FRINK Linked Data Fragments server

Matches in SemOpenAlex for { <https://semopenalex.org/work/W2560186857> ?p ?o ?g. }

• W2560186857 abstract "Machine learning is making substantial progress in diverse applications. The success is mostly due to advances in deep learning. However, deep learning can make mistakes and its generalization abilities to new tasks are questionable. We ask when and how one can combine network outputs, when (i) details of the observations are evaluated by learned deep components and (ii) facts and confirmation rules are available in knowledge based systems. We show that in limited contexts the required number of training samples can be low and self-improvement of pre-trained networks in more general context is possible. We argue that the combination of sparse outlier detection with deep components that can support each other diminish the fragility of deep methods, an important requirement for engineering applications. We argue that supervised learning of labels may be fully eliminated under certain conditions: a component based architecture together with a knowledge based system can train itself and provide high quality answers. We demonstrate these concepts on the State Farm Distracted Driver Detection benchmark. We argue that the view of the Study Panel (2016) may overestimate the requirements on `years of focused research' and `careful, unique construction' for `AI systems'." @default.
• W2560186857 created "2016-12-16" @default.
• W2560186857 creator A5023316972 @default.
• W2560186857 creator A5049131753 @default.
• W2560186857 creator A5064954418 @default.
• W2560186857 creator A5066832439 @default.
• W2560186857 creator A5074656293 @default.
• W2560186857 creator A5086118610 @default.
• W2560186857 date "2016-12-02" @default.
• W2560186857 modified "2023-10-18" @default.
• W2560186857 title "Cognitive Deep Machine Can Train Itself" @default.
• W2560186857 cites W1628969036 @default.
• W2560186857 cites W1736339626 @default.
• W2560186857 cites W1932198206 @default.
• W2560186857 cites W1998109739 @default.
• W2560186857 cites W2031489346 @default.
• W2560186857 cites W2076063813 @default.
• W2560186857 cites W2145339207 @default.
• W2560186857 cites W2145962650 @default.
• W2560186857 cites W2156406284 @default.
• W2560186857 cites W2257979135 @default.
• W2560186857 cites W2277195237 @default.
• W2560186857 cites W2407521645 @default.
• W2560186857 cites W2535873859 @default.
• W2560186857 cites W2964304707 @default.
• W2560186857 cites W639708223 @default.
• W2560186857 hasPublicationYear "2016" @default.
• W2560186857 type Work @default.
• W2560186857 sameAs 2560186857 @default.
• W2560186857 citedByCount "0" @default.
• W2560186857 crossrefType "posted-content" @default.
• W2560186857 hasAuthorship W2560186857A5023316972 @default.
• W2560186857 hasAuthorship W2560186857A5049131753 @default.
• W2560186857 hasAuthorship W2560186857A5064954418 @default.
• W2560186857 hasAuthorship W2560186857A5066832439 @default.
• W2560186857 hasAuthorship W2560186857A5074656293 @default.
• W2560186857 hasAuthorship W2560186857A5086118610 @default.
• W2560186857 hasConcept C108583219 @default.
• W2560186857 hasConcept C111472728 @default.
• W2560186857 hasConcept C119857082 @default.
• W2560186857 hasConcept C121332964 @default.
• W2560186857 hasConcept C13280743 @default.
• W2560186857 hasConcept C134306372 @default.
• W2560186857 hasConcept C138885662 @default.
• W2560186857 hasConcept C151730666 @default.
• W2560186857 hasConcept C154945302 @default.
• W2560186857 hasConcept C168167062 @default.
• W2560186857 hasConcept C169760540 @default.
• W2560186857 hasConcept C169900460 @default.
• W2560186857 hasConcept C177148314 @default.
• W2560186857 hasConcept C185798385 @default.
• W2560186857 hasConcept C205649164 @default.
• W2560186857 hasConcept C2779343474 @default.
• W2560186857 hasConcept C2779530757 @default.
• W2560186857 hasConcept C33923547 @default.
• W2560186857 hasConcept C41008148 @default.
• W2560186857 hasConcept C739882 @default.
• W2560186857 hasConcept C86803240 @default.
• W2560186857 hasConcept C97355855 @default.
• W2560186857 hasConceptScore W2560186857C108583219 @default.
• W2560186857 hasConceptScore W2560186857C111472728 @default.
• W2560186857 hasConceptScore W2560186857C119857082 @default.
• W2560186857 hasConceptScore W2560186857C121332964 @default.
• W2560186857 hasConceptScore W2560186857C13280743 @default.
• W2560186857 hasConceptScore W2560186857C134306372 @default.
• W2560186857 hasConceptScore W2560186857C138885662 @default.
• W2560186857 hasConceptScore W2560186857C151730666 @default.
• W2560186857 hasConceptScore W2560186857C154945302 @default.
• W2560186857 hasConceptScore W2560186857C168167062 @default.
• W2560186857 hasConceptScore W2560186857C169760540 @default.
• W2560186857 hasConceptScore W2560186857C169900460 @default.
• W2560186857 hasConceptScore W2560186857C177148314 @default.
• W2560186857 hasConceptScore W2560186857C185798385 @default.
• W2560186857 hasConceptScore W2560186857C205649164 @default.
• W2560186857 hasConceptScore W2560186857C2779343474 @default.
• W2560186857 hasConceptScore W2560186857C2779530757 @default.
• W2560186857 hasConceptScore W2560186857C33923547 @default.
• W2560186857 hasConceptScore W2560186857C41008148 @default.
• W2560186857 hasConceptScore W2560186857C739882 @default.
• W2560186857 hasConceptScore W2560186857C86803240 @default.
• W2560186857 hasConceptScore W2560186857C97355855 @default.
• W2560186857 hasLocation W25601868571 @default.
• W2560186857 hasOpenAccess W2560186857 @default.
• W2560186857 hasPrimaryLocation W25601868571 @default.
• W2560186857 hasRelatedWork W1851637725 @default.
• W2560186857 hasRelatedWork W1971690354 @default.
• W2560186857 hasRelatedWork W1976542135 @default.
• W2560186857 hasRelatedWork W2035142225 @default.
• W2560186857 hasRelatedWork W2111102056 @default.
• W2560186857 hasRelatedWork W2397017496 @default.
• W2560186857 hasRelatedWork W2796878315 @default.
• W2560186857 hasRelatedWork W2951162110 @default.
• W2560186857 hasRelatedWork W2958095304 @default.
• W2560186857 hasRelatedWork W2971155575 @default.
• W2560186857 hasRelatedWork W3088124028 @default.
• W2560186857 hasRelatedWork W3092270557 @default.
• W2560186857 hasRelatedWork W3124258329 @default.
• W2560186857 hasRelatedWork W3154061550 @default.
• W2560186857 hasRelatedWork W3162183426 @default.
• W2560186857 hasRelatedWork W3174493137 @default.

• next