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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 (6):

• Juha Kivijärvi, Pasi Fränti, Olli Nevalainen, Self-Adaptive Genetic Algorithm for Clustering. Journal of Heuristics 9(2), 113–129, 2003.
• Pasi Fränti, Helge Gyllenberg, Mats Gyllenberg, Juha Kivijärvi, Timo Koski, Tatu Lund, Olli Nevalainen, Minimizing stochastic complexity using local search and GLA with applications to classification of bacteria. BioSystems 57(1), 37 – 48, 2000.
• Pasi Fränti, Juha Kivijärvi, Randomised Local Search Algorithm for the Clustering Problem. Pattern Analysis & Applications 3(4), 358-369, 2000.
• Pasi Fränti, Juha Kivijärvi, Olli Nevalainen, Tabu search algorithm for codebook generation in vector quantization. Pattern Recognition 31(8), 1139–1148, 1998.
• Juha Kivijärvi, Tiina Ojala, Timo Kaukoranta, Attila Kuba, László Nyúl, Olli Nevalainen, A comparison of lossless compression methods for medical images. Computerized Medical Imaging and Graphics 22(4), 323–339, 1998.
• Pasi Fränti, Juha Kivijärvi, Timo Kaukoranta, Olli Nevalainen, Genetic algorithms for large-scale clustering problems. The Computer Journal 40(9), 547-554, 1997.

Articles in proceedings (5):

• Juha Kivijärvi, Joonas Lehtinen, Olli Nevalainen, Clustering by a parallel self-adaptive genetic algorithm. In: Proceedings of the 4th Asia-Pacific Conference on Simulated Evolution and Learning (SEAL'02), 66-70, 2002.
• Joonas Lehtinen, Juha Kivijärvi, Clustering context properties of wavelet coefficients in automatic modelling and image coding. In: 11th International Conference on Image Analysis and Processing (ICIAP 2001), 2001.
• Juha Kivijärvi, Pasi Fränti, Olli Nevalainen, Efficient clustering with a self-adaptive genetic algorithm. In: Proc. World Multiconference on Systemics, Cybernetics and Informatics (SCI2000), vol. III, 241-246, 2000.
• Pasi Fränti, Juha Kivijärvi, Random swapping technique for improving clustering in unsupervised classification. In: Proc. 11th Scandinavian Conf. on Image Analysis, 407-413, 1999.
• Pasi Fränti, Juha Kivijärvi, Timo Kaukoranta, Olli Nevalainen, Genetic algorithm for codebook generation in VQ. In: Proc. 3rd Nordic Workshop on Genetic Algorithms, 207--222, 1997.

Chapters in edited books (1):

• Juha Kivijärvi, Joonas Lehtinen, Olli Nevalainen, A Parallel Genetic Algorithm for Clustering. In: Meng Hiot Lim Xin Yao Lipo Wang Kay Chen Tan (Ed.), Recent Advances in Simulated Evolution and Learning, Advances in Natural Computation - Vol. 2, –, World Scientific, 2004.

Ph.D. thesis (1):

• Juha Kivijärvi, Optimization Methods for Clustering. TUCS Dissertations 48. Turku Centre for Computer Science, 2004.

Technical reports (6):

• Juha Kivijärvi, Joonas Lehtinen, Olli Nevalainen, A Parallel Genetic Algorithm for Clustering. TUCS Technical Reports 469, Turku Centre for Computer Science, 2002.
• Pasi Fränti, Juha Kivijärvi, Randomized local search algorithm for the clustering problem. 0, 1999.
• Juha Kivijärvi, Pasi Fränti, Olli Nevalainen, Self-Adaptive Genetic Algorithm for Clustering. TUCS Technical Reports 308, Turku Centre for Computer Science, 1999.
• Juha Kivijärvi, Tiina Ojala, Timo Kaukoranta, Attila Kuba, László Nyúl, Olli Nevalainen, The Comparison of Lossless Compression Methods in the Case of a Medical Image Database. TUCS Technical Reports 171, Turku Centre for Computer Science, 1998.
• Pasi Fränti, Juha Kivijärvi, Timo Kaukoranta, Olli Nevalainen, Genetic algorithm for codebook generation in vector quantization. 0, 1996.
• Pasi Fränti, Juha Kivijärvi, Olli Nevalainen, Tabu search algorithm for codebook generation in vector quantization. 0, 1996.