János Tóth

Dr. János Tóth is an Adjunct Assistant Professor at the Department of Data Science and Visualization within the Faculty of Informatics at the University of Debrecen. His research focuses on optimization of ensemble systems and big data analytics.

• Institution: University of Debrecen
• School: Faculty of Informatics
• Department: Data Science and Visualization
• Rank: Adjunct Assistant Professor
• Email: toth.janos@inf.unideb.hu

Research Interests: Dr. Tóth specializes in optimizing ensemble systems for medical image analysis and big data processing. His work spans:

• Parameter optimization techniques for ensemble models
• Integration of classical image processing with deep learning
• Medical data visualization solutions
• Applications in diabetic retinopathy detection
• Handling unstructured Hungarian medical reports
• Cloud-based machine learning pipelines

Publication Trends: Over the past decade, Dr. Tóth's research has shown consistent focus on medical image analysis (particularly fundus and Pap smear imaging) combined with ensemble learning approaches. His work includes algorithm optimization (2014-2022), data visualization techniques (2012-2024), and natural language processing for Hungarian medical reports (2024). Recent publications (2024) demonstrate continued innovation in machine learning applications for both healthcare and business domains.