Martti Juhola

Research output

Research output per year 1998 1998 1999 2000 2001 2008 2014 2015 2024

• 140 Article
• 88 Conference contribution
• 11 Chapter
• 2 Other online publication
• 2 More
  • 1 Commissioned report
  • 1 Review Article

Research output per year

Research output per year

Search results

• 2008

  Data classification

  Juhola, M., 2008, Wiley Encyclopedia of Computer Science and Engineering. Wah, B. (ed.). New York: Wiley, p. 759-767 (Wiley InterScience).

  Research output: Chapter in Book/Report/Conference proceeding › Chapter › Scientific › peer-review

• Detection of Saccadic Eye Movements Using the Order Statistic Constant False Alarm Rate Technique

  Niemenlehto, P.-H. & Juhola, M., 2008, Proceedings of the Sixth IASTED International Conference on Biomedical Engineering. p. 29-33

  Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › Scientific › peer-review

  2 Citations (Scopus)

• Focused web crawling in the acquisition of comparable corpora

  Talvensaari, T., Pirkola, A., Järvelin, K., Juhola, M. & Laurikkala, J., 2008, In: INFORMATION RETRIEVAL. 11, 5, p. 427-445

  Research output: Contribution to journal › Article › Scientific › peer-review
  39 Citations (Scopus)

• Fuzzy if-then rule induction with cumulative information estimations applied to real-world data

  Bohácik, J., Juhola, M. & Levashenko, V., 2008, In: Acta Electrotechnica et Informatica. 8, 4, p. 24-29

  Research output: Contribution to journal › Article › Scientific › peer-review

• Fuzzy rule induction and classification applied to otoneurological data

  Bohacik, J. & Juhola, M., 2008, In: Journal of Information, Control and Management Systems. 6, 1, p. 9-20

  Research output: Contribution to journal › Article › Scientific › peer-review

• Intelligent sensors using computationally efficient Chebyshev neural neetworks

  Patra, J. C., Juhola, M. & Meher, P. K., 2008, In: IET Science, Measurement & Technology. 2, 2, p. 68-75

  Research output: Contribution to journal › Article › Scientific › peer-review

  29 Citations (Scopus)

• Is the ontological approach for the grade concept a necessity for successful product profitability calculation in a paper mill?

  Mattila, J., Tiihonen, T., Hotti, V. & Juhola, M., 2008, In: The Open Applied Informatics Journal. 2, p. 32-43

  Research output: Contribution to journal › Article › Scientific › peer-review

• Looking for differences in postural control systems: young students versus pensioners

  Rasku, J. & Juhola, M., 2008, Proceedings of the Sixth IASTED International Conference on Biomedical Engineering. p. 108-112

  Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › Scientific › peer-review

  1 Citation (Scopus)

• Machine learning method for knowledge discovery experimented with otoneurological data

  Varpa, K., Iltanen, K. & Juhola, M., 2008, In: Computer Methods and Programs in Biomedicine. 91, 2, p. 154-164

  Research output: Contribution to journal › Article › Scientific › peer-review
  17 Citations (Scopus)

• Machine learning recognition of otoneurological patients by means of the results of vestibulo-ocular signal analysis

  Juhola, M., Aalto, H. & Hirvonen, T., 2008, Proceedings of the 21st IEEE International Symposium on Computer-Based Medical Systems. Puuronen, S. (ed.). Los Alamitos (California): IEEE Computer Society, p. 578-580

  Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › Scientific › peer-review

  2 Citations (Scopus)

• Modelling stabilograms with hidden Markov Models

  Rasku, J., Juhola, M., Tossavainen, T., Pyykkö, I. & Toppila, E., 2008, In: Journal of Medical Engineering & Technology. 32, 4, p. 273-285

  Research output: Contribution to journal › Article › Scientific › peer-review
  9 Citations (Scopus)

• Neural network classification of otoneurological data and its visualization

  Siermala, M., Juhola, M. & Kentala, E., 2008, In: Computers in Biology and Medicine. 38, p. 858-866

  Research output: Contribution to journal › Article › Scientific › peer-review
  10 Citations (Scopus)

• On machine learning classification of otoneurological data

  Juhola, M., 2008, eHealth Beyond the Horizon - Get IT There. Proceedings of MIE2008. The XXIst International Congress of the European Federation for Medical Informatics. Stig, K. A. (ed.). Amsterdam: IOS Press, p. 211-216 (Studies in Health Technology and Informatics; no. 136).

  Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › Scientific › peer-review

  10 Citations (Scopus)
• 2007

  Application of the Cell Averaging Constant False Alarm Rate Technique to Saccade Detection in Electro-oculography

  Niemenlehto, P.-H. & Juhola, M., 2007, Proceedings of the 29th Annual International Conference of the IEEE Engineering in Medicine and Biology Society. IEEE, p. 586-589

  Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › Scientific › peer-review

  4 Citations (Scopus)

• Corpus-based cross-language information retrieval in retrieval of highly relevant documents

  Talvensaari, T., Juhola, M., Laurikkala, J. & Järvelin, K., 2007, In: Journal of the American Society for Information Science and Technology. 58, 3, p. 322-334

  Research output: Contribution to journal › Article › Scientific › peer-review
  13 Citations (Scopus)

• Creating and exploiting a comparable corpus in cross-language information retrieval

  Talvensaari, T., Laurikkala, J., Järvelin, K., Juhola, M. & Keskustalo, H., 2007, In: ACM Transactions on Information Systems. 25, 1

  Research output: Contribution to journal › Article › Scientific › peer-review
  43 Citations (Scopus)

• Evaluation and classification of otoneurological data with new data analysis methods based on machine learning

  Siermala, M., Juhola, M., Laurikkala, J., Iltanen, K., Kentala, E. & Pyykkö, I., 2007, In: Information Sciences. 177, p. 1963-1976

  Research output: Contribution to journal › Article › Scientific › peer-review
  9 Citations (Scopus)

• Intelligent sensors using Chebyshev neural networks

  Patra, J. & Juhola, M., 2007, Unknown. p. 420-425

  Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › Scientific › peer-review

• Methodology and value of databases: an individual hearing conservation programme

  Toppila, E., Pyykkö, I., Starck, J., Johnson, A.-C. & Juhola, M., 2007, Noise and Its Effects. Luxon, L. M. & Deepak, P. (eds.). John Wiley & Sons, p. 312-344

  Research output: Chapter in Book/Report/Conference proceeding › Chapter › Scientific › peer-review

• On classification of otoneurological cases based on vestibulo-ocular reflex signals

  Juhola, M., Aalto, H. & Hirvonen, T., 2007, Building Sustainable Health Systems. p. 271-273

  Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › Scientific › peer-review

• On modelling of mutation probabilities

  Juhola, M., Saarikoski, J. & Jacobs, H., 2007, In: Computers in Biology and Medicine. 37, 12, p. 1719-1723

  Research output: Contribution to journal › Article › Scientific › peer-review

• On principal component analysis, cosine and Euclidean measures in information retrieval

  Korenius, T., Laurikkala, J. & Juhola, M., 2007, In: Information Sciences. 177, 22, p. 4893-4905

  Research output: Contribution to journal › Article › Scientific › peer-review
  135 Citations (Scopus)

• On the neural network classification of medical data and an endeavour to balance non-uniform data sets with artificial data extension

  Autio, L., Juhola, M. & Laurikkala, J., 2007, In: Computers in Biology and Medicine. 37, p. 388-397

  Research output: Contribution to journal › Article › Scientific › peer-review

  23 Citations (Scopus)

• Recognition of balance signals between healthy subjects and otoneurological patients with hidden Markov models

  Rasku, J., Juhola, M., Toppila, E. & Pyykkö, I., 2007, In: Biomedical Signal Processing and Control. 2, 1, p. 1-8

  Research output: Contribution to journal › Article › Scientific › peer-review
  5 Citations (Scopus)

• Using results of eye movement signal analysis in the neural network recognition of otoneurological patients

  Juhola, M., Aalto, H. & Hirvonen, T., 2007, In: Computer Methods and Programs in Biomedicine. 86, p. 216-226

  Research output: Contribution to journal › Article › Scientific › peer-review

  13 Citations (Scopus)
• 2006

  A neural network model for the simulation of word production errors of Finnish nouns

