Martti Juhola

Research output

Research output per year 1998 1998 1999 2000 2001 2008 2014 2015 2022

• 136 Article
• 86 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

• 2020

  Application of machine learning to predictive maintenance

  Akanni, F. & Juhola, M., 2020, Advances in Data Mining : Applications and Theoretical Aspects : 20th Industrial Conference, ICDM 2020 Amsterdam, The Netherlands July 20 - July 21 2020 Proceedings. Leipzig, Saksa, p. 33-47 (Proceedings: Industrial Confrence on Data Mining).

  Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › Scientific › peer-review
• 2017

  Development of crime in England and Wales 1898-2001: Data mining using self-organising map

  Li, X., Joutsijoki, H., Laurikkala, J. & Juhola, M., 2017, Proceedings of 2017 IEEE Symposium on Computational Intelligence. IEEE

  Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › Scientific › peer-review
  1 Citation (Scopus)
• 2015

  A New Two-Dimensional Quantization Method for Digital Image Watermarking

  Zolotavkin, Y. & Juhola, M., 2015, Proceedings of the 17th International Conference on Advanced Communication Technology (ICACT 2015). IEEE, p. 155-160

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

• Classification of iPSC Colony Images Using Hierarchical Strategies with Support Vector Machines

  Joutsijoki, H., Avalos-Salguero, J., Iltanen, K., Laurikkala, J., Penttinen, K., Hyttinen, J., Aalto-Setälä, K., Juhola, M., Rasku, J., Haponen, M., Baldin, I., Gizatdinova, Y., Paci, M., Saarikoski, J., Varpa, K. & Siirtola, H., 2015, Proceedings of 2014 IEEE SSCI 2014 - Symposium on Computational Intelligence and Data Mining - CIDM 2014. IEEE, p. 86-92 7 p. 7008152

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

  • Stem cells 100%
  • Support vector machines 56%
  • Drug therapy 27%
  • Image classification 18%
  • Feature extraction 13%
  6 Citations (Scopus)
• 2014

  Histogram-based classification of iPSC colony images using machine learning methods

  Joutsijoki, H., Haponen, M., Baldin, I., Rasku, J., Gizatdinova, Y., Paci, M., Hyttinen, J., Aalto-Setälä, K. & Juhola, M., 2014, 2014 IEEE International Conference on Systems, Man, and Cybernetics, October 5-8, 2014, San Diego, CA, USA. p. 2641-2647

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

• Interactive biosignal analysis and classification

  Siirtola, H., Avalos-Salguero, J., Penttinen, K., Aalto-Setala, K. & Juhola, M., 2014, Proceedings - 2014 18th International Conference on Information Visualisation: Visualisation, BioMedical Visualization, Visualisation on Built and Rural Environments and Geometric Modelling and Imaging, IV 2014. Marchese, F. T., Cvek, U., Trutschl, M., Grinstein, G., Ursyn, A., Venturini, G., Wyeld, T. G., Kenderdine, S., Bouali, F., Sarfraz, M., Banissi, E., Bannatyne M.W.McK., NA. & Geroimenko, V. (eds.). Institute of Electrical and Electronics Engineers Inc., p. 327-332 6 p. 6902924

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

  • Signal analysis 100%
  • Visualization 69%
  • Pattern matching 51%
  • User interfaces 39%
  • Brain 37%
  2 Citations (Scopus)

• Investigating local spatially-enhanced structural and textural descriptors for classification of iPSC colony images

  Gizatdinova, Y., Rasku, J., Haponen, M., Joutsijoki, H., Baldin, I., Paci, M., Hyttinen, J., Aalto-Setälä, K. & Juhola, M., 2014, Annual International Conference of the IEEE Engineering in Medicine and Biology Society EMBC'14. IEEE, p. 3361-3365 5 p.

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

• On computation of calcium cycling anomalies in cardiomyocytes data

  Juhola, M., Joutsijoki, H., Varpa, K., Saarikoski, J., Rasku, J., Iltanen, K., Laurikkala, J., Hyyro, H., Avalos-Salguero, J., Siirtola, H., Penttinen, K. & Aalto-Setala, K., 2014, 2014 36th Annual International Conference of the IEEE Engineering in Medicine and Biology Society, EMBC 2014. Institute of Electrical and Electronics Engineers Inc., p. 1444-1447 4 p. 6943872

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

  • Calcium 100%
  • Fibroblasts 66%
  • Stem cells 65%
  • Signal analysis 50%
  • Skin 39%
  5 Citations (Scopus)

• Quantization Based Watermarking Approach with Gain Attack Recovery

  Zolotavkin, Y. & Juhola, M., 2014, Proceedings of 2014 lnternational Conference on Digital lmage Computing: Techniques & Applications (DICTA). IEEE, p. 20-27

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

• Two-dimensional signal analysis reduced from three-dimensional nystagmus eye movements

  Juhola, M., Aalto, H. & Hirvonen, T. P., 2014, e-Health - For Continuity of Care : Proceedings of MIE204. Andersen, S. K. (ed.). Amsterdam, p. 1148-1152 (Studies in Health Technology and Informatics; no. 205).

  Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › Scientific › peer-review
• 2013

  A New Blind Adaptive Watermarking Method Based on Singular Value Decomposition

  Zolotavkin, Y. & Juhola, M., 2013, Proceedings of 2013 International Conference on Sensor Network Security Technology and Privacy Communication System (SNS & PCS). Harbin, China: IEEE, p. 184-192

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

  4 Citations (Scopus)

• An SVD-based Transparent Watermarking Method

  Zolotavkin, Y. & Juhola, M., 2013, Proceedings of The International Conference on E-Technologies and Business on the Web (EBW2013). IEEE, p. 85-90

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

• Crime and Its Social Contex t: Analysis Using the Self-Organizing Map

  Li, X. & Juhola, M., 2013, Proceedings of 2013 European Intelligence and Seciruty Informatics Conference EISIC 2013. Brynielsson, J. & Johansson, F. (eds.). Washington DC, USA, p. 121-124 (European Intelligence and Security Informatics Conference (EISIC)).

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

• Machine Learning Approach to an Otoneurological Classification Problem

  Joutsijoki, H., Varpa, K., Iltanen, K. & Juhola, M., 2013, 35th Annual International Conference of the IEEE Engineering in Medicine and Biology Society in conjuction with the 52nd Annual Conference of Japanese Society for Medical and Biological Engineering (JSMBE). IEEE, p. 1294-1297 (Annual International Conference of the IEEE Engineering in Medicine and Biology Society).

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

• On applying signals of saccade eye movements for biometric verification of a subject

  Zhang, Y. & Juhola, M., 2013, Proceedings of the 8th International Conference on Advances in Mass Data Analysis of Images and Signals in Medicine, Biotechnology, Chemistry and Food Industry. Perner, P. (ed.). p. 78-92

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

  1 Citation (Scopus)

• Research on computational intelligence for co-learning enabled healthy and sustainable housing

  Skön, J-P., Rönkkö, M., Raatikainen, M., Juhola, M., Främling, K. & Kolehmainen, M., 2013, Scientific Cooperations International Conferences in Electrical and Electronics Engineering, Advances in Control Engineering (ACE-2013). Ankara, p. 57-64 10

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

• SVD-Based Digital Image Watermarking on Approximated Orthogonal Matrix

  Zolotavkin, Y. & Juhola, M., 2013, SECRYPT 2013 : Proceedings of the 10th International Conference on Security and Cryptography, Reykjavík, Iceland, 29-31 July, 2013. Pierangela, S. (ed.). Portugal: SCITEPRESS, p. 321-330

  Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › Scientific › peer-review
  2 Citations (Scopus)
• 2012

  DAGSVM vs. DAGKNN : An Experimental Case Study with Benthic Macroinvertebrate Dataset

  Joutsijoki, H. & Juhola, M., 2012, Machine Learning and Data Mining in Pattern Recognition : 8th International Conference, MLDM 2012 Berlin, Germany, July 13-20, 2012 Proceedings. Perner, P. (ed.). Heidelberg: Springer, p. 439-453 (Lecture Notes in Artificial Intelligence; no. 7376).

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

  10 Citations (Scopus)

• On Biometric Verification of a User by Means of Eye Movement Data Mining

  Zhang, Y. & Juhola, M., 2012, The proceeding of the Second International Conference on Advances in Information Mining and Management. Zari, D. & Dini, P. (eds.). p. 85-90

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

  Varpa, K., Joutsijoki, H., Iltanen, K. & Juhola, M., 2011, User Centred Networked Health Care - Proceedings of MIE 2011. Moen, A. (ed.). Amsterdam: IOS Press, p. 579–583 (Studies in Health Technology and Informatics; no. 169).

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

• Automated Benthic Macroinvertebrate Identification with Decision Acyclic Graph Support Vector Machines

  Joutsijoki, H. & Juhola, M., 2011, The 2nd IASTED International Conference on Computational Bioscience (CompBio 2011). Montana, G. (ed.). p. 323-328

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

  5 Citations (Scopus)

• Comparing the Ove-Vs-One and One-Vs-All Methods in Benthic Macroinvertebrate Image Classification

  Joutsijoki, H. & Juhola, M., 2011, Machine Learning and Data Mining in Pattern Recognition. Perner, P. (ed.). Heidelberg: Springer Verlag, p. 399-413 (Lecture Notes in Artificial Intelligence; no. 6871).

