Jussi Mattila

Summary

Affiliation: VTT Biotechnology
Country: Finland

Publications

  1. doi request reprint Mobile tools for home-based cardiac rehabilitation based on heart rate and movement activity analysis
    Jussi Mattila
    VTT Technical Research Centre of Finland, Tampere, Finland
    Conf Proc IEEE Eng Med Biol Soc 2009:6448-52. 2009
  2. doi request reprint Design and application of a generic clinical decision support system for multiscale data
    Jussi Mattila
    VTT Technical Research Centre of Finland, Tampere, Finland
    IEEE Trans Biomed Eng 59:234-40. 2012
  3. pmc Improved classification of Alzheimer's disease data via removal of nuisance variability
    Juha Koikkalainen
    VTT Technical Research Centre of Finland, Tampere, Finland
    PLoS ONE 7:e31112. 2012
  4. doi request reprint A disease state fingerprint for evaluation of Alzheimer's disease
    Jussi Mattila
    VTT Technical Research Centre of Finland, Tampere, Finland
    J Alzheimers Dis 27:163-76. 2011
  5. doi request reprint Optimizing the diagnosis of early Alzheimer's disease in mild cognitive impairment subjects
    Jussi Mattila
    VTT Technical Research Centre of Finland, Tampere, Finland
    J Alzheimers Dis 32:969-79. 2012
  6. doi request reprint Quantitative evaluation of disease progression in a longitudinal mild cognitive impairment cohort
    Hilkka Runtti
    VTT Technical Research Centre of Finland, Tampere, Finland
    J Alzheimers Dis 39:49-61. 2014
  7. ncbi request reprint A MATLAB toolbox for classification and visualization of heterogenous multi-scale human data using the Disease State Fingerprint method
    Luc Cluitmans
    VTT Technical Research Centre of Finland, Tampere, Finland
    Stud Health Technol Inform 189:77-82. 2013
  8. doi request reprint Discovery and use of efficient biomarkers for objective disease state assessment in Alzheimer's disease
    Mark van Gils
    VTT Technical Research Centre of Finland, Tampere, Finland
    Conf Proc IEEE Eng Med Biol Soc 2010:2886-9. 2010
  9. ncbi request reprint Prediction of Outcome after Traumatic Brain Injury: Comparison of Disease State Index and IMPACT Calculator
    Hilkka Liedes
    VTT Technical Research Centre of Finland Ltd, Tampere, Finland
    Stud Health Technol Inform 224:175-80. 2016
  10. doi request reprint Heterogeneous biological network visualization system: case study in context of medical image data
    Erno Lindfors
    VTT Technical Research Centre of Finland, Tietotie 2, Espoo, Finland
    Adv Exp Med Biol 736:95-118. 2012

Collaborators

Detail Information

Publications11

  1. doi request reprint Mobile tools for home-based cardiac rehabilitation based on heart rate and movement activity analysis
    Jussi Mattila
    VTT Technical Research Centre of Finland, Tampere, Finland
    Conf Proc IEEE Eng Med Biol Soc 2009:6448-52. 2009
    ..The measured data are also sent to a server for remote exercise performance analysis and consultation by the patient's personal mentor...
  2. doi request reprint Design and application of a generic clinical decision support system for multiscale data
    Jussi Mattila
    VTT Technical Research Centre of Finland, Tampere, Finland
    IEEE Trans Biomed Eng 59:234-40. 2012
    ..The system is evaluated by applying it to several medical datasets and demonstrated by implementing a novel clinical decision support tool for early prediction of Alzheimer's disease...
  3. pmc Improved classification of Alzheimer's disease data via removal of nuisance variability
    Juha Koikkalainen
    VTT Technical Research Centre of Finland, Tampere, Finland
    PLoS ONE 7:e31112. 2012
    ..In conclusion, the study shows that the excess variability caused by nuisance features should be removed from the data to improve the classification accuracy, and therefore, the reliability of diagnosis making...
  4. doi request reprint A disease state fingerprint for evaluation of Alzheimer's disease
    Jussi Mattila
    VTT Technical Research Centre of Finland, Tampere, Finland
    J Alzheimers Dis 27:163-76. 2011
    ..The results suggest that the DSF establishes an effective decision support and data visualization framework for improving AD diagnostics, allowing clinicians to rapidly analyze large quantities of diverse patient data...
  5. doi request reprint Optimizing the diagnosis of early Alzheimer's disease in mild cognitive impairment subjects
    Jussi Mattila
    VTT Technical Research Centre of Finland, Tampere, Finland
    J Alzheimers Dis 32:969-79. 2012
    ..5%, 95% confidence interval: 48.6-54.2%) of MCI subjects who progressed to AD can be classified with a high accuracy of 87.7%, possibly enough to support earlier diagnostic decisions...
  6. doi request reprint Quantitative evaluation of disease progression in a longitudinal mild cognitive impairment cohort
    Hilkka Runtti
    VTT Technical Research Centre of Finland, Tampere, Finland
    J Alzheimers Dis 39:49-61. 2014
    ..6% for the intercepts. In conclusion, this study demonstrated that quantifying longitudinal patient data using the DSI method provides valid information for follow-up of disease progression and support for decision making. ..
  7. ncbi request reprint A MATLAB toolbox for classification and visualization of heterogenous multi-scale human data using the Disease State Fingerprint method
    Luc Cluitmans
    VTT Technical Research Centre of Finland, Tampere, Finland
    Stud Health Technol Inform 189:77-82. 2013
    ..With this implementation, a powerful and flexible tool is made available to the biomedical research community...
  8. doi request reprint Discovery and use of efficient biomarkers for objective disease state assessment in Alzheimer's disease
    Mark van Gils
    VTT Technical Research Centre of Finland, Tampere, Finland
    Conf Proc IEEE Eng Med Biol Soc 2010:2886-9. 2010
    ..Optimal feature combinations are to be used in a Clinical Decision Support System that is to be used in clinical AD diagnosis practice...
  9. ncbi request reprint Prediction of Outcome after Traumatic Brain Injury: Comparison of Disease State Index and IMPACT Calculator
    Hilkka Liedes
    VTT Technical Research Centre of Finland Ltd, Tampere, Finland
    Stud Health Technol Inform 224:175-80. 2016
    ..This study showed that the DSI is a valid tool with efficient visualizations that can help clinicians with their decision making process in clinical practice. ..
  10. doi request reprint Heterogeneous biological network visualization system: case study in context of medical image data
    Erno Lindfors
    VTT Technical Research Centre of Finland, Tietotie 2, Espoo, Finland
    Adv Exp Med Biol 736:95-118. 2012
    ..The flexibility of megNet assures that the tool can be applied in diverse applications, from target discovery in medical applications to metabolic engineering in industrial biotechnology...
  11. pmc Using the Disease State Fingerprint Tool for Differential Diagnosis of Frontotemporal Dementia and Alzheimer's Disease
    Miguel Ángel Muñoz-Ruiz
    Neurology, Institute of Clinical Medicine, University of Eastern Finland, and Departments of, Tampere, Finland
    Dement Geriatr Cogn Dis Extra 6:313-329. 2016
    ..Disease State Index (DSI) and its visualization, Disease State Fingerprint (DSF), form a computer-assisted clinical decision making tool that combines patient data and compares them with cases with known outcomes...