Martti Juhola

ORCID

Publication Activity (10 Years)

Years Active: 1986-2024
Publications (10 Years): 22

Top Venues

AI Soc.

EMBC

Int. J. Data Min. Model. Manag.

Comput. Biol. Medicine

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 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)
Feranmi Akanni, Martti Juhola
Application of Machine Learning to Predictive Maintenance. ICDM (2020)
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)
Youming Zhang, Martti Juhola
On Biometrics With Eye Movements. IEEE J. Biomed. Health Informatics 21 (5) (2017)
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)
Yevhen Zolotavkin, Martti Juhola
A New Scalar Quantization Method for Digital Image Watermarking. J. Electr. Comput. Eng. 2016 (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)
Xingan Li, Martti Juhola
Country crime analysis using the self-organising map, with special regard to economic factors. Int. J. Data Min. Model. Manag. 7 (2) (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)
Mika T. Rantanen, Martti Juhola
Speeding up probabilistic roadmap planners with locality-sensitive hashing. Robotica 33 (7) (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)
Youming Zhang, Jorma Laurikkala, Martti Juhola
Biometric verification with eye movements: results from a long-term recording series. IET Biom. 4 (3) (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)
Youming Zhang, Martti Juhola
Biometric verification of a user based on eye movements. Int. J. Biom. 6 (2) (2014)
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)
Jyri Saarikoski, Jorma Laurikkala, Kalervo Järvelin, Markku Siermala, Martti Juhola
Dimensionality reduction in text classification using scatter method. Int. J. Data Min. Model. Manag. 6 (1) (2014)
Yevhen Zolotavkin, Martti Juhola
A New QIM-Based Watermarking Method Robust to Gain Attack. Int. J. Digit. Multim. Broadcast. 2014 (2014)
Mika T. Rantanen, Martti Juhola
Using probabilistic roadmaps in changing environments. Comput. Animat. Virtual Worlds 25 (1) (2014)
Yevhen Zolotavkin, Martti Juhola
Quantization Based Watermarking Approach with Gain Attack Recovery. DICTA (2014)
Xingan Li, Martti Juhola
Country crime analysis using the self-organizing map, with special regard to demographic factors. AI Soc. 29 (1) (2014)
Harri Siirtola, Jorge Avalos-Salguero, Kirsi Penttinen, Katriina Aalto-Setälä, Martti Juhola
Interactive Biosignal Analysis and Classification. IV (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)
Mika T. Rantanen, Martti Juhola
How to construct small probabilistic roadmaps with a good coverage? Adv. Robotics 28 (22) (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)
Martti Juhola, Heikki Aalto, Timo P. Hirvonen
Two-dimensional Signal Analysis Reduced from Three-Dimensional Nystagmus Eye Movements. MIE (2014)
Youming Zhang, Jorma Laurikkala, Martti Juhola
Biometric verification of a subject with eye movements, with special reference to temporal variability in saccades between a subject's measurements. Int. J. Biom. 6 (1) (2014)
Youming Zhang, Martti Juhola
On applying signals of saccade eye movements for biometric verification of a subject. MDA (2013)
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)
Xingan Li, Martti Juhola
Crime and Its Social Context: Analysis Using the Self-Organizing Map. EISIC (2013)
Martti Juhola, Youming Zhang, Jyrki Rasku
Biometric verification of a subject through eye movements. Comput. Biol. Medicine 43 (1) (2013)
Henry Joutsijoki, Kirsi Varpa, Kati Iltanen, Martti Juhola
Machine learning approach to an otoneurological classification problem. EMBC (2013)
Yevhen Zolotavkin, Martti Juhola
SVD-based Digital Image Watermarking on approximated Orthogonal Matrix. SECRYPT (2013)
Martti Juhola, Jorma Laurikkala
Missing values: how many can they be to preserve classification reliability? Artif. Intell. Rev. 40 (3) (2013)
Kati Iltanen, Sami Kiviharju, Lida Ao, Martti Juhola, Ilmari Pyykkö
Clustering and Summarising Association Rules Mined from Phenotype, Genotype and Environmental Data Concerning Age-Related Hearing Impairment. MedInfo (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)
Mika T. Rantanen, Martti Juhola
A configuration deactivation algorithm for boosting probabilistic roadmap planning of robots. Int. J. Autom. Comput. 9 (2) (2012)
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)
