, and compliance
• Adversarial ML and model robustness

Applications of Data Mining, Big Data & Machine Learning


• Bioinformatics, healthcare, and life sciences
• Finance, e commerce, and business intelligence
• Cybersecurity, fraud detection, and threat analytics
• IoT, smart cities, and sensor networks
• Climate, sustainability, and environmental analytics
• Industrial case studies and real world deployments

Hard copy of the proceedings will be distributed during the Conference. The softcopy will be available on International Journal on Cybernetics & Informatics (IJCI) Proceedings.