Sample Past CSIRE Research Projects (Representative Selection)

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Biomedical Informatics, Clinical AI & Health Data Science

  • Robust Blood Glucose Management for Insulin Dependent Diabetes Patients with Deep Reinforcement Learning
  • Informatics pipeline to retrieve Allele Frequencies and Clinical Significance of DNABERT Candidate Variants Using NCBI dbSNP Database
  • Machine Learning-Based Heart Failure Risk Prediction
  • Spatial Attention-based Deep Learning System for Breast Cancer PCR Prediction
  • A study of Clinical BERTs for Interpretable In-Hospital Mortality Prediction
  • Computational Analysis of Somatic Mutation in Cancer Genome
  • Predicting Opioid Overdose Using Deep Learning
  • Role of Stain Normalization in Computational Pathology: Use Case in Metastatic Tissue Classification
  • Single Cell Activity Tracking in Animal Models Using Computer Vision

AI, Machine Learning & Data Science

  • Fair Data Distillation for Electronic Health Records Using Neural Networks
  • Comparing Results of Models Trained On Different Human Activity Interaction Datasets
  • Solving Complex Tasks with Integrated Neural Networks
  • AI Research Agent
  • Backdoor Attack Against Mortality Prediction with Clinical Notes

Computer Vision, Imaging & Graphics

  • Bragg Spot Finder for X-Ray Diffraction Images Using A Machine Learning Approach
  • Machine Learning-Driven Characterization of Calcifications in Dental Cone Beam Computed Tomographic Images
  • Optimizing Medical CT Image Generation with Style Transfer
  • A Computer Vision-based Deep Learning Tool to Assist Residents in Classifying Solid Wastes for Proper Disposal
  • cryo-EM Particle Picking
  • OCTA Segmentation

Human–Computer Interaction, VR/AR & Assistive Technologies

  • Eye Gaze-Based Web Browsing in Virtual Reality
  • VR based communication for ALS patients with Meta Quest Pro
  • Multi-modal text correction in VR
  • Interactive GUI for Real-Time Vital Sign Monitoring and Data Visualization
  • Color Enhancement in Keyboards for Visually Impaired Users

IoT, Embedded Systems & Systems Research

  • AI Thermostat
  • Real-time Strength Training Monitoring, Feedback and Gamification System Using Wearable IMU Sensors
  • SMS Phishing
  • Lilota (Little Interpreted Language Over the Air)
  • Implementing the MQTT Protocol for Use in Home Automation Systems with Lilota

Quantum Computing & Mathematical Computing

  • Quantum Kernel Classification for Power System Stability Assessment
  • The Effect of Quantum Noise on Entanglement Purification
  • Quantum Teleportation
  • Finding Optimal Graphs With Given Fixed Numbers of Vertices and Edges
  • Proving Alexandrov's Convex Cap Theorem Using Gradients
  • Optimal Topology for Minimal Laplacian Energy

Security, Privacy & Trustworthy Computing

  • Buffer Overflow Exploits in C (specifically ROP attacks) and mitigation tools
  • Improving memory safety of C++ through Rust-C++ interoperability
  • Privacy Risks of Smart Home Meters
  • Exploring Regular Expressions and their Denial of Service Vulnerabilities

Policy, Society & Computational Social Science

  • Using Causal Inference to evaluate the impact of various gun control policies
  • Investigating the Factors Affecting Spread of the Opioid Epidemic Using Machine Learning
  • Using Social Media to Enhance Rapid Earthquake Response

Engineering, Infrastructure & Applied ML

  • Asset-SAM: Segment Anything Model Meets Highway Asset Segmentation and Management
  • AI-based Pedestrian Trajectory Prediction and Fairness Evaluation
  • A Multi-Modal System to Determine Fatality Information and Infrastructure Damage
  • Using Electrical Vehicles to Account for the Instability of the Electrical Grid