Martti Juhola

Orcid: 0000-0003-2298-9553

According to our database1, Martti Juhola authored at least 136 papers between 1986 and 2024.

Collaborative distances:
  • Dijkstra number2 of four.
  • Erdős number3 of four.

Timeline

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Bibliography

2024
Comparison of machine learning methods in the early identification of vasculitides, myositides and glomerulonephritides.
Comput. Methods Programs Biomed., January, 2024

2023
A Comparative Study of Machine Learning Algorithms and SIFT for Identifying the Quality of Human Induced Pluripotent Stem Cell Colony.
Proceedings of the IEEE Conference on Computational Intelligence in Bioinformatics and Computational Biology, 2023

2022
A method to measure data complexity of a complicated medical data set.
Int. J. Imaging Syst. Technol., 2022

Data analytics for cardiac diseases.
Comput. Biol. Medicine, 2022

Machine Learning of Drug Influence Based on iPSC Cardiomyocyte Calcium Transient Signals.
Proceedings of the Computing in Cardiology, 2022

2021
On computational classification of genetic cardiac diseases applying iPSC cardiomyocytes.
Comput. Methods Programs Biomed., 2021

2020
Application of Machine Learning to Predictive Maintenance.
Proceedings of the Advances in Data Mining, 2020

2019
Classification of patients and controls based on stabilogram signal data.
Intell. Data Anal., 2019

2018
GDP growth vs. criminal phenomena: data mining of Japan 1926-2013.
AI Soc., 2018

2017
On Biometrics With Eye Movements.
IEEE J. Biomed. Health Informatics, 2017

Development of crime in England and Wales 1898-2001: Data mining using self-organising map.
Proceedings of the 2017 IEEE Symposium Series on Computational Intelligence, 2017

2016
A New Scalar Quantization Method for Digital Image Watermarking.
J. Electr. Comput. Eng., 2016

Machine Learning Approach to Automated Quality Identification of Human Induced Pluripotent Stem Cell Colony Images.
Comput. Math. Methods Medicine, 2016

A software tool for studying the size and shape of human cardiomyocytes.
Biomed. Signal Process. Control., 2016

2015
Crime vs. demographic factors revisited: Application of data mining methods.
Webology, 2015

Speeding up probabilistic roadmap planners with locality-sensitive hashing.
Robotica, 2015

On the influence of training data quality on text document classification using machine learning methods.
Int. J. Knowl. Eng. Data Min., 2015

Country crime analysis using the self-organising map, with special regard to economic factors.
Int. J. Data Min. Model. Manag., 2015

Biometric verification with eye movements: results from a long-term recording series.
IET Biom., 2015

Signal analysis and classification methods for the calcium transient data of stem cell-derived cardiomyocytes.
Comput. Biol. Medicine, 2015

Directed acyclic graph support vector machines in classification of benthic macroinvertebrate samples.
Artif. Intell. Rev., 2015

Homicide and Its Social Context: Analysis Using the Self-Organizing Map.
Appl. Artif. Intell., 2015

2014
Using probabilistic roadmaps in changing environments.
Comput. Animat. Virtual Worlds, 2014

Dimensionality reduction in text classification using scatter method.
Int. J. Data Min. Model. Manag., 2014

A New QIM-Based Watermarking Method Robust to Gain Attack.
Int. J. Digit. Multim. Broadcast., 2014

Biometric verification of a subject with eye movements, with special reference to temporal variability in saccades between a subject's measurements.
Int. J. Biom., 2014

Biometric verification of a user based on eye movements.
Int. J. Biom., 2014

Evaluating the performance of artificial neural networks for the classification of freshwater benthic macroinvertebrates.
Ecol. Informatics, 2014

How to construct small probabilistic roadmaps with a good coverage?
Adv. Robotics, 2014

Country crime analysis using the self-organizing map, with special regard to demographic factors.
AI Soc., 2014

Histogram-based classification of iPSC colony images using machine learning methods.
Proceedings of the 2014 IEEE International Conference on Systems, Man, and Cybernetics, 2014

Two-dimensional Signal Analysis Reduced from Three-Dimensional Nystagmus Eye Movements.
Proceedings of the e-Health - For Continuity of Care - Proceedings of MIE2014, the 25th European Medical Informatics Conference, Istanbul, Turkey, August 31, 2014

Interactive Biosignal Analysis and Classification.
Proceedings of the 18th International Conference on Information Visualisation, 2014

On computation of calcium cycling anomalies in cardiomyocytes data.
Proceedings of the 36th Annual International Conference of the IEEE Engineering in Medicine and Biology Society, 2014

