Data mining in medical time series. |
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Authors: | Ralf Mikut Markus Reischl Ole Burmeister Tobias Loose |
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Affiliation: | Forschungszentrum Karlsruhe GmbH, Institute for Applied Computer Science, Karlsruhe, Germany. ralf.mikut@iai.fzk.de |
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Abstract: | This article proposes a modular, computer-based methodology to describe and compare medical problems using data mining methods. The methodology focuses on a mathematical formulation of typical classification problems, systematic extraction of interpretable features from time series, and an evaluation adapted to problem-specific preferences and limitations (computational power, interpretability, etc.). The approach is applied to instrumented gait analysis and to the individual design of myoelectric controllers for hand prostheses. |
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