Henry Joutsijoki

Publication Activity (10 Years)

Years Active: 2011-2024
Publications (10 Years): 12

Top Topics

Machine Learning

Image Classification

Top Venues

Comput. Methods Programs Biomed.

Comput. Biol. Medicine

Biomed. Signal Process. Control.

Publications

Rasmus Ryyppö, Sergei Häyrynen, Henry Joutsijoki, Martti Juhola, Mikko R. J. Seppänen
Comparison of machine learning methods in the early identification of vasculitides, myositides and glomerulonephritides. Comput. Methods Programs Biomed. 243 (2024)
Henry Haverinen, Tero Päivärinta, Jussi Vänskä, Henry Joutsijoki
Information-Centric Adoption and Use of Standard Compliant DevSecOps for Operational Technology: From Experience to Design Principles. ICSOB (2023)
Henry Joutsijoki, Markus Haponen, Katriina Aalto-Setälä, Martti Juhola
A Comparative Study of Machine Learning Algorithms and SIFT for Identifying the Quality of Human Induced Pluripotent Stem Cell Colony. CIBCB (2023)
Martti Juhola, Henry Joutsijoki, Kirsi Penttinen, Disheet Shah, Risto-Pekka Pölönen, Katriina Aalto-Setälä
Data analytics for cardiac diseases. Comput. Biol. Medicine 142 (2022)
Martti Juhola, Henry Joutsijoki, Kirsi Penttinen, Disheet Shah, Katriina Aalto-Setälä
A method to measure data complexity of a complicated medical data set. Int. J. Imaging Syst. Technol. 32 (6) (2022)
Martti Juhola, Henry Joutsijoki, Risto-Pekka Pölönen, Katriina Aalto-Setälä
Machine Learning of Drug Influence Based on iPSC Cardiomyocyte Calcium Transient Signals. CinC (2022)
Martti Juhola, Henry Joutsijoki, Kirsi Penttinen, Disheet Shah, Katriina Aalto-Setälä
On computational classification of genetic cardiac diseases applying iPSC cardiomyocytes. Comput. Methods Programs Biomed. 210 (2021)
Henry Joutsijoki, Jyrki Rasku, Ilmari Pyykkö, Martti Juhola
Classification of patients and controls based on stabilogram signal data. Intell. Data Anal. 23 (1) (2019)
Xingan Li, Henry Joutsijoki, Jorma Laurikkala, Martti Juhola
GDP growth vs. criminal phenomena: data mining of Japan 1926-2013. AI Soc. 33 (2) (2018)
Xingan Li, Henry Joutsijoki, Jorma Laurikkala, Martti Juhola
Development of crime in England and Wales 1898-2001: Data mining using self-organising map. SSCI (2017)
Jyrki Rasku, Marisa Ojala, Risto-Pekka Pölönen, Henry Joutsijoki, Yulia Gizatdinova, Jorma Laurikkala, Kimmo Kartasalo, Katriina Aalto-Setälä, Martti Juhola
A software tool for studying the size and shape of human cardiomyocytes. Biomed. Signal Process. Control. 30 (2016)
Henry Joutsijoki, Markus Haponen, Jyrki Rasku, Katriina Aalto-Setälä, Martti Juhola
Machine Learning Approach to Automated Quality Identification of Human Induced Pluripotent Stem Cell Colony Images. Comput. Math. Methods Medicine 2016 (2016)
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
Signal analysis and classification methods for the calcium transient data of stem cell-derived cardiomyocytes. Comput. Biol. Medicine 61 (2015)
Jyri Saarikoski, Henry Joutsijoki, Kalervo Järvelin, Jorma Laurikkala, Martti Juhola
On the influence of training data quality on text document classification using machine learning methods. Int. J. Knowl. Eng. Data Min. 3 (2) (2015)
Xingan Li, Henry Joutsijoki, Jorma Laurikkala, Martti Juhola
Crime vs. demographic factors revisited: Application of data mining methods. Webology 12 (1) (2015)
Henry Joutsijoki, Markku Siermala, Martti Juhola
Directed acyclic graph support vector machines in classification of benthic macroinvertebrate samples. Artif. Intell. Rev. 44 (2) (2015)
Xingan Li, Henry Joutsijoki, Jorma Laurikkala, Markku Siermala, Martti Juhola
Homicide and Its Social Context: Analysis Using the Self-Organizing Map. Appl. Artif. Intell. 29 (4) (2015)
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
On computation of calcium cycling anomalies in cardiomyocytes data. EMBC (2014)
Yulia Gizatdinova, Jyrki Rasku, Markus Haponen, Henry Joutsijoki, Ivan Baldin, Michelangelo Paci, Jari A. K. Hyttinen, Katriina Aalto-Setälä, Martti Juhola
Investigating local spatially-enhanced structural and textural descriptors for classification of iPSC colony images. EMBC (2014)
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, Kirsi Penttinen, Jari A. K. Hyttinen, Katriina Aalto-Setälä, Martti Juhola
Classification of iPSC colony images using hierarchical strategies with support vector machines. CIDM (2014)
Henry Joutsijoki, Kristian Meissner, Moncef Gabbouj, Serkan Kiranyaz, Jenni Raitoharju, Johanna Ärje, Salme Kärkkäinen, Ville Tirronen, Tuomas Turpeinen, Martti Juhola
Evaluating the performance of artificial neural networks for the classification of freshwater benthic macroinvertebrates. Ecol. Informatics 20 (2014)
Henry Joutsijoki, Markus Haponen, Ivan Baldin, Jyrki Rasku, Yulia Gizatdinova, Michelangelo Paci, Jari A. K. Hyttinen, Katriina Aalto-Setälä, Martti Juhola
Histogram-based classification of iPSC colony images using machine learning methods. SMC (2014)
Henry Joutsijoki
Half-Against-Half Structure with SVM and k-NN Classifiers in Benthic Macroinvertebrate Image Classification. J. Comput. 9 (2) (2014)
Henry Joutsijoki, Martti Juhola
Kernel selection in multi-class support vector machines and its consequence to the number of ties in majority voting method. Artif. Intell. Rev. 40 (3) (2013)
Henry Joutsijoki
Half-against-half structure in classification of benthic macroinvertebrate images. EMBC (2013)
Henry Joutsijoki, Kirsi Varpa, Kati Iltanen, Martti Juhola
Machine learning approach to an otoneurological classification problem. EMBC (2013)
Martti Juhola, Heikki Aalto, Henry Joutsijoki, Timo P. Hirvonen
The Classification of Valid and Invalid Beats of Three-Dimensional Nystagmus Eye Movement Signals Using Machine Learning Methods. Adv. Artif. Neural Syst. 2013 (2013)
Henry Joutsijoki, Martti Juhola
DAGSVM vs. DAGKNN: An Experimental Case Study with Benthic Macroinvertebrate Dataset. MLDM (2012)
Jyrki Rasku, Henry Joutsijoki, Ilmari Pyykkö, Martti Juhola
Prediction of a state of a subject on the basis of a stabilogram signal and video oculography test. Comput. Methods Programs Biomed. 108 (2) (2012)
Kirsi Varpa, Henry Joutsijoki, Kati Iltanen, Martti Juhola
Applying One-vs-One and One-vs-All Classifiers in k-Nearest Neighbour Method and Support Vector Machines to an Otoneurological Multi-Class Problem. MIE (2011)
Henry Joutsijoki, Martti Juhola
Comparing the One-vs-One and One-vs-All Methods in Benthic Macroinvertebrate Image Classification. MLDM (2011)