Investigating local spatially-enhanced structural and textural descriptors for classification of iPSC colony images.
Proceedings of the 36th Annual International Conference of the IEEE Engineering in Medicine and Biology Society, 2014

Quantization Based Watermarking Approach with Gain Attack Recovery.
Proceedings of the 2014 International Conference on Digital Image Computing: Techniques and Applications, 2014

Classification of iPSC colony images using hierarchical strategies with support vector machines.
Proceedings of the 2014 IEEE Symposium on Computational Intelligence and Data Mining, 2014

2013
Biometric verification of a subject through eye movements.
Comput. Biol. Medicine, 2013

Missing values: how many can they be to preserve classification reliability?
Artif. Intell. Rev., 2013

Kernel selection in multi-class support vector machines and its consequence to the number of ties in majority voting method.
Artif. Intell. Rev., 2013

The Classification of Valid and Invalid Beats of Three-Dimensional Nystagmus Eye Movement Signals Using Machine Learning Methods.
Adv. Artif. Neural Syst., 2013

SVD-based Digital Image Watermarking on approximated Orthogonal Matrix.
Proceedings of the SECRYPT 2013, 2013

Clustering and Summarising Association Rules Mined from Phenotype, Genotype and Environmental Data Concerning Age-Related Hearing Impairment.
Proceedings of the MEDINFO 2013, 2013

On applying signals of saccade eye movements for biometric verification of a subject.
Proceedings of the Advances in Mass Data Analysis of Images and Signals in Medicine, 2013

Machine learning approach to an otoneurological classification problem.
Proceedings of the 35th Annual International Conference of the IEEE Engineering in Medicine and Biology Society, 2013

Crime and Its Social Context: Analysis Using the Self-Organizing Map.
Proceedings of the 2013 European Intelligence and Security Informatics Conference, 2013

2012
Biometric verification of subjects using saccade eye movements.
Int. J. Biom., 2012

A configuration deactivation algorithm for boosting probabilistic roadmap planning of robots.
Int. J. Autom. Comput., 2012

A scatter method for data and variable importance evaluation.
Integr. Comput. Aided Eng., 2012

Prediction of a state of a subject on the basis of a stabilogram signal and video oculography test.
Comput. Methods Programs Biomed., 2012

DAGSVM vs. DAGKNN: An Experimental Case Study with Benthic Macroinvertebrate Dataset.
Proceedings of the Machine Learning and Data Mining in Pattern Recognition, 2012

2011
A Wearable, Wireless Gaze Tracker with Integrated Selection Command Source for Human-Computer Interaction.
IEEE Trans. Inf. Technol. Biomed., 2011

Product mix and its optimisation in a paper mill according to the profitability computation of process measurements.
Int. J. Comput. Aided Eng. Technol., 2011

Comparison of machine learning methods for classifying aphasic and non-aphasic speakers.
Comput. Methods Programs Biomed., 2011

Classification and retrieval on macroinvertebrate image databases.
Comput. Biol. Medicine, 2011

Comparing the One-vs-One and One-vs-All Methods in Benthic Macroinvertebrate Image Classification.
Proceedings of the Machine Learning and Data Mining in Pattern Recognition, 2011

Applying One-vs-One and One-vs-All Classifiers in k-Nearest Neighbour Method and Support Vector Machines to an Otoneurological Multi-Class Problem.
Proceedings of the User Centered Networked Health Care - Proceedings of MIE 2011, 2011

Self-Organising Maps in Document Classification: A Comparison with Six Machine Learning Methods.
Proceedings of the Adaptive and Natural Computing Algorithms, 2011

2010
Classification of Otoneurological Cases According to Bayesian Probabilistic Models.
J. Medical Syst., 2010

A detection method of body movement signals measured with magnetic tracking device for human balance investigations.
Int. J. Medical Eng. Informatics, 2010

2009
A study of the use of self-organising maps in information retrieval.
J. Documentation, 2009

The Effect of Removing the Force Feedback during the Quiet Stance.
Proceedings of the Medical Informatics in a United and Healthy Europe - Proceedings of MIE 2009, The XXIInd International Congress of the European Federation for Medical Informatics, Sarajevo, Bosnia and Herzegovina, August 30, 2009

On Signal Analysis of Three-Dimensional Nystagmus.
Proceedings of the Medical Informatics in a United and Healthy Europe - Proceedings of MIE 2009, The XXIInd International Congress of the European Federation for Medical Informatics, Sarajevo, Bosnia and Herzegovina, August 30, 2009

On Document Classification with Self-Organising Maps.
Proceedings of the Adaptive and Natural Computing Algorithms, 9th International Conference, 2009

