Innovations and Advances in Cognitive Systems

Evaluating Transfer Learning Models for Indian Rice Classification: The Impact of a Proposed Lightweight Deep Learning.- Defensive Classifier Methods: Feature Extraction and
Behavior Analysis for Prediction.- Enhancing Core Stability in Federated Learning through Optimal Client Selection.- Machine Learning based Ensemble Learning approach
for Malware Family Classification Using Visual File Representations.- Transformer Network Based Deep Learning Approach in Customised Dynamic Dietary Endorsements for Chronic Diseases.- Style Infusion: Leveraging Diffusion Process for Style Transfer.- Empowering Emotional Intelligence in Healthcare: ML-Based Facial and speech Emotion Recognition for
Patient-Centered Systems.- Confirming the need for hyperparameter tuning of Kalman Filter in Weather Forecasting.- Hierarchy for selection of power efficient data-path multiplier hardware for high performance applications.- Performance Improvement in Aperture-Coupled Rectangular DRAs Using Reflector for 5.5 GHz Wireless Communication.