학술논문

Improvement on the Interpersonal Relationship of the Elderly with Mild Cognitive Impairment by Using Speaker Recognition
Document Type
Conference
Source
2018 International Symposium on Computer, Consumer and Control (IS3C) IS3C Computer, Consumer and Control (IS3C), 2018 International Symposium on. :441-444 Dec, 2018
Subject
Communication, Networking and Broadcast Technologies
Components, Circuits, Devices and Systems
Computing and Processing
Engineered Materials, Dielectrics and Plasmas
Engineering Profession
General Topics for Engineers
Photonics and Electrooptics
Power, Energy and Industry Applications
Robotics and Control Systems
Signal Processing and Analysis
Speaker recognition
Senior citizens
Training
Dementia
Adaptation models
Gaussian mixture model
mild cognitive impairment (MCI)
speaker recognition
Gaussian Mixture Model (GMM)
Universal Background Model (UBM)
Language
Abstract
This study aims to develop an elderly care system for improving the interpersonal relationship of the elderly with mild cognitive impairment (MCI) by employing the speaker recognition technique. The speaker recognition units based on the Gaussian Mixture Model (GMM) and Gaussian Mixture Model-Universal Background Model (GMM-UBM) are implemented to identify the visitor via individual input utterance. Experimental results indicate that the speaker recognition unit based on GMM-UBM achieves the best performance.