2008
Data Classification.
Proceedings of the Wiley Encyclopedia of Computer Science and Engineering, 2008

Focused web crawling in the acquisition of comparable corpora.
Inf. Retr., 2008

Comparing identification methods for DNA investigations of crimes and accidents.
Intell. Data Anal., 2008

Machine learning method for knowledge discovery experimented with otoneurological data.
Comput. Methods Programs Biomed., 2008

Neural network classification of otoneurological data and its visualization.
Comput. Biol. Medicine, 2008

On Machine Learning Classification of Otoneurological Data.
Proceedings of the eHealth Beyond the Horizon, 2008

Classification of Task Driven Swaying Paths.
Proceedings of the Twenty-First IEEE International Symposium on Computer-Based Medical Systems, 2008

Machine Learning Recognition of Otoneurological Patients by Means of the Results of Vestibulo-Ocular Signal Analysis.
Proceedings of the Twenty-First IEEE International Symposium on Computer-Based Medical Systems, 2008

2007
Creating and exploiting a comparable corpus in cross-language information retrieval.
ACM Trans. Inf. Syst., 2007

Corpus-based cross-language information retrieval in retrieval of highly relevant documents.
J. Assoc. Inf. Sci. Technol., 2007

Evaluation and classification of otoneurological data with new data analysis methods based on machine learning.
Inf. Sci., 2007

On principal component analysis, cosine and Euclidean measures in information retrieval.
Inf. Sci., 2007

Using results of eye movement signal analysis in the neural network recognition of otoneurological patients.
Comput. Methods Programs Biomed., 2007

On modeling of mutation probabilities.
Comput. Biol. Medicine, 2007

On the neural network classification of medical data and an endeavour to balance non-uniform data sets with artificial data extension.
Comput. Biol. Medicine, 2007

Recognition of balance signals between healthy subjects and otoneurological patients with hidden Markov models.
Biomed. Signal Process. Control., 2007

On metricity of two heterogeneous measures in the presence of missing values.
Artif. Intell. Rev., 2007

2006
Virtual Reality in Posturography.
IEEE Trans. Inf. Technol. Biomed., 2006

Detection of electromyographic signals from facial muscles with neural networks.
ACM Trans. Appl. Percept., 2006

Neural network modelling of word production in Finnish: coding semantic and non-semantic features.
Neural Comput. Appl., 2006

A study on automatic creation of a comparable document collection in cross-language information retrieval.
J. Documentation, 2006

Hierarchical clustering of a Finnish newspaper article collection with graded relevance assessments.
Inf. Retr., 2006

A Neural Network Model for the Simulation of Word Production Errors of Finnish Nouns.
Int. J. Neural Syst., 2006

Techniques for biased data distributions and variable classification with neural networks applied to otoneurological data.
Comput. Methods Programs Biomed., 2006

On Neural Network Classification of Otoneurological Cases on the Basis of Recognition Results of Vestibulo-ocular Reflex Eye Movements Signal.
Proceedings of the Ubiquity: Technologies for Better Health in Aging Societies, 2006

2005
On exact string matching of unique oligonucleotides.
Comput. Biol. Medicine, 2005

Neural Network Screening of Electromyographic Signals as the First Phase to Design Novel Human-Computer Interaction.
Proceedings of the Connecting Medical Informatics and Bio-Informatics - Proceedings of MIE 2005, 2005

2004
Influence of lossy compression on eye movement signals.
Comput. Biol. Medicine, 2004

A Comparison of Different Heterogeneous Proximity Functions and Euclidean Distance.
Proceedings of the MEDINFO 2004, 2004

A Neural Network Model of Lexicalization for Simulating the Anomie Naming Errors of Dementia Patients.
Proceedings of the MEDINFO 2004, 2004

Stemming and lemmatization in the clustering of finnish text documents.
Proceedings of the 2004 ACM CIKM International Conference on Information and Knowledge Management, 2004

2003
On Postprocessing of Neural Network Prediction of Polyproline Type II Secondary Structures: Network Spectrum, Response Analysis, and Scattering.
Neural Comput. Appl., 2003

Development of virtual reality stimuli for force platform posturography.
Int. J. Medical Informatics, 2003

Lossy compression of eye movement and auditory brainstem response signals.
Comput. Methods Programs Biomed., 2003

2002
Behaviour of protein secondary structure types in the sequence space of a certain length.
Intell. Data Anal., 2002

2001
On preprocessing of protein sequences for neural network prediction of polyproline type II secondary structures.
Comput. Biol. Medicine, 2001

Analysis of the imputed female urinary incontinence data for the evaluation of expert system parameters.
Comput. Biol. Medicine, 2001

