An overview and perspectives on bidirectional intelligence: Lmser duality, double IA harmony, and causal computation

• Published in: IEEE/CAA journal of automatica sinica Vol. 6; no. 4; pp. 865 - 893
• Main Author: Xu, Lei
• Format: Journal Article
• Language: English
• Published: Piscataway Chinese Association of Automation (CAA) 01.07.2019; The Institute of Electrical and Electronics Engineers, Inc. (IEEE)
• Subjects: Architecture; Bayes methods; Cognition; Combinatorial analysis; Computer architecture; Deep learning; Graph matching; Image reconstruction; Information flow; Intelligence; Learning; Potential theory; Principles; Probabilistic logic; Problem solving; Reasoning; Searching; Traveling salesman problem; Uncertainty

Advances on bidirectional intelligence are overviewed along three threads, with extensions and new perspectives. The first thread is about bidirectional learning architecture, exploring five dualities that enable Lmser six cognitive functions and provide new perspectives on which a lot of extensions...