{"schema_version":"1.0","canonical_url":"https://patentable.app/patents/US-9767410","patent":{"patent_number":"US-9767410","title":"Rank-constrained neural networks","assignee":null,"inventors":[],"filing_date":"2015-06-15T00:00:00.000Z","publication_date":"2017-09-19T00:00:00.000Z","cpc_codes":["G06N","G10L","G10L"],"num_claims":20,"abstract":"This specification describes, among other things, a computer-implemented method. The method can include training a baseline neural network using a first set of training data. For each node in a subset of interconnected nodes in the baseline neural network, a rank-k approximation of a filter for the node can be computed. A subset of nodes in a rank-constrained neural network can then be initialized with the rank-k approximations of the filters from the baseline neural network. The subset of nodes in the rank-constrained neural network can correspond to the subset of nodes in the baseline neural network. After initializing, the rank-constrained neural network can be trained using a second set of training data while maintaining a rank-k filter topology for the subset of nodes in the rank-constrained neural network."},"analysis":{"summary":null,"layman_explanation":null,"technical_analysis":null,"business_analysis":null,"faqs":null,"topics":[],"tech_cluster":null},"seo":{"title":"Rank-constrained neural networks","description":"This specification describes, among other things, a computer-implemented method. The method can include training a baseline neural network using a first set of training data. For each node in a subset","keywords":[]},"attribution":{"source":"Patentable","source_url":"https://patentable.app","canonical_url":"https://patentable.app/patents/US-9767410","license":"CC-BY-4.0-like","license_terms":"AI-generated analysis on this page (summary, layman_explanation, technical_analysis, business_analysis, faqs) may be reused with attribution and a visible link back to the canonical URL above. Patent abstracts, claims, and bibliographic data are USPTO public domain.","required_link":"https://patentable.app/patents/US-9767410","citation_suggestion":"Patentable. \"Rank-constrained neural networks\" (US-9767410). https://patentable.app/patents/US-9767410","copyright_holder":"Nomic Interactive Technology LLC"},"links":{"html":"https://patentable.app/patents/US-9767410","json":"https://patentable.app/api/llm-context/US-9767410","site":"https://patentable.app","llms_txt":"https://patentable.app/llms.txt"},"generated_at":"2026-06-06T05:59:22.590Z"}