SAMI SIERANOJA

Yhteystiedot

Tutkimusryhmät - UEF

• 
  Machine Learning
• 
  Parempi tietopohja ja palvelujen optimointi sosiaali- ja terveydenhuollon palvelurakenneuudistuksen tueksi (IMPRO)

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Julkaisut

• Sieranoja, Sami; Fränti, Pasi. 2021. Adapting k-means for graph clustering Knowledge and information systems 2022; 64 1: 115-142. 2021
• Laatikainen, Tiina; Sieranoja, Sami; Leminen, Aapeli; Repo, Teppo; Toivakka, Maija. 2020. Vakavan COVID-19-tautimuodon riskiryhmien määrittely Lääkärilehti 75 17-18: 1066-1068. 2020
• Sieranoja, Sami (toim.). 2020. Clustering with kNN graph and k-means. Itä-Suomen yliopisto. Publications of the University of Eastern Finland. Dissertations in Forestry and Natural Sciences 401. 2020
• Fränti, Pasi; Sieranoja, Sami. 2019. How much k-means can be improved by using better initialization and repeats? Pattern recognition 93: 95-112. 2019
• Sieranoja, Sami; Fränti, Pasi. 2019. Fast and General Density Peaks Clustering Pattern recognition letters 128: 551-558. 2019
• Audiovisual Synchrony Detection with Optimized Audio Features. Sieranoja, Sami; Sahidullah, Md; Kinnunen, Tomi; Komulainen, Jukka; Hadid, Abdenour / 2018 IEEE 3rd International Conference on Signal and Image Processing (ICSIP). 2018. 2018
• Dimensionally Distributed Density Estimation. Fränti, Pasi; Sieranoja, Sami / Artificial Intelligence and Soft Computing: 17th International Conference, ICAISC 2018, Zakopane, Poland, June 3-7, 2018, Proceedings, Part II. 2018. 2018
• Fast random pair divisive construction of kNN graph using generic distance measures. Sieranoja, Sami; Fränti, Pasi / ICBDC 18: Proceedings of the 2018 International Conference on Big Data and Computing. 2018. 2018
• Fränti, Pasi; Sieranoja, Sami. 2018. K-means properties on six clustering benchmark datasets Applied intelligence 48 12: 4743-4759. 2018
• Sieranoja, Sami; Fränti, Pasi. 2018. Constructing a high-dimensional kNN-graph using a Z-order curve ACM journal of experimental algorithmics 23: 1-21. 2018
• Sieranoja, Sami; Fränti, Pasi. 2018. Random projection for k-means clustering. Teoksessa: Rutkowski, L; Scherer, R; Korytkowski, M; Pedrycz, W; Tadeusiewicz, R; Zurada, JM (toim.), Artificial Intelligence and Soft Computing: 17th International Conference, ICAISC 2018, Zakopane, Poland, June 3-7, 2018, Proceedings, Part I. Springer. Lecture Notes in Computer Science 10841. s. 680-689. 2018
• Sieranoja Sami, Kinnunen Tomi, Fränti Pasi. 2016. GPS trajectory biometrics: from where you were to how you move. Teoksessa: Antonio Robles-Kelly, Marco Loog, Battista Biggio, Francisco Escolano, Richard Wilson (toim.), Structural, Syntactic, and Statistical Pattern Recognition. Joint IAPR International Workshop, S + SSPR 2016, Merida, Mexico, November 29 - December 2, 2016, Proceedings. Springer. Lecture Notes in Computer Science 10029. s. 450-460. 2016