Development of an Integrated Leisure Program for Cognitive Stimulation for Elderly with Mild Cognitive Impairment

Author(s):  
Jung-Eun Suh ◽  
Soo-Jung Park
2019 ◽  
Vol 3 (Supplement_1) ◽  
pp. S224-S225
Author(s):  
Meysam Asgari ◽  
Jeffrey Kaye ◽  
Hiroko Dodge

Abstract Studies have shown that speech characteristics can aid in early-identification of those with mild cognitive impairment (MCI). We performed a linguistic analysis on spoken utterances of 41 participants (15 MCI, 26 healthy controls) from conversations with a trained interviewer using the Term Frequency-Inverse Document Frequency (TF-IDF) method. Data came from a randomized controlled behavioral clinical trial (ClinicalTrials.gov: NCT01571427) to examine effects of conversation-based cognitive stimulation on cognitive functions among older adults with normal cognition or MCI, which served as a pilot study for I-CONECT. From the collected spoken utterances we first constructed a fixed-dimensional feature vector using TF-IDF. Next, to distinguish between MCI and healthy controls, we trained a support vector machine (SVM) classifier on per-subject feature vectors according to 5-fold cross-validation procedure. Our results verify the effectiveness of TF-IDF features in this classification task with Receiver Operating Characteristic Area Under Curve of 81%, well above chance at 65%.


2007 ◽  
Vol 19 (4) ◽  
pp. 316-322 ◽  
Author(s):  
Emilie Wenisch ◽  
Inge Cantegreil-Kallen ◽  
Jocelyne De Rotrou ◽  
Pia Garrigue ◽  
Florence Moulin ◽  
...  

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