Witold Rudnicki

Dr. hab. Witold Rudnicki is a Professor at the University of Białystok’s Faculty of Computer Science and works within the University Computing Center. His research spans interdisciplinary applications of machine learning and data analysis.

• Discipline: Computer Science
• Subdisciplines: Bioinformatics, Artificial Intelligence, Machine Learning

Research Interests

He specializes in developing novel machine learning algorithms for data analysis, particularly to identify factors linked to biological processes and diseases. His work focuses on:

• Feature selection and pattern recognition
• Molecular basis of diseases (e.g., breast, bladder, prostate cancers, neuroblastoma)
• Applications in pharmacology (drug toxicity prediction), nephrology, immunology (poultry resistance mechanisms), agricultural modeling (apple scab), and software failure analysis
• Adaptive methods for financial markets, power grid failures, fire risk assessment, and historical document dating via spectrographic analysis

Grants

• Co-financed by the Ministry of Education and Science under the Social Responsibility of Science program: Project "What am I doing here?" (SONP/SP/549046/2022), 53,570 zł

Labs/Teams

Works at the University Computing Center and collaborates with multidisciplinary teams applying machine learning to medical and industrial challenges.