TY - JOUR
T1 - An online fuzzy-based approach for human emotions detection
T2 - An overview on the human cognitive model of understanding and generating multimodal actions
AU - Aly, Amir
AU - Tapus, Adriana
N1 - Publisher Copyright:
© Springer International Publishing Switzerland 2015.
PY - 2015/1/1
Y1 - 2015/1/1
N2 - An intelligent robot needs to be able to understand human emotions, and to understand and generate actions through cognitive systems that operate in a similar way to human cognition. In this chapter, we mainly focus on developing an online incremental learning system of emotions using Takagi-Sugeno (TS) fuzzy model. Additionally, we present a general overview for understanding and generating multimodal actions from the cognitive point of view. The main objective of this system is to detect whether the observed emotion needs a new corresponding multimodal action to be generated in case it constitutes a new emotion cluster not learnt before, or it can be attributed to one of the existing actions in memory in case it belongs to an existing cluster.
AB - An intelligent robot needs to be able to understand human emotions, and to understand and generate actions through cognitive systems that operate in a similar way to human cognition. In this chapter, we mainly focus on developing an online incremental learning system of emotions using Takagi-Sugeno (TS) fuzzy model. Additionally, we present a general overview for understanding and generating multimodal actions from the cognitive point of view. The main objective of this system is to detect whether the observed emotion needs a new corresponding multimodal action to be generated in case it constitutes a new emotion cluster not learnt before, or it can be attributed to one of the existing actions in memory in case it belongs to an existing cluster.
KW - Cluster centers
KW - Plutchik model
KW - Potential calculation
KW - Takagi-Sugeno (TS) fuzzy model
U2 - 10.1007/978-3-319-12922-8_7
DO - 10.1007/978-3-319-12922-8_7
M3 - Article
AN - SCOPUS:84961371268
SN - 1610-7438
VL - 106
SP - 185
EP - 212
JO - Springer Tracts in Advanced Robotics
JF - Springer Tracts in Advanced Robotics
ER -