Katriina Aalto-Setälä

Publication Activity (10 Years)

Years Active: 2011-2023
Publications (10 Years): 14

Top Topics

Machine Learning

Intrinsic Complexity

Spectral Analysis

Top Venues

Comput. Biol. Medicine

Publications

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)
Esa Räsänen, Ilya Potapov, Janne Solanpää, Katriina Aalto-Setälä
Towards Accurate and Model-Free QT Correction. CinC (2021)
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)
Dhanesh Kattipparambil Rajan, Antti-Juhana Maki, Mari Pekkanen-Mattila, Joose Kreutzer, Tomi Ryynänen, Hannu Valimaki, Jarmo Verho, Jussi T. Koivumäki, Heimo Ihalainen, Katriina Aalto-Setälä, Pasi Kallio, Jukka Lekkala
Cardiomyocytes: Analysis of Temperature Response and Signal Propagation Between Dissociated Clusters Using Novel Video-Based Movement Analysis Software. IEEE Access 8 (2020)
Jiyeong Kim, Ilya Potapov, Disheet Shah, Jukka Kuusela, Katriina Aalto-Setälä, Esa Räsänen
Intrinsic Complexity of RR and QT Intervals at the Cellular Level. CinC (2018)
Dhanesh Kattipparambil Rajan, Joose Kreutzer, Hannu Valimaki, Mari Pekkanen-Mattila, Antti Ahola, Anne Skogberg, Katriina Aalto-Setälä, Heimo Ihalainen, Pasi Kallio, Jukka Lekkala
A Portable Live-Cell Imaging System With an Invert-Upright-Convertible Architecture and a Mini-Bioreactor for Long-Term Simultaneous Cell Imaging, Chemical Sensing, and Electrophysiological Recording. IEEE Access 6 (2018)
Jiyeong Kim, Jukka Kuusela, Katriina Aalto-Setälä, Esa Räsänen
Short- and Long-Range Correlations in Beat Rate Variability of Human Pluripotent-Stem-Cell-Derived Cardiomyocytes. CinC (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)
Kimmo Kartasalo, Risto-Pekka Pölönen, Marisa Ojala, Jyrki Rasku, Jukka Lekkala, Katriina Aalto-Setälä, Pasi Kallio
CytoSpectre: a tool for spectral analysis of oriented structures on cellular and subcellular levels. BMC Bioinform. 16 (2015)
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)
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)
Antti Ahola, Paruthi Pradhapan, Eeva Laurila, Katriina Aalto-Setälä, Jari A. K. Hyttinen
Motion Analysis Method for Determining Cardiomyocyte Beating Properties Based on Digital Image Correlation and Templates. CinC (2014)
Harri Siirtola, Jorge Avalos-Salguero, Kirsi Penttinen, Katriina Aalto-Setälä, Martti Juhola
Interactive Biosignal Analysis and Classification. IV (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)
Tomi Ryynänen, Ville J. Kujala, Laura Ylä-Outinen, Ismo Korhonen, Jarno M. A. Tanskanen, Pasi Kauppinen, Katriina Aalto-Setälä, Jari A. K. Hyttinen, Erja Kerkelä, Susanna Narkilahti, Jukka Lekkala
All Titanium Microelectrode Array for Field Potential Measurements from Neurons and Cardiomyocytes - A Feasibility Study. Micromachines 2 (4) (2011)
Ville J. Kujala, Zaida C. Jimenez, Juho Väisänen, Jarno M. A. Tanskanen, Erja Kerkelä, Jari A. K. Hyttinen, Katriina Aalto-Setälä
Averaging in vitro cardiac field potential recordings obtained with microelectrode arrays. Comput. Methods Programs Biomed. 104 (2) (2011)