Martti Juhola, Markku Siermala
A scatter method for data and variable importance evaluation. Integr. Comput. Aided Eng. 19 (2) (2012)
Youming Zhang, Jyrki Rasku, Martti Juhola
Biometric verification of subjects using saccade eye movements. Int. J. Biom. 4 (4) (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)
Antti Järvelin, Martti Juhola
Comparison of machine learning methods for classifying aphasic and non-aphasic speakers. Comput. Methods Programs Biomed. 104 (3) (2011)
Serkan Kiranyaz, Turker Ince, Jenni Pulkkinen, Moncef Gabbouj, Johanna Ärje, Salme Kärkkäinen, Ville Tirronen, Martti Juhola, Tuomas Turpeinen, Kristian Meissner
Classification and retrieval on macroinvertebrate image databases. Comput. Biol. Medicine 41 (7) (2011)
Henry Joutsijoki, Martti Juhola
Comparing the One-vs-One and One-vs-All Methods in Benthic Macroinvertebrate Image Classification. MLDM (2011)
Jyri Saarikoski, Jorma Laurikkala, Kalervo Järvelin, Martti Juhola
Self-Organising Maps in Document Classification: A Comparison with Six Machine Learning Methods. ICANNGA (1) (2011)
Jorma Mattila, Virpi Hotti, Martti Juhola
Product mix and its optimisation in a paper mill according to the profitability computation of process measurements. Int. J. Comput. Aided Eng. Technol. 3 (2) (2011)
Ville Rantanen, Toni Vanhala, Outi Tuisku, Pekka-Henrik Niemenlehto, Jarmo Verho, Veikko Surakka, Martti Juhola, Jukka Lekkala
A Wearable, Wireless Gaze Tracker with Integrated Selection Command Source for Human-Computer Interaction. IEEE Trans. Inf. Technol. Biomed. 15 (5) (2011)
Katja Miettinen, Martti Juhola
Classification of Otoneurological Cases According to Bayesian Probabilistic Models. J. Medical Syst. 34 (2) (2010)
Jyrki Rasku, Martti Juhola
A detection method of body movement signals measured with magnetic tracking device for human balance investigations. Int. J. Medical Eng. Informatics 2 (1) (2010)
Jyrki Rasku, Martti Juhola, Ilmari Pyykkö, Esko Toppila, Kirsi Varpa
The Effect of Removing the Force Feedback during the Quiet Stance. MIE (2009)
Jyri Saarikoski, Kalervo Järvelin, Jorma Laurikkala, Martti Juhola
On Document Classification with Self-Organising Maps. ICANNGA (2009)
Jyri Saarikoski, Jorma Laurikkala, Kalervo Järvelin, Martti Juhola
A study of the use of self-organising maps in information retrieval. J. Documentation 65 (2) (2009)
Martti Juhola, Heikki Aalto, Timo Hirvonen
On Signal Analysis of Three-Dimensional Nystagmus. MIE (2009)
Kirsi Varpa, Kati Iltanen, Martti Juhola
Machine learning method for knowledge discovery experimented with otoneurological data. Comput. Methods Programs Biomed. 91 (2) (2008)
Tuomas Talvensaari, Ari Pirkola, Kalervo Järvelin, Martti Juhola, Jorma Laurikkala
Focused web crawling in the acquisition of comparable corpora. Inf. Retr. 11 (5) (2008)
Jyrki Rasku, Martti Juhola
Classification of Task Driven Swaying Paths. CBMS (2008)
Markku Siermala, Martti Juhola, Erna Kentala
Neural network classification of otoneurological data and its visualization. Comput. Biol. Medicine 38 (8) (2008)
Martti Juhola
On Machine Learning Classification of Otoneurological Data. MIE (2008)
Martti Juhola, Heikki Aalto, Timo Hirvonen
Machine Learning Recognition of Otoneurological Patients by Means of the Results of Vestibulo-Ocular Signal Analysis. CBMS (2008)
Jukka Ollikainen, Martti Juhola
Comparing identification methods for DNA investigations of crimes and accidents. Intell. Data Anal. 12 (4) (2008)
Tuomas Talvensaari, Martti Juhola, Jorma Laurikkala, Kalervo Järvelin
Corpus-based cross-language information retrieval in retrieval of highly relevant documents. J. Assoc. Inf. Sci. Technol. 58 (3) (2007)
Markku Siermala, Martti Juhola, Jorma Laurikkala, Kati Iltanen, Erna Kentala, Ilmari Pyykkö
Evaluation and classification of otoneurological data with new data analysis methods based on machine learning. Inf. Sci. 177 (9) (2007)
Martti Juhola, Jyri Saarikoski, Howard T. Jacobs
On modeling of mutation probabilities. Comput. Biol. Medicine 37 (12) (2007)
Lassi Autio, Martti Juhola, Jorma Laurikkala
On the neural network classification of medical data and an endeavour to balance non-uniform data sets with artificial data extension. Comput. Biol. Medicine 37 (3) (2007)
Martti Juhola, Heikki Aalto, Timo Hirvonen
Using results of eye movement signal analysis in the neural network recognition of otoneurological patients. Comput. Methods Programs Biomed. 86 (3) (2007)
