Matches in SemOpenAlex for { <https://semopenalex.org/work/W3000275023> ?p ?o ?g. }
- W3000275023 abstract "Identifying the underlying directional relations from observational time series with nonlinear interactions and complex relational structures is key to a wide range of applications, yet remains a hard problem. In this work, we introduce a novel minimum predictive information regularization method to infer directional relations from time series, allowing deep learning models to discover nonlinear relations. Our method substantially outperforms other methods for learning nonlinear relations in synthetic datasets, and discovers the directional relations in a video game environment and a heart-rate vs. breath-rate dataset." @default.
- W3000275023 created "2020-01-23" @default.
- W3000275023 creator A5049507829 @default.
- W3000275023 creator A5056503617 @default.
- W3000275023 creator A5075188591 @default.
- W3000275023 creator A5088840119 @default.
- W3000275023 date "2020-01-07" @default.
- W3000275023 modified "2023-09-27" @default.
- W3000275023 title "Discovering Nonlinear Relations with Minimum Predictive Information Regularization." @default.
- W3000275023 cites W145994340 @default.
- W3000275023 cites W1522301498 @default.
- W3000275023 cites W1667165204 @default.
- W3000275023 cites W1823924931 @default.
- W3000275023 cites W1957172765 @default.
- W3000275023 cites W1976526581 @default.
- W3000275023 cites W1988115241 @default.
- W3000275023 cites W2002734542 @default.
- W3000275023 cites W2020245429 @default.
- W3000275023 cites W2041782669 @default.
- W3000275023 cites W2049239673 @default.
- W3000275023 cites W2062843205 @default.
- W3000275023 cites W2091492183 @default.
- W3000275023 cites W2092939357 @default.
- W3000275023 cites W2096023955 @default.
- W3000275023 cites W2101355568 @default.
- W3000275023 cites W2103659055 @default.
- W3000275023 cites W2106398669 @default.
- W3000275023 cites W2122825543 @default.
- W3000275023 cites W2123993001 @default.
- W3000275023 cites W2132663737 @default.
- W3000275023 cites W2135046866 @default.
- W3000275023 cites W2142857211 @default.
- W3000275023 cites W2143117649 @default.
- W3000275023 cites W2143891888 @default.
- W3000275023 cites W2145339207 @default.
- W3000275023 cites W2149250320 @default.
- W3000275023 cites W2160902642 @default.
- W3000275023 cites W2168652321 @default.
- W3000275023 cites W2178225550 @default.
- W3000275023 cites W2460144244 @default.
- W3000275023 cites W2552391307 @default.
- W3000275023 cites W2584280040 @default.
- W3000275023 cites W2770604561 @default.
- W3000275023 cites W2783047733 @default.
- W3000275023 cites W2786615588 @default.
- W3000275023 cites W2786619647 @default.
- W3000275023 cites W2801890059 @default.
- W3000275023 cites W2952115723 @default.
- W3000275023 cites W2963131860 @default.
- W3000275023 cites W2963174822 @default.
- W3000275023 cites W2963461379 @default.
- W3000275023 cites W3098590676 @default.
- W3000275023 cites W3122312701 @default.
- W3000275023 cites W3125453955 @default.
- W3000275023 cites W3144154667 @default.
- W3000275023 hasPublicationYear "2020" @default.
- W3000275023 type Work @default.
- W3000275023 sameAs 3000275023 @default.
- W3000275023 citedByCount "7" @default.
- W3000275023 countsByYear W30002750232020 @default.
- W3000275023 countsByYear W30002750232021 @default.
- W3000275023 crossrefType "posted-content" @default.
- W3000275023 hasAuthorship W3000275023A5049507829 @default.
- W3000275023 hasAuthorship W3000275023A5056503617 @default.
- W3000275023 hasAuthorship W3000275023A5075188591 @default.
- W3000275023 hasAuthorship W3000275023A5088840119 @default.
- W3000275023 hasConcept C11413529 @default.
- W3000275023 hasConcept C119857082 @default.
- W3000275023 hasConcept C121332964 @default.
- W3000275023 hasConcept C124101348 @default.
- W3000275023 hasConcept C143724316 @default.
- W3000275023 hasConcept C151730666 @default.
- W3000275023 hasConcept C153180895 @default.
- W3000275023 hasConcept C154945302 @default.
- W3000275023 hasConcept C158622935 @default.
- W3000275023 hasConcept C25343380 