Title :
Integration of Path Models for Structural Equation Modeling by Use of Union Operation for Merging Multiple Viewpoints
Author :
Saga, Ryosuke ; Kunimoto, Rikuto
Author_Institution :
Grad. Sch. of Eng., Osaka prefectural Univ., Sakai, Japan
Abstract :
This study describes a method for integration of multiple path models. Structural equation modeling (SEM) is useful for causality analysis. However, the result of SEM may lack reliability owing to the model being constructed upon subjective assumptions. To mitigate this condition, the integration of multiple path models by use of the union operation is proposed. Four integrations are performed in an experiment for each feature case and the method usability is discussed.
Keywords :
causality; data analysis; data integration; merging; statistical testing; SEM; causality analysis; method usability; multiple path models integration; multiple viewpoints merging; structural equation modeling; subjective assumptions; union operation; Analytical models; Biological system modeling; Data models; Equations; Filtering; Mathematical model; Numerical analysis; Business intelligence; Collective intelligence; Data analysis; Factor analysis; Structural equation modeling;
Conference_Titel :
Computational and Business Intelligence (ISCBI), 2013 International Symposium on
Conference_Location :
New Delhi
Print_ISBN :
978-0-7695-5066-4
DOI :
10.1109/ISCBI.2013.48