Evaluation of Accumulating Pattern of Human States Using HMM

S. Handri, S. Nomura, Kazuo Nakamura
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Abstract

The impact of extensively usage visual display terminal (VDT) on automatic nervous system are observed and analyzed based on physiological information, i.e., electroencephalogram (EEG), heart rate variability (HRV) and thermograph. Two types of experiment which have different intermittent schedule were conducted using the Kraepelin psycho diagnostic test. The purpose is to determine the given task towards effect of human mental states. The principal component analysis (PCA) and hidden Markov model (HMM) are then employed to differentiate the accumulation of human states condition among participants in two types of experiments. This experiment is conducted based on the assumption that the work schedule might have effect to the mental health problem.
基于HMM的人类状态积累模式评价
基于脑电图(EEG)、心率变异性(HRV)和热像仪等生理信息,观察和分析了广泛使用的视觉显示终端(VDT)对自动神经系统的影响。采用Kraepelin心理诊断测验进行了两种间歇时间不同的实验。目的是确定给定任务对人的心理状态的影响。然后利用主成分分析(PCA)和隐马尔可夫模型(HMM)来区分两类实验中参与者的状态状态积累。本实验是基于工作时间表可能对心理健康问题有影响的假设而进行的。
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