{"about":{"site":"https://codewithpapers.app","non_affiliation":"Code with Papers and Syntology are not affiliated with, endorsed by, or sponsored by Papers with Code, Meta, or the pwc-archive mirror.","licence":"CC BY-SA 4.0","licence_url":"https://creativecommons.org/licenses/by-sa/4.0/legalcode","attribution":"https://codewithpapers.app/attribution","modified":"archive material modified by Syntology; see the attribution page"},"url":"/paper/community-detection-with-spiking-neural","title":"Community detection with spiking neural networks for neuromorphic hardware","arxiv_id":"1711.07361","date":"2017-11-20","proceeding":null,"authors":["Kathleen E. Hamilton","Neena Imam","Travis S. Humble"],"abstract":"We present results related to the performance of an algorithm for community\ndetection which incorporates event-driven computation. We define a mapping\nwhich takes a graph G to a system of spiking neurons. Using a fully connected\nspiking neuron system, with both inhibitory and excitatory synaptic\nconnections, the firing patterns of neurons within the same community can be\ndistinguished from firing patterns of neurons in different communities. On a\nrandom graph with 128 vertices and known community structure we show that by\nusing binary decoding and a Hamming-distance based metric, individual\ncommunities can be identified from spike train similarities. Using bipolar\ndecoding and finite rate thresholding, we verify that inhibitory connections\nprevent the spread of spiking patterns.","url_abs":"http://arxiv.org/abs/1711.07361v1","url_pdf":"http://arxiv.org/pdf/1711.07361v1.pdf","source":{"archive":"pwc-archive (Hugging Face), CC BY-SA 4.0","snapshot":"2025-07-28","licence_url":"https://creativecommons.org/licenses/by-sa/4.0/legalcode","row_kind":"abstracts"},"code_links":[{"paper_slug":"community-detection-with-spiking-neural","repo_url":"https://github.com/abasak24/ece594Neuromorphic","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"none","reach":null},{"paper_slug":"community-detection-with-spiking-neural","repo_url":"https://github.com/qaztronic/ece594Neuromorphic","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"none","reach":null}],"tasks":[{"task_slug":"community-detection","task_name":"Community Detection"}],"methods":[],"datasets_introduced":[],"methods_introduced":[],"results":[],"syntology":{"syntology_url":null,"atlas_url":null,"mcp":null,"developers":"https://syntology.ai/developers"},"arxiv_metadata":null,"syntology_extracted_results":null}