RESEARCH & PROJECT

Research

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Research Interests

My research focuses on process mining, machine learning, large language models, and their applications.

Process Mining

process model discovery, predictive process monitoring, trace encoding, and process conformance checking.

Machine Learning ·
Large Language Models

Uncertainty estimation, reasoning, and reliability.

Healthcare AI

Clinical reasoning, decision support, and data-driven healthcare applications.

Research Projects

Ongoing 01 / RESEARCH

Uncertainty-Aware Clinical Reasoning with LLMs

Investigating uncertainty, reasoning consistency, and process conformance in clinical decision-making.

LLM Uncertainty Process Mining
Completed 02 / RESEARCH

Trace Encoding for Predictive Process Monitoring

A comparative investigation of trace encoding methods for next activity prediction.

Process Mining Machine Learning

Research Outputs