FRINK Linked Data Fragments server

Matches in SemOpenAlex for { <https://semopenalex.org/work/W3123323241> ?p ?o ?g. }

• W3123323241 abstract "The goal of model distillation is to faithfully transfer teacher model knowledge to a model which is faster, more generalizable, more interpretable, or possesses other desirable characteristics. Human-readability is an important and desirable standard for machine-learned model interpretability. Readable models are transparent and can be reviewed, manipulated, and deployed like traditional source code. As a result, such models can be improved outside the context of machine learning and manually edited if desired. Given that directly training such models is difficult, we propose to train interpretable models using conventional methods, and then distill them into concise, human-readable code. The proposed distillation methodology approximates a model's univariate numerical functions with piecewise-linear curves in a localized manner. The resulting curve model representations are accurate, concise, human-readable, and well-regularized by construction. We describe a piecewise-linear curve-fitting algorithm that produces high-quality results efficiently and reliably across a broad range of use cases. We demonstrate the effectiveness of the overall distillation technique and our curve-fitting algorithm using four datasets across the tasks of classification, regression, and ranking." @default.
• W3123323241 created "2021-02-01" @default.
• W3123323241 creator A5010253402 @default.
• W3123323241 creator A5011279860 @default.
• W3123323241 creator A5028043206 @default.
• W3123323241 creator A5056093806 @default.
• W3123323241 creator A5061372934 @default.
• W3123323241 creator A5064608039 @default.
• W3123323241 creator A5073535437 @default.
• W3123323241 creator A5086426888 @default.
• W3123323241 date "2021-01-21" @default.
• W3123323241 modified "2023-09-26" @default.
• W3123323241 title "Distilling Interpretable Models into Human-Readable Code." @default.
• W3123323241 cites W1530210183 @default.
• W3123323241 cites W1556803204 @default.
• W3123323241 cites W1821462560 @default.
• W3123323241 cites W1992850163 @default.
• W3123323241 cites W1996796871 @default.
• W3123323241 cites W2001832483 @default.
• W3123323241 cites W2046945713 @default.
• W3123323241 cites W2149033360 @default.
• W3123323241 cites W2166163519 @default.
• W3123323241 cites W2294370754 @default.
• W3123323241 cites W2472803348 @default.
• W3123323241 cites W2744365997 @default.
• W3123323241 cites W2785011159 @default.
• W3123323241 cites W2808105152 @default.
• W3123323241 cites W2902991393 @default.
• W3123323241 cites W2964031043 @default.
• W3123323241 cites W2974440810 @default.
• W3123323241 cites W2996061341 @default.
• W3123323241 cites W3104310207 @default.
• W3123323241 cites W3114213323 @default.
• W3123323241 cites W3212826620 @default.
• W3123323241 cites W6908809 @default.
• W3123323241 hasPublicationYear "2021" @default.
• W3123323241 type Work @default.
• W3123323241 sameAs 3123323241 @default.
• W3123323241 citedByCount "0" @default.
• W3123323241 crossrefType "posted-content" @default.
• W3123323241 hasAuthorship W3123323241A5010253402 @default.
• W3123323241 hasAuthorship W3123323241A5011279860 @default.
• W3123323241 hasAuthorship W3123323241A5028043206 @default.
• W3123323241 hasAuthorship W3123323241A5056093806 @default.
• W3123323241 hasAuthorship W3123323241A5061372934 @default.
• W3123323241 hasAuthorship W3123323241A5064608039 @default.
• W3123323241 hasAuthorship W3123323241A5073535437 @default.
• W3123323241 hasAuthorship W3123323241A5086426888 @default.
• W3123323241 hasConcept C101104100 @default.
• W3123323241 hasConcept C104114177 @default.
• W3123323241 hasConcept C104409967 @default.
• W3123323241 hasConcept C119857082 @default.
• W3123323241 hasConcept C124101348 @default.
• W3123323241 hasConcept C126838900 @default.
• W3123323241 hasConcept C134306372 @default.
• W3123323241 hasConcept C137800194 @default.
• W3123323241 hasConcept C151730666 @default.
• W3123323241 hasConcept C154945302 @default.
• W3123323241 hasConcept C159985019 @default.
• W3123323241 hasConcept C161584116 @default.
• W3123323241 hasConcept C164660894 @default.
• W3123323241 hasConcept C17095337 @default.
• W3123323241 hasConcept C177264268 @default.
• W3123323241 hasConcept C183115368 @default.
• W3123323241 hasConcept C189430467 @default.
• W3123323241 hasConcept C192562407 @default.
• W3123323241 hasConcept C199163554 @default.
• W3123323241 hasConcept C199360897 @default.
• W3123323241 hasConcept C204323151 @default.
• W3123323241 hasConcept C2524010 @default.
• W3123323241 hasConcept C2776760102 @default.
• W3123323241 hasConcept C2779343474 @default.
• W3123323241 hasConcept C2781067378 @default.
• W3123323241 hasConcept C33923547 @default.
• W3123323241 hasConcept C41008148 @default.
• W3123323241 hasConcept C43126263 @default.
• W3123323241 hasConcept C71924100 @default.
• W3123323241 hasConcept C86803240 @default.
• W3123323241 hasConceptScore W3123323241C101104100 @default.
• W3123323241 hasConceptScore W3123323241C104114177 @default.
• W3123323241 hasConceptScore W3123323241C104409967 @default.
• W3123323241 hasConceptScore W3123323241C119857082 @default.
• W3123323241 hasConceptScore W3123323241C124101348 @default.
• W3123323241 hasConceptScore W3123323241C126838900 @default.
• W3123323241 hasConceptScore W3123323241C134306372 @default.
• W3123323241 hasConceptScore W3123323241C137800194 @default.
• W3123323241 hasConceptScore W3123323241C151730666 @default.
• W3123323241 hasConceptScore W3123323241C154945302 @default.
• W3123323241 hasConceptScore W3123323241C159985019 @default.
• W3123323241 hasConceptScore W3123323241C161584116 @default.
• W3123323241 hasConceptScore W3123323241C164660894 @default.
• W3123323241 hasConceptScore W3123323241C17095337 @default.
• W3123323241 hasConceptScore W3123323241C177264268 @default.
• W3123323241 hasConceptScore W3123323241C183115368 @default.
• W3123323241 hasConceptScore W3123323241C189430467 @default.
• W3123323241 hasConceptScore W3123323241C192562407 @default.
• W3123323241 hasConceptScore W3123323241C199163554 @default.
• W3123323241 hasConceptScore W3123323241C199360897 @default.
• W3123323241 hasConceptScore W3123323241C204323151 @default.
• W3123323241 hasConceptScore W3123323241C2524010 @default.

• next