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Multi-Valued Decision Making for Transitional Stochastic Event: Determination of Sleep Stages Through EEG Record  

Nakamura, Masatoshi (Department of Advanced Systems Control Engineering, Graduate School of Science and Engineering, Saga University)
Sugi, Takenao (Department of Electrical and Electronic Engineering, Faculty of Science and Engineering Saga University)
Publication Information
Transactions on Control, Automation and Systems Engineering / v.4, no.3, 2002 , pp. 239-243 More about this Journal
Abstract
Multi-valued decision making for transitional stochastic events was newly derived based on conditional probability of knowledge database which included experts'knowledge and experience. The proposed multi-valued decision making was successfully adopted to the determination of the five levels of the vigilance of a subject during the EEG (electroencephalogram) recording; awake stage (stage W), and sleep stages (stage REM (rapid eye movement), stage 1, stage 2, stage $\sfrac{3}{4}$). Innovative feature of the proposed method is that the algorithm of decision making can be constructed only by use of the knowledge database, inspected by experts. The proposed multi-valued decision making with a mathematical background of the probability can also be applicable widely, in industries and in other medical fields for purposes of the multi-valued decision making.
Keywords
sleep stages; multi-valued decision making; transitional stochastic event;
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