{"schema_version":"1.0","canonical_url":"https://patentable.app/patents/US-9684870","patent":{"patent_number":"US-9684870","title":"Methods and systems of using boosted decision stumps and joint feature selection and culling algorithms for the efficient classification of mobile device behaviors","assignee":null,"inventors":[],"filing_date":"2013-11-26T00:00:00.000Z","publication_date":"2017-06-20T00:00:00.000Z","cpc_codes":["G06N","G06N"],"num_claims":25,"abstract":"Methods and systems for classifying mobile device behavior include configuring a server use a large corpus of mobile device behaviors to generate a full classifier model that includes a finite state machine suitable for conversion into boosted decision stumps and/or which describes all or many of the features relevant to determining whether a mobile device behavior is benign or contributing to the mobile device's degradation over time. A mobile device may receive the full classifier model and use the model to generate a full set of boosted decision stumps from which a more focused or lean classifier model is generated by culling the full set to a subset suitable for efficiently determining whether mobile device behavior are benign. Boosted decision stumps may be culled by selecting all boosted decision stumps that depend upon a limited set of test conditions."},"analysis":{"summary":null,"layman_explanation":null,"technical_analysis":null,"business_analysis":null,"faqs":null,"topics":[],"tech_cluster":null},"seo":{"title":"Methods and systems of using boosted decision stumps and joint feature selection and culling algorithms for the efficient classification of mobile device behaviors","description":"Methods and systems for classifying mobile device behavior include configuring a server use a large corpus of mobile device behaviors to generate a full classifier model that includes a finite state m","keywords":[]},"attribution":{"source":"Patentable","source_url":"https://patentable.app","canonical_url":"https://patentable.app/patents/US-9684870","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-9684870","citation_suggestion":"Patentable. \"Methods and systems of using boosted decision stumps and joint feature selection and culling algorithms for the efficient classification of mobile device behaviors\" (US-9684870). https://patentable.app/patents/US-9684870","copyright_holder":"Nomic Interactive Technology LLC"},"links":{"html":"https://patentable.app/patents/US-9684870","json":"https://patentable.app/api/llm-context/US-9684870","site":"https://patentable.app","llms_txt":"https://patentable.app/llms.txt"},"generated_at":"2026-06-06T10:40:12.441Z"}