Martti Juhola, Jorma Laurikkala
On metricity of two heterogeneous measures in the presence of missing values. Artif. Intell. Rev. 28 (2) (2007)
Tuomo Korenius, Jorma Laurikkala, Martti Juhola
On principal component analysis, cosine and Euclidean measures in information retrieval. Inf. Sci. 177 (22) (2007)
Jyrki Rasku, Martti Juhola, Esko Toppila, Ilmari Pyykkö
Recognition of balance signals between healthy subjects and otoneurological patients with hidden Markov models. Biomed. Signal Process. Control. 2 (1) (2007)
Tuomas Talvensaari, Jorma Laurikkala, Kalervo Järvelin, Martti Juhola, Heikki Keskustalo
Creating and exploiting a comparable corpus in cross-language information retrieval. ACM Trans. Inf. Syst. 25 (1) (2007)
Timo Tossavainen, Esko Toppila, Ilmari Pyykkö, Pia M. Forsman, Martti Juhola, Jonathan Starck
Virtual Reality in Posturography. IEEE Trans. Inf. Technol. Biomed. 10 (2) (2006)
Pekka-Henrik Niemenlehto, Martti Juhola, Veikko Surakka
Detection of electromyographic signals from facial muscles with neural networks. ACM Trans. Appl. Percept. 3 (1) (2006)
Martti Juhola, Heikki Aalto, Timo Hirvonen
On Neural Network Classification of Otoneurological Cases on the Basis of Recognition Results of Vestibulo-ocular Reflex Eye Movements Signal. MIE (2006)
Antti Järvelin, Martti Juhola, Matti Laine
Neural network modelling of word production in Finnish: coding semantic and non-semantic features. Neural Comput. Appl. 15 (2) (2006)
Antti Järvelin, Martti Juhola, Matti Laine
A Neural Network Model for the Simulation of Word Production Errors of Finnish Nouns. Int. J. Neural Syst. 16 (4) (2006)
Tuomas Talvensaari, Jorma Laurikkala, Kalervo Järvelin, Martti Juhola
A study on automatic creation of a comparable document collection in cross-language information retrieval. J. Documentation 62 (3) (2006)
Tuomo Korenius, Jorma Laurikkala, Martti Juhola, Kalervo Järvelin
Hierarchical clustering of a Finnish newspaper article collection with graded relevance assessments. Inf. Retr. 9 (1) (2006)
Markku Siermala, Martti Juhola
Techniques for biased data distributions and variable classification with neural networks applied to otoneurological data. Comput. Methods Programs Biomed. 81 (2) (2006)
Heikki Hyyrö, Martti Juhola, Mauno Vihinen
On exact string matching of unique oligonucleotides. Comput. Biol. Medicine 35 (2) (2005)
Pekka-Henrik Niemenlehto, Martti Juhola, Veikko Surakka
Neural Network Screening of Electromyographic Signals as the First Phase to Design Novel Human-Computer Interaction. MIE (2005)
Antti Järvelin, Martti Juhola, Matti Laine
A Neural Network Model of Lexicalization for Simulating the Anomie Naming Errors of Dementia Patients. MedInfo (2004)
Janne Lumijärvi, Jorma Laurikkala, Martti Juhola
A Comparison of Different Heterogeneous Proximity Functions and Euclidean Distance. MedInfo (2004)
Martti Juhola, Timo Tossavainen, Heikki Aalto
Influence of lossy compression on eye movement signals. Comput. Biol. Medicine 34 (3) (2004)
Tuomo Korenius, Jorma Laurikkala, Kalervo Järvelin, Martti Juhola
Stemming and lemmatization in the clustering of finnish text documents. CIKM (2004)
Markku Siermala, Martti Juhola, Mauno Vihinen
On Postprocessing of Neural Network Prediction of Polyproline Type II Secondary Structures: Network Spectrum, Response Analysis, and Scattering. Neural Comput. Appl. 11 (3-4) (2003)
Timo Tossavainen, Martti Juhola, Ilmari Pyykkö, Heikki Aalto, Esko Toppila
Development of virtual reality stimuli for force platform posturography. Int. J. Medical Informatics 70 (2-3) (2003)
Timo Tossavainen, Martti Juhola, Tapio Grönfors
Lossy compression of eye movement and auditory brainstem response signals. Comput. Methods Programs Biomed. 72 (1) (2003)
Markku Siermala, Martti Juhola
Behaviour of protein secondary structure types in the sequence space of a certain length. Intell. Data Anal. 6 (5) (2002)
Markku Siermala, Martti Juhola, Mauno Vihinen
Binary Vector of Real Value Coding for Secondary Structure Prediction? A Case Study of Polyproline Type II Prediction. ISMDA (2001)
Kati Viikki, Erna Kentala, Martti Juhola, Ilmari Pyykkö
Feature Subset Selection for Decision Tree Induction in the Context of Otoneurological Data: A Preliminary Study. MedInfo (2001)

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Publication Activity (10 Years)

Top Topics

Top Venues

Martti Juhola