Feature Subset Selection for Decision Tree Induction in the Context of Otoneurological Data: A Preliminary Study.
Proceedings of the MEDINFO 2001, 2001

Towards Virtual Reality Stimulation in Force Platform Posturography.
Proceedings of the MEDINFO 2001, 2001

Hierarchical Clustering of Fuzzy Data on Female Urinary Incontinence.
Proceedings of the MEDINFO 2001, 2001

Neural Network and Wavelet Recognition of Facial Electromyographic Signals.
Proceedings of the MEDINFO 2001, 2001

On Classification Capability of Neural Networks: A Case Study with Otoneurological Data.
Proceedings of the MEDINFO 2001, 2001

On Approximate String Matching of Unique Oligonucleotides.
Proceedings of the MEDINFO 2001, 2001

Refining the Knowledge Base 0f an Otoneurological Expert System.
Proceedings of the Medical Data Analysis, Second International Symposium, 2001

Binary Vector of Real Value Coding for Secondary Structure Prediction? A Case Study of Polyproline Type II Prediction.
Proceedings of the Medical Data Analysis, Second International Symposium, 2001

Hierarchical Clustering of Female Urinary Incontinence - Data Having Noise and Outliers.
Proceedings of the Medical Data Analysis, Second International Symposium, 2001

2000
Convergence of a spreading activation neural network with application of simulating aphasic naming errors in Finnish language.
Neurocomputing, 2000

Extracting VOIs from brain PET images.
Int. J. Medical Informatics, 2000

Usefulness of imputation for the analysis of incomplete otoneurologic data.
Int. J. Medical Informatics, 2000

1999
Predicting the development of a homogenous population in an industrialized country.
Comput. Biol. Medicine, 1999

Modelling Oculomotor Data with Decision Tree Induction.
Proceedings of the Medical Informatics Europe '99, Proceedings, Ljubljana, Slovenia, 1999

Lossless Compression of Eye Movement Signals.
Proceedings of the Medical Informatics Europe '99, Proceedings, Ljubljana, Slovenia, 1999

Three-dimensional ROIs in Brain PET.
Proceedings of the Medical Informatics Europe '99, Proceedings, Ljubljana, Slovenia, 1999

Treatment of Missing Values with Imputation for the Analysis of Otologic Data.
Proceedings of the Medical Informatics Europe '99, Proceedings, Ljubljana, Slovenia, 1999

A Signal Analysis Method for Impulse-like Eye Movements.
Proceedings of the Medical Informatics Europe '99, Proceedings, Ljubljana, Slovenia, 1999

Neural Network Recognition of Otoneurological Vertigo Diseases with Comparison of Some Other Classification Methods.
Proceedings of the Artificial Intelligence in Medicine. Joint European Conference on Artificial Intelligence in Medicine and Medical Decision Making, 1999

1998
Treatment of missing data values in a neural network based decision support system for acute abdominal pain.
Artif. Intell. Medicine, 1998

Population Size and Quality in Genetics-Based Rule Learning from Medical Data.
Proceedings of the MEDINFO '98, 1998

A Signal Analysis Method for Retinal Image Velocity Computation of Vestibular-Ocular Reflex Eye Movement Investigations.
Proceedings of the MEDINFO '98, 1998

1997
Latency estimation of auditory brainstem response by neural networks.
Artif. Intell. Medicine, 1997

1996
Segmentation of digital signals based on estimated compression ratio.
IEEE Trans. Biomed. Eng., 1996

A neural network simulation of aphasic naming errors: Network dynamics and control.
Neurocomputing, 1996

Modifying an expert system construction to pattern recognition solution.
Artif. Intell. Medicine, 1996

1995
Syntactic recognition of ECG signals by attributed finite automata.
Pattern Recognit., 1995

Simulation of aphasic naming errors in finnish language with neural networks.
Neural Networks, 1995

A Neural Network Simulation Method of Aphasic Naming Errors: Properties and Behaviour.
Neural Comput. Appl., 1995

1992
Experiments and comparison of inference methods of regular grammars.
IEEE Trans. Syst. Man Cybern., 1992

Evaluation of some nonrecursive digital filters for signals of auditory evoked responses.
Biol. Cybern., 1992

1991
Comparison of algorithms for standard median filtering.
IEEE Trans. Signal Process., 1991

A scheme of inference of regular grammars for the syntactic pattern recognition of saccadic eye movements.
Artif. Intell. Medicine, 1991

1988
Detection of nystagmus eye movements using a recursive digital filter.
IEEE Trans. Biomed. Eng., 1988

1986
A syntactic method for analysis of saccadic eye movements.
Pattern Recognit., 1986


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