Applying One-vs-One and One-vs-All Classifiers in k-Nearest Neighbour Method and Support Vector Machines to an Otoneurological Multi-Class Problem. - Kirsi Varpa; Henry Joutsijoki; Kati Iltanen; Martti Juhola (MIE, 2011)

Comparing the One-vs-One and One-vs-All Methods in Benthic Macroinvertebrate Image Classification. - Henry Joutsijoki; Martti Juhola (MLDM, 2011)

DAGSVM vs. DAGKNN: An Experimental Case Study with Benthic Macroinvertebrate Dataset. - Henry Joutsijoki; Martti Juhola (MLDM, 2012)

Prediction of a state of a subject on the basis of a stabilogram signal and video oculography test. - Jyrki Rasku; Henry Joutsijoki; Ilmari Pyykkö; Martti Juhola (Comput. Methods Programs Biomed., 2012)

Variations on a Theme: The Classification of Benthic Macroinvertebrates. - Henry Joutsijoki (2012)

Half-against-half structure in classification of benthic macroinvertebrate images. - Henry Joutsijoki (EMBC, 2013)

Machine learning approach to an otoneurological classification problem. - Henry Joutsijoki; Kirsi Varpa; Kati Iltanen; Martti Juhola (EMBC, 2013)

The Classification of Valid and Invalid Beats of Three-Dimensional Nystagmus Eye Movement Signals Using Machine Learning Methods. - Martti Juhola; Heikki Aalto; Henry Joutsijoki; Timo P. Hirvonen (Adv. Artif. Neural Syst., 2013)

Kernel selection in multi-class support vector machines and its consequence to the number of ties in majority voting method. - Henry Joutsijoki; Martti Juhola (Artif. Intell. Rev., 2013)

Classification of iPSC colony images using hierarchical strategies with support vector machines. - Henry Joutsijoki; Jyrki Rasku; Markus Haponen; Ivan Baldin; Yulia Gizatdinova; Michelangelo Paci; Jyri Saarikoski; Kirsi Varpa; Harri Siirtola; Jorge Avalos-Salguero; Kati Iltanen; Jorma Laurikkala; et al. (CIDM, 2014)

Investigating local spatially-enhanced structural and textural descriptors for classification of iPSC colony images. - Yulia Gizatdinova; Jyrki Rasku; Markus Haponen; Henry Joutsijoki; Ivan Baldin; Michelangelo Paci; Jari A. K. Hyttinen; Katriina Aalto-Setälä; Martti Juhola (EMBC, 2014)

On computation of calcium cycling anomalies in cardiomyocytes data. - Martti Juhola; Henry Joutsijoki; Kirsi Varpa; Jyri Saarikoski; Jyrki Rasku; Kati Iltanen; Jorma Laurikkala; Heikki Hyyrö; Jorge Avalos-Salguero; Harri Siirtola; Kirsi Penttinen; Katriina Aalto-Setälä (EMBC, 2014)

Histogram-based classification of iPSC colony images using machine learning methods. - Henry Joutsijoki; Markus Haponen; Ivan Baldin; Jyrki Rasku; Yulia Gizatdinova; Michelangelo Paci; Jari A. K. Hyttinen; Katriina Aalto-Setälä; Martti Juhola (SMC, 2014)

Evaluating the performance of artificial neural networks for the classification of freshwater benthic macroinvertebrates. - Henry Joutsijoki; Kristian Meissner; Moncef Gabbouj; Serkan Kiranyaz; Jenni Raitoharju; Johanna Ärje; Salme Kärkkäinen; Ville Tirronen; Tuomas Turpeinen; Martti Juhola (Ecol. Informatics, 2014)

Half-Against-Half Structure with SVM and k-NN Classifiers in Benthic Macroinvertebrate Image Classification. - Henry Joutsijoki (J. Comput., 2014)

Homicide and Its Social Context: Analysis Using the Self-Organizing Map. - Xingan Li; Henry Joutsijoki; Jorma Laurikkala; Markku Siermala; Martti Juhola (Appl. Artif. Intell., 2015)

