Morphological learning for spiking neurons with nonlinear active dendrites

• Main Author: Shaista Hussain
• Other Authors: Arindam Basu
• Format: Theses and Dissertations
• Language: English
• Published: 2016
• Subjects: DRNTU::Engineering::Electrical and electronic engineering; DRNTU::Engineering::Computer science and engineering::Computing methodologies::Artificial intelligence; DRNTU::Engineering::Computer science and engineering::Computing methodologies::Pattern recognition
• Online Access: https://hdl.handle.net/10356/69184
• Institution: Nanyang Technological University

There has been a lack of progress in developing spiking neuron models for pattern classification, which can achieve similar performance as state-of-the-art. To pursue this goal of creating powerful spike-based classifiers, the role of dendrites in neuronal information processing is considered. The n...