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

• Self-Organising Maps in Document Classification : A Comparison with six Machine Learning Methods

  Saarikoski, J., Laurikkala, J., Järvelin, K. & Juhola, M., 2011, Adaptive and Natural Computing Algorithms 10th International Conference, ICANNGA 2011, Ljubljana, Slovenia, April 14-16, 2011, Proceedings, Part I. Branko, Š. (ed.). Berlin, p. 260-269 (Lecture Notes in Computer Science; no. 6593).

  Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › Scientific › peer-review
  12 Citations (Scopus)
• 2009

  On Document Classification with Self-Organising Maps

  Saarikoski, J., Järvelin, K., Laurikkala, J. & Juhola, M., 2009, Adaptive and Natural Computing Algorithms: 9th International Conference, ICANNGA 2009, Kuopio, Finland, April 23-25, 2009, Revised Selected Papers. Kolehmainen, M. (ed.). Berlin, p. 140-149

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

• On signal analysis of three-dimensional nystagmus

  Juhola, M., Aalto, H. & Hirvonen, T., 2009, Medical Informatics in a united and Healthy Europe: Proceedings of MIE 2009, The XXIInd International Congress of the European Federation for Medical Informatics. Adlassning, K-P. (ed.). Amsterdam: IOS Press, p. 846-850 (Health Technology and Informatics; no. 150).

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

  3 Citations (Scopus)

• The Effect of Removing the Force Feedback dureing the Quiet Stance

  Rasku, J., Juhola, M., Pyykkö, I., Toppila, E. & Varpa, K., 2009, Medical Informatics in a United and Healthy Europe: Proceedings of MIE 2009, The XXIInd International Congress of the European Federation for Medical Informatics. Adlassing, K-P. (ed.). Amsterdam: IOS Press, p. 620-624 (Studies in Health Technology and Informatics).

  Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › Scientific › peer-review
• 2008

  Classification of task driven swaying paths

  Rasku, J. & Juhola, M., 2008, 21st IEEE International Symposium on Computer-Based Medical Systems. Puuronen, S. (ed.). p. 284-286

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

• 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 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

• 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

  7 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. p. 586-589

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

  3 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

• 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
• 2006

  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

• 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

• 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
• 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

• 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
• 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

• 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

• 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
  90 Citations (Scopus)
• 2003

  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
• 2002

  Nearest neighbour classification of otoneurological data

  Viikki, K., Tapani, M., Juhola, M. & Pyykkö, I., 2002, Proceedings of MIE2002. György, S. (ed.). Amsterdam: IOS Press, p. 450-454

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

• Neural network recognition of electromyographic signals of two facial muscle sites

  Laakso, J., Juhola, M. & Surakka, V., 2002, Health Data in Information Society, Proceedings of MIE2002. György, S. (ed.). Amsterdam: IOS Press, p. 83-87 (Technology and Informatics; no. 90).

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

• On distance computation in space of mixed-type variables in medical data mining

  Juhola, M. & Laurikkala, J., 2002, Health Data in Information Society, Proceedings of MIE2002. György, S. (ed.). Amsterdam: IOS Press, p. 425-430 (Technology and Informatics; no. 90).

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

• On prediction of hearing recovery after acute acoustic trauma caused by impulse noise

  Iltanen, O., Juhola, M., Savolainen, S. & Ylikoski, J., 2002, Health Data in the Information Society, Proceedings of MIE2002. György, S. (ed.). Amsterdam: IOS Press, p. 661-664 (Technology and Informatics; no. 90).

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

• Virtual Reality Stimuli for Force Platform Posturography

  Tossavainen, T., Juhola, M., Pyykkö, I., Aalto, H. & Toppila, E., 2002, Health Data in the Information Society - Proceedings of MIE2002. György, S. (ed.). Amsterdam: IOS Press, p. 78-82 (Studies in health technology and informatics; no. 90).

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

  3 Citations (Scopus)
• 2001

  Feature subset selection for decision tree induction in the context of otoneurological data: A preliminary study

  Viikki, K., Kentala, E., Juhola, M. & Pyykkö, I., 2001, Proceedings of the 10th World Congress on Medical Informatics. Haux, R. (ed.). IOS Press, p. 583

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

• Hierarchical Clustering of Female Urinary Incontinence Data Having Noise and Outliers

  Laurikkala, J. & Juhola, M., 2001, Medical Data Analysis: Second International Symposium, ISMDA 2001. Crespo, J., Maojo, V. & Martin, F. (eds.). Springer, p. 161-167 (Lecture Notes in Computer Science; no. 2199).

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

  1 Citation (Scopus)