Directed acyclic graph support vector machines in classification of benthic macroinvertebrate samples. - Henry Joutsijoki; Markku Siermala; Martti Juhola (Artif. Intell. Rev., 2015)

Signal analysis and classification methods for the calcium transient data of stem cell-derived cardiomyocytes. - Martti Juhola; Kirsi Penttinen; Henry Joutsijoki; Kirsi Varpa; Jyri Saarikoski; Jyrki Rasku; Harri Siirtola; Kati Iltanen; Jorma Laurikkala; Heikki Hyyrö; Jari A. K. Hyttinen; Katriina Aalto-Setälä (Comput. Biol. Medicine, 2015)

On the influence of training data quality on text document classification using machine learning methods. - Jyri Saarikoski; Henry Joutsijoki; Kalervo Järvelin; Jorma Laurikkala; Martti Juhola (Int. J. Knowl. Eng. Data Min., 2015)

Crime vs. demographic factors revisited: Application of data mining methods. - Xingan Li; Henry Joutsijoki; Jorma Laurikkala; Martti Juhola (Webology, 2015)

A software tool for studying the size and shape of human cardiomyocytes. - Jyrki Rasku; Marisa Ojala; Risto-Pekka Pölönen; Henry Joutsijoki; Yulia Gizatdinova; Jorma Laurikkala; Kimmo Kartasalo; Katriina Aalto-Setälä; Martti Juhola (Biomed. Signal Process. Control., 2016)

Machine Learning Approach to Automated Quality Identification of Human Induced Pluripotent Stem Cell Colony Images. - Henry Joutsijoki; Markus Haponen; Jyrki Rasku; Katriina Aalto-Setälä; Martti Juhola (Comput. Math. Methods Medicine, 2016)

Development of crime in England and Wales 1898-2001: Data mining using self-organising map. - Xingan Li; Henry Joutsijoki; Jorma Laurikkala; Martti Juhola (SSCI, 2017)

GDP growth vs. criminal phenomena: data mining of Japan 1926-2013. - Xingan Li; Henry Joutsijoki; Jorma Laurikkala; Martti Juhola (AI Soc., 2018)

Classification of patients and controls based on stabilogram signal data. - Henry Joutsijoki; Jyrki Rasku; Ilmari Pyykkö; Martti Juhola (Intell. Data Anal., 2019)

On computational classification of genetic cardiac diseases applying iPSC cardiomyocytes. - Martti Juhola; Henry Joutsijoki; Kirsi Penttinen; Disheet Shah; Katriina Aalto-Setälä (Comput. Methods Programs Biomed., 2021)

Machine Learning of Drug Influence Based on iPSC Cardiomyocyte Calcium Transient Signals. - Martti Juhola; Henry Joutsijoki; Risto-Pekka Pölönen; Katriina Aalto-Setälä (CinC, 2022)

Data analytics for cardiac diseases. - Martti Juhola; Henry Joutsijoki; Kirsi Penttinen; Disheet Shah; Risto-Pekka Pölönen; Katriina Aalto-Setälä (Comput. Biol. Medicine, 2022)

A method to measure data complexity of a complicated medical data set. - Martti Juhola; Henry Joutsijoki; Kirsi Penttinen; Disheet Shah; Katriina Aalto-Setälä (Int. J. Imaging Syst. Technol., 2022)

A Comparative Study of Machine Learning Algorithms and SIFT for Identifying the Quality of Human Induced Pluripotent Stem Cell Colony. - Henry Joutsijoki; Markus Haponen; Katriina Aalto-Setälä; Martti Juhola (CIBCB, 2023)

Information-Centric Adoption and Use of Standard Compliant DevSecOps for Operational Technology: From Experience to Design Principles. - Henry Haverinen; Tero Päivärinta; Jussi Vänskä; Henry Joutsijoki (ICSOB, 2023)

Comparison of machine learning methods in the early identification of vasculitides, myositides and glomerulonephritides. - Rasmus Ryyppö; Sergei Häyrynen; Henry Joutsijoki; Martti Juhola; Mikko R. J. Seppänen (Comput. Methods Programs Biomed., 2024)