Multi-order Neurons for evolutionary higher order clustering and growth

• Main Authors: RAMANATHAN, Kiruthika, GUAN, Sheng Uei
• Format: text
• Language: English
• Published: Institutional Knowledge at Singapore Management University 2007
• Subjects: Neural networks; clustering; Databases and Information Systems; OS and Networks
• Online Access: https://ink.library.smu.edu.sg/sis_research/7361; https://ink.library.smu.edu.sg/context/sis_research/article/8364/viewcontent/neco200719123369.pdf
• Institution: Singapore Management University

This letter proposes to use multiorder neurons for clustering irregularly shaped data arrangements. Multiorder neurons are an evolutionary extension of the use of higher-order neurons in clustering. Higher-order neurons parametrically model complex neuron shapes by replacing the classic synaptic wei...