5 citations · 8 across the 11 of their papers we have counts for
11 papers
Counterfactual Modeling with Fine-Tuned LLMs for Health Intervention Design and Sensor Data Augmentation
Shovito Barua Soumma, Asiful Arefeen, Stephanie M. Carpenter +2
Counterfactual explanations (CFEs) provide human-centric interpretability by identifying the minimal, actionable changes required to alter a machine learning model's prediction. Th…
GlyRAG: Context-Aware Retrieval-Augmented Framework for Blood Glucose Forecasting
Shovito Barua Soumma, Hassan Ghasemzadeh
Accurate blood glucose forecasting using continuous glucose monitoring (CGM) data can support the early prediction of dysglycemic risk. However, current neural-network-based foreca…
RealAC: A Domain-Agnostic Framework for Realistic and Actionable Counterfactual Explanations
Asiful Arefeen, Shovito Barua Soumma, Hassan Ghasemzadeh
Counterfactual explanations provide human-understandable reasoning for AI-made decisions by describing minimal changes to input features that would alter a model's prediction. To b…
SenseCF: LLM-Prompted Counterfactuals for Intervention and Sensor Data Augmentation
Shovito Barua Soumma, Asiful Arefeen, Stephanie M. Carpenter +2
Counterfactual explanations (CFs) offer human-centric insights into machine learning predictions by highlighting minimal changes required to alter an outcome. Therefore, CFs can be…
Enhancing Metabolic Syndrome Prediction with Hybrid Data Balancing and Counterfactuals
Sanyam Paresh Shah, Abdullah Mamun, Shovito Barua Soumma +1
Metabolic Syndrome (MetS) is a cluster of interrelated risk factors that significantly increases the risk of cardiovascular diseases and type 2 diabetes. Despite its global prevale…
Design and Implementation of a Scalable Clinical Data Warehouse for Resource-Constrained Healthcare Systems
Shovito Barua Soumma, Fahim Shahriar, Umme Niraj Mahi +3
Centralized electronic health record repositories are critical for advancing disease surveillance, public health research, and evidence-based policymaking. However, developing coun…