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Department: Any ÅAU / Department of Information Technologies UTU / Department of Information Technology UTU / Department of Mathematics and Statistics UTU / Turku School of Economics, Institute of Information Systems Sciences

Research Unit: Any Algorithmics and Computational Intelligence Group (ACI) Biomathematics Research Unit (BIOMATH) Communication Systems (ComSys) Computational Biomodeling Laboratory (Combio Lab) Data Mining and Knowledge Management Laboratory Distributed Systems Laboratory (DS Lab) Embedded Computer and Electronic Systems (ECES) Embedded Systems Laboratory (ESLAB) FUNDIM, Fundamentals of Computing and Discrete Mathematics Institute for Advanced Management Systems Research (IAMSR) Learning and Reasoning Lab Software Construction Laboratorium Software Development Laboratory (SwDev) Software Engineering Laboratory (SE Lab) Turku BioNLP Group Turku Optimization Group (TOpGroup) UTU Information Systems Science (ISS)

Publication type: Any Monographs Edited books Edited special issues of journals Edited proceedings Articles in journals Articles in proceedings Chapters in edited books Ph.D. thesis Lic. thesis Technical reports

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Articles in journals (4):

• Sebastian Okser, Tapio Pahikkala, Antti Airola, Tapio Salakoski, Samuli Ripatti, Tero Aittokallio, Regularized Machine Learning in the Genetic Prediction of Complex Traits. Plos Genetics 10(11), e1004754, 2014.
• Sebastian Okser, Tapio Pahikkala, Tero Aittokallio, Genetic Variants and Their Interactions in Disease Risk Prediction - Machine Learning and Network Perspectives. Biodata Mining 6, 1–15, 2013.
• Tapio Pahikkala, Sebastian Okser, Antti Airola, Tapio Salakoski, Tero Aittokallio, Wrapper-based selection of genetic features in genome-wide association studies through fast matrix operations. Algorithms for Molecular Biology 7, 1–11, 2012.
• Sebastian Okser, Terho Lehtimäki, Laura L. Elo, Nina Mononen, Nina Peltonen, Mika Kähönen, Markus Juonala, Yue-Mei Fan, Jussi A. Hernesniemi, Tomi Laitinen, Leo-Pekka Lyytikäinen, Riikka Rontu, Carit Eklund, Genetic Variants and Their Interactions in the Prediction of Increased Pre-Clinical Carotid Atherosclerosis: The Cardiovascular Risk in Young Finns Study. PLoS Genetics , 2010.

Articles in proceedings (2):

• Sebastian Okser, Antti Airola, Tapio Salakoski, Tero Aittokallio, Tapio Pahikkala, Parallel Feature Selection for Regularized Least-Squares. In: Pekka Manninen, Per Öster (Eds.), Applied Parallel and Scientific Computing, Lecture Notes in Computer Science 7782, 280–294, Springer, 2013.
• Sebastian Okser, Tapio Pahikkala, Antti Airola, Tero Aittokallio, Tapio Salakoski, Fast and Parallelized Greedy Forward Selection of Genetic Variants in Genome-Wide Association Studies. In: Yidong Chen, Yufei Huang, Edward Dougherty (Eds.), IEEE International Workshop on Genomic Signal Processing and Statistics (GENSIPS'11), 214-217, IEEE Signal Processing Society, 2011.

Ph.D. thesis (1):

• Sebastian Okser, Scalable Feature Selection Applications for Genome-Wide Association Studies of Complex Diseases. TUCS Dissertations 201. 2015.