Tapio Pahikkala
Professor
aatapa@utu.fi +358 29 450 4323 +358 50 345 5824 Työhuone: 456D ORCID-tunniste: https://orcid.org/0000-0003-4183-2455 |
Machine learning, Data science, Artificial intelligence
Machine learning, Data science, Artificial intelligence
Tapio Pahikkala is a professor of computer science in the University of Turku, Finland, from which he also received his doctoral degree in 2008. He has authored more than 150 peer-reviewed scientific articles and participated in the winning teams of several international scientific competitions/challenges. He has led many research projects, supervised more than ten doctoral theses, held several positions of trust in academia and served in the program committees of numerous international conferences. His current research interests include theory and algorithmics of machine learning, data analysis, and artificial intelligence, as well as their applications on various different fields.
Theory and algorithmics of machine learning, data science and artificial intelligence as well as their practical applications in various different fields. Estimation of prediction performance with resampling methods, theory of resampling and cross-validation.
TKO_7092 Evaluation of Machine Learning Methods
- A Kernel-Based Framework for Learning Graded Relations From Data (2012)
- IEEE Transactions on Fuzzy Systems
(A1 Vertaisarvioitu alkuperäisartikkeli tieteellisessä lehdessä ) - Conditional Ranking Algorithms for Efficient Object Retrieval and Object Querying on Relational Data (2012) Proceedings of the 12th Dutch-Belgian Information Retrieval Workshop (DIR 2012) Waegeman W, Stock M, De Baets B, Pahikkala T, Airola A, Salakoski T
(A4 Vertaisarvioitu artikkeli konferenssijulkaisussa) - Efficient cross-validation for kernelized least-squares regression with sparse basis expansions (2012)
- Machine Learning
(A1 Vertaisarvioitu alkuperäisartikkeli tieteellisessä lehdessä ) - Efficient recurrent local search strategies for semi- and unsupervised regularized least-squares classification (2012)
- Evolutionary Intelligence
(A1 Vertaisarvioitu alkuperäisartikkeli tieteellisessä lehdessä ) - Implementation and Analysis of Block Dense Matrix Decomposition on Network-on-Chips (2012) 2012 IEEE 14th International Conference on High Performance Computing and Communication & 2012 IEEE 9th International Conference on Embedded Software and Systems Xu TC, Pahikkala T, Airola A, Liljeberg P, Plosila J, Salakoski T, Tenhunen H
(A4 Vertaisarvioitu artikkeli konferenssijulkaisussa) - Learning Monadic and Dyadic Relations: Three Case Studies in Systems Biology (2012) ECML/PKDD 2012 Workshop on Learning and Discovery in Symbolic Systems Biology Stock M, Pahikkala T, Airola A, Salakoski T, De Baets B, Waegeman W
(A4 Vertaisarvioitu artikkeli konferenssijulkaisussa) - Learning Preference Relations with Kronecker Kernels: Some Theoretical and Algorithmic results (2012) Pahikkala T
(O2 Muu julkaisu ) - Learning Valued Relations from Data (2012)
- Advances in intelligent and soft computing
(A4 Vertaisarvioitu artikkeli konferenssijulkaisussa) - Parallelized Online Regularized Least-Squares for Adaptive Embedded Systems (2012)
- International Journal of Embedded and Real-Time Communication Systems
(A1 Vertaisarvioitu alkuperäisartikkeli tieteellisessä lehdessä ) - The Federated Computer Science Event (2012) The Federated Computer Science Event 2012 Tarkoma Sasu, Kämäräinen Joni-Kristian, Pahikkala Tapio
(C2 Toimitustyö tieteelliselle kokoomateokselle)
