TY - GEN
T1 - Classifying human actions in daily life using computational intelligence techniques
AU - Torres, Romina
AU - Poblete, Mauricio
AU - Salas, Rodrigo
N1 - Publisher Copyright:
c 2017 IEEE
PY - 2017/12/19
Y1 - 2017/12/19
N2 - Nowadays, there are several effective computational intelligence techniques that, theoretically, could be useful to classify human daily life actions. Moreover, sensors are getting smaller, cheaper, portable and even wearable. In this paper, we have built an annotation tool by applying several computational intelligence techniques (K-Nearest Neighbor, the Support Vector Machine and the Multilayer Perceptron) to detect six types of human actions in daily life based on signals obtained from an accelerometer sensor (standing-up, walking, running, resting, jumping and sitting-down) with an accuracy over 85%. In the future, this component will be the base to infer abnormal behavior from common daily behavior that could be an emergency situation in evolution.
AB - Nowadays, there are several effective computational intelligence techniques that, theoretically, could be useful to classify human daily life actions. Moreover, sensors are getting smaller, cheaper, portable and even wearable. In this paper, we have built an annotation tool by applying several computational intelligence techniques (K-Nearest Neighbor, the Support Vector Machine and the Multilayer Perceptron) to detect six types of human actions in daily life based on signals obtained from an accelerometer sensor (standing-up, walking, running, resting, jumping and sitting-down) with an accuracy over 85%. In the future, this component will be the base to infer abnormal behavior from common daily behavior that could be an emergency situation in evolution.
KW - Annotating tool
KW - Computational Intelligence
KW - Uman life monitoring
UR - http://www.scopus.com/inward/record.url?scp=85043251106&partnerID=8YFLogxK
U2 - 10.1109/ICRERA.2017.8229514
DO - 10.1109/ICRERA.2017.8229514
M3 - Conference contribution
AN - SCOPUS:85043251106
T3 - 2017 CHILEAN Conference on Electrical, Electronics Engineering, Information and Communication Technologies, CHILECON 2017 - Proceedings
SP - 1
EP - 5
BT - 2017 CHILEAN Conference on Electrical, Electronics Engineering, Information and Communication Technologies, CHILECON 2017 - Proceedings
PB - Institute of Electrical and Electronics Engineers Inc.
T2 - 2017 CHILEAN Conference on Electrical, Electronics Engineering, Information and Communication Technologies, CHILECON 2017
Y2 - 18 October 2017 through 20 October 2017
ER -