The Role of PPG in Identification of Mild Cognitive Impairment

被引:3
|
作者
Gwak, Migyeong [1 ]
Woo, Ellen [2 ]
Sarrafzadeh, Majid [1 ]
机构
[1] Univ Calif Los Angeles, Los Angeles, CA 90095 USA
[2] Calif State Univ Fresno, Fresno, CA 93740 USA
来源
12TH ACM INTERNATIONAL CONFERENCE ON PERVASIVE TECHNOLOGIES RELATED TO ASSISTIVE ENVIRONMENTS (PETRA 2019) | 2019年
关键词
biosignal classification; feature selection; photoplethysmography (PPG); mild cognitive impairment (MCI); FEATURE RANKING; SELECTION; CLASSIFICATION; MEMORY;
D O I
10.1145/3316782.3316798
中图分类号
TP3 [计算技术、计算机技术];
学科分类号
0812 ;
摘要
Early and reliable detection of cognitive impairment is crucial for optimized care of Alzheimer's disease. In our former publication, we derived features from gait signals and proposed a novel feature selection algorithm to identify mild cognitive impairment (MCI) aging. In this paper, we concentrate on applying the previously proposed algorithm on a different biosignal, photoplethysmography (PPG), to improve MCI classification. We also demonstrate data acquisition using a finger-tip wireless pulse oximeter and feature extraction from PPG. Our classification accuracy is 0.90 +/- 0.01 with the dataset from 62 elderly participants (72.71 +/- 10.63 years; 31 MCI and 31 control), which is a higher classification accuracy than only using the administered neuropsychological measures. This study verifies that PPG-derived parameters also have the potential to enhance the ability to accurately diagnosis cognitive impairment.
引用
收藏
页码:32 / 35
页数:4
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