Ilkka Pölönen

Ilkka Pölönen

Professor
Unit
Faculty of Information Technology
Room number
Ag C411.2
Mobile
+358400248140
Postal address
Mattilanniemi 2
Fields of science
111 Mathematics
113 Computer and information sciences

Biography

Ilkka Pölönen is an associate professor at the University of Jyväskylä’s Faculty of Information Technology in Finland. He is widely recognized for his contributions to education, teaching both beginner and advanced machine learning courses that prepare students for careers in the rapidly evolving field of artificial intelligence.

Beyond his academic duties, Pölönen plays an influential role in the broader AI community as a board member of the Finnish Artificial Intelligence Society, helping to shape future innovations and policies.

Current teaching:

  • Computer vision and image analysis
  • Anomaly detection
  • Machine learning for cyber security

Head of Spectral Imaging Laboratory.

Research interests

Pölönen focuses on developing and applying advanced computational methods for hyperspectral imaging and data analysis. Leading the Spectral Imaging Laboratory, his work leverages machine learning, computer vision, and spectral imaging techniques to interpret hyperspectral data across various disciplines — from remote sensing and medicine to biology and art history. His interdisciplinary approach bridges theory with practical applications, continually advancing the frontiers of computational data analysis.

Publications