  Järvelin, A., Juhola, M. & Laine, M., 2006, In: International Journal of Neural Systems. 16, 4, p. 241-254

  Research output: Contribution to journal › Article › Scientific › peer-review
  5 Citations (Scopus)

• A signal analysis technique of vestibulo-ocular reflex stimulated with impulsive head movements

  Juhola, M., Aalto, H. & Hirvonen, T., 2006, In: Annals of Biomedical Engineering. 34, 7, p. 1213-1225

  Research output: Contribution to journal › Article › Scientific › peer-review
  4 Citations (Scopus)

• A study on automatic creation of a comparable document collection in cross-language information retrieval

  Talvensaari, T., Laurikkala, J., Järvelin, K. & Juhola, M., 2006, In: JOURNAL OF DOCUMENTATION. 62, 3, p. 372-387

  Research output: Contribution to journal › Article › Scientific › peer-review
  4 Citations (Scopus)

• Detection of Electromyographic Signals from Facial Muscles with Neural Networks

  Niemenlehto, P.-H., Juhola, M. & Surakka, V., 2006, In: ACM Transactions on Applied Perception (TAP). 3, 1, p. 48-61

  Research output: Contribution to journal › Article › Scientific › peer-review
  6 Citations (Scopus)

• Digital Filter Structures for the Segmentation of Electromyographic Signals

  Niemenlehto, P.-H. & Juhola, M., 2006, Proceedings of MIE2006. Engelbrecht, R. & Hasman, A. (eds.). p. 33-38 (European Notes in Medical Informatics; no. 2).

  Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › Scientific › peer-review

• Hierarchical clustering of a Finnish newspaper article collection with graded relevance assessments

  Korenius, T., Laurikkala, J., Juhola, M. & Järvelin, K., 2006, In: INFORMATION RETRIEVAL. 9, 1, p. 33-53

  Research output: Contribution to journal › Article › Scientific › peer-review
  6 Citations (Scopus)

• Neural network modelling of word production in Finnish: coding semantic and non-semantic features

  Järvelin, A., Juhola, M. & Laine, M., 2006, In: Neural Computing & Applications. 15, 2, p. 91-104

  Research output: Contribution to journal › Article › Scientific › peer-review
  2 Citations (Scopus)

• On neural network classification of otoneurological cases on the basis of recognition results of vestibulo-ocular reflex eye movements signal

  Juhola, M., Aalto, H. & Hirvonen, T., 2006, Proceedings of Medical Informatics Europe 2006. Roger-France, F. H. (ed.). p. 947-952

  Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › Scientific › peer-review

• Paperitehtaan tuotevalikoiman optimointi prosessimittauksiin perustuvalla kannattavuuslaskennalla

  Mattila, J., Hotti, V. & Juhola, M., 2006, In: Paperi ja puu. 88, 3, p. 151-157

  Research output: Contribution to journal › Article › Scientific › peer-review

  1 Citation (Scopus)

• Refinement of the Otoneurological Decision Support System and Its Knowledge Acquisition Process

  Varpa, K., Iltanen, K., Juhola, M., Kentala, E. & Pyykkö, I., 2006, Proceedings of MIE2006. Engelbrecht, R. & Hasman, A. (eds.). p. 197-202 (European Notes in Medical Informatics; no. 2).

  Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › Scientific › peer-review

• Techniques for biased data distributions and variable classification with neural networks applied to otoneurological data

  Siermala, M. & Juhola, M., 2006, In: Computer Methods and Programs in Biomedicine. 81, p. 128-136

  Research output: Contribution to journal › Article › Scientific › peer-review

  9 Citations (Scopus)

• Virtual reality in posturography

  Tossavainen, T., Topppila, E., Pyykkö, I., Pyykko, I., Forsman, P., Juhola, M. & Starck, J., 2006, In: IEEE Transactions on Information Technology in Biomedicine. 10, 2, p. 282-292

  Research output: Contribution to journal › Article › Scientific › peer-review
  32 Citations (Scopus)
• 2005

  Assessment methods of neural network classification applied to otoneurological data

  Juhola, M. & Siermala, M., 2005, Unknown. Engelbrecht, R., Geissbuhler, A., Lovis, C. & George, M. (eds.). p. 1092-1097 (European Notes in Medical Informatics; no. 1).

  Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › Scientific › peer-review

• Genome-wide selection of unique and valid oligonucleotides

  Hyyrö, H., Juhola, M. & Vihinen, M., 2005, In: Nucleic Acids Research (methods online). 33, 13, p. e115

  Research output: Contribution to journal › Article › Scientific › peer-review
  6 Citations (Scopus)

• Neural Network Screening of Electromyographic Signals as the First Phase to Design Novel Human-Computer Interaction

  Niemenlehto, P.-H., Juhola, M. & Surakka, V., 2005, Proceedings of MIE2005. IOS Press, p. 417-476 (Technology and Informatics).

  Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › Scientific › peer-review

• On exact string matching of unique oligonucleotides

  Hyyrö, H., Juhola, M. & Vihinen, M., 2005, In: Computers in Biology and Medicine. 35, 2, p. 173-181

  Research output: Contribution to journal › Article › Scientific › peer-review
  9 Citations (Scopus)

• Systematic segregation to mutant mitochondrial DNA and accompanying loss of mitochondrial DNA in human NT2 teratocarcinoma cybrids

  Turner, C. J., Granycome, C., Hurst, R., Pohler, E., Juhola, K. M., Juhola, M. I., Jacobs, H. T., Sutherland, L. & Holt, I. J., 2005, In: Unknown. 170, 4, p. 1879-1885

  Research output: Contribution to journal › Article › Scientific › peer-review

  26 Citations (Scopus)
• 2004

  A neural network model of lexicalization for simulating the anomic naming errors of dementia patients

  Järvelin, A., Juhola, M. & Laine, M., 2004, Proceedings of the 11th World Congress on Medical Informatics. Fieschi, M., Coiera, E. & Li, Y.-C. J. (eds.). IOS Press, p. 48-51

  Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › Scientific › peer-review

• A principal components analysis of a Meniere's disease data set

  Kentala, E., Laurikkala, J. & Juhola, M., 2004, In: Journal of Vestibular Research. 2-3, p. 269

  Research output: Contribution to journal › Article › Scientific › peer-review

• Event detection from electromyographic signals of two facial muscles to be applied in human-computer interaction

  Niemenlehto, P., Juhola, M. & Surakka, V., 2004, Proceedings of the Proactive Computing Workshop PROW 2004. Greger, L. (ed.). Academy of Finland, p. 20-24

  Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › Scientific

• Influence of lossy compression on eye movement signals

  Juhola, M., Tossavainen, T. & Aalto, H., 2004, In: Computers in Biology and Medicine. 34, p. 221-239

  Research output: Contribution to journal › Article › Scientific › peer-review

  3 Citations (Scopus)

• Novel means for artificial neural network classification of otoneurological data

  Juhola, M., Siermala, M., Laurikkala, J., Iltanen, K., Kentala, E. & Pyykkö, I., 2004, In: Journal of Vestibular Research. 14, 2-3, p. 133-134

  Research output: Contribution to journal › Article › Scientific › peer-review

• Stemming and lemmatization in the clustering of finnish text documents

  Korenius, T., Laurikkala, J., Järvelin, K. & Juhola, M., 2004, Proceedings of the Thirteenth ACM conference on Information and knowledge management. Grossman, D., Gravano, L., Zhai, C., Otthein, H. & Evans, D. A. (eds.). New York, NY, USA: ACM Press, p. 625-633

  Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › Scientific › peer-review
  142 Citations (Scopus)
• 2003

  Development of virtual reality stimuli for force platform posturography

  Tossavainen, T., Juhola, M., Pyykkö, I., Aalto, H. & Toppila, E., 2003, In: International Journal of Medical Informatics. 70, 2-3, p. 277-283

  Research output: Contribution to journal › Article › Scientific › peer-review
  36 Citations (Scopus)

• Increasing Accuracy of Neural Network Classification with Principal Component Analysis for Otoneurological and Female Urinary Incontinence Data

  Juhola, M. & Laurikkala, J., 2003, CDROM MIE2003 The New Navigators: from Professionals to Patients. IOS Press

  Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › Scientific › peer-review