Sami Sieranoja - UEFConnect

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Designing a clustering algorithm for optimizing health station locations
Fränti, Pasi; Sieranoja, Sami; Laatikainen, Tiina, 2025, International journal of health geographics, 24, 1, 4. A1 Journal article (refereed), original research
Deting Connectivity Patterns in Nordic Twittersphere by Cluster Analysistec
Fatemi, Masoud; Sieranoja, Sami; Laitinen, Mikko; Fränti, Pasi, 2025, SN computer science, 6, 7, 815. A1 Journal article (refereed), original research
Emotional response to music: the Emotify plus dataset
Wiafe, Abigail; Sieranoja, Sami; Bhuiyan, Abedin; Fränti, Pasi, 2025, Eurasip journal on audio, speech, and music processing, [Epub ahead of print 30 July 2025], 31. A1 Journal article (refereed), original research
Fast agglomerative clustering using approximate traveling salesman solutions
Sieranoja, Sami; Fränti, Pasi, 2025, Journal of big data, 12, 1, 21. A1 Journal article (refereed), original research
Clustering accuracy
Fränti, Pasi; Sieranoja, Sami, 2024, Applied computing and intelligence, 4, 1, 24-44. A1 Journal article (refereed), original research
Balanced k-means revisited
de Maeyer, Rieke; Sieranoja, Sami; Fränti, Pasi, 2023, Applied computing and intelligence, 3, 2, 145-179. A1 Journal article (refereed), original research
Clustering Diagnoses From 58 Million Patient Visits in Finland Between 2015 and 2018
Fränti, Pasi; Sieranoja, Sami; Wikström, Katja; Laatikainen, Tiina, 2022, JMIR medical informatics, 10, 5, e35422. A1 Journal article (refereed), original research
Päihdediagnoosien alueellisen esiintyvyyden erot ja hoidon kokonaiskustannukset
Rautiainen, Elina; Leminen, Aapeli; Linna, Miika; Sieranoja, Sami; Toivakka, Maija; Niemelä, Solja; Kuussaari, Kristiina; Laatikainen, Tiina, 2022, Lääkärilehti, 77, e324. A1 Journal article (refereed), original research
Adapting k-means for graph clustering
Sieranoja, Sami; Fränti, Pasi, 2021, Knowledge and information systems, 2022; 64, 1, 115-142. A1 Journal article (refereed), original research
Clustering with kNN graph and k-means
Sieranoja, Sami, 2020, Publications of the University of Eastern Finland. Dissertations in Forestry and Natural Sciences. G5 Doctoral dissertation (article)
Vakavan COVID-19-tautimuodon riskiryhmien määrittely
Laatikainen, Tiina; Sieranoja, Sami; Leminen, Aapeli; Repo, Teppo; Toivakka, Maija, 2020, Lääkärilehti, 75, 17-18, 1066-1068. D1 Article in a trade journal
Fast and General Density Peaks Clustering
Sieranoja, Sami; Fränti, Pasi, 2019, Pattern recognition letters, 128, 551-558. A1 Journal article (refereed), original research
How much k-means can be improved by using better initialization and repeats?
Fränti, Pasi; Sieranoja, Sami, 2019, Pattern recognition, 93, 95-112. A1 Journal article (refereed), original research
Audiovisual Synchrony Detection with Optimized Audio Features
Sieranoja, Sami; Sahidullah, Md; Kinnunen, Tomi; Komulainen, Jukka; Hadid, Abdenour, 2018, -, 2018 IEEE 3rd International Conference on Signal and Image Processing (ICSIP), 377-381. A4 Conference proceedings
Constructing a high-dimensional kNN-graph using a Z-order curve
Sieranoja, Sami; Fränti, Pasi, 2018, ACM journal of experimental algorithmics, 23, 1-21. A1 Journal article (refereed), original research
Dimensionally Distributed Density Estimation
Fränti, Pasi; Sieranoja, Sami, 2018, Rutkowski, Leszek; Scherer, Rafal; Korytkowski, Marcin; Pedrycz, Witold; Tadeusiewicz, Ryszard; Zurada, Jacek M, Artificial Intelligence and Soft Computing: 17th International Conference, ICAISC 2018, Zakopane, Poland, June 3-7, 2018, Proceedings, Part II, 343-353. A4 Conference proceedings
Fast random pair divisive construction of kNN graph using generic distance measures
Sieranoja, Sami; Fränti, Pasi, 2018, -, ICBDC 18: Proceedings of the 2018 International Conference on Big Data and Computing, 95-98. A4 Conference proceedings
K-means properties on six clustering benchmark datasets
Fränti, Pasi; Sieranoja, Sami, 2018, Applied intelligence, 48, 12, 4743-4759. A1 Journal article (refereed), original research
Random projection for k-means clustering
Sieranoja, Sami; Fränti, Pasi, 2018, Rutkowski, L; Scherer, R; Korytkowski, M; Pedrycz, W; Tadeusiewicz, R; Zurada, JM, Artificial Intelligence and Soft Computing: 17th International Conference, ICAISC 2018, Zakopane, Poland, June 3-7, 2018, Proceedings, Part I, 680-689. A4 Conference proceedings
GPS trajectory biometrics: from where you were to how you move
Sieranoja Sami, Kinnunen Tomi, Fränti Pasi, 2016, Antonio Robles-Kelly, Marco Loog, Battista Biggio, Francisco Escolano, Richard Wilson, Structural, Syntactic, and Statistical Pattern Recognition. Joint IAPR International Workshop, S + SSPR 2016, Merida, Mexico, November 29 - December 2, 2016, Proceedings, 450-460, International workshop on structural and syntactic pattern recognition. A4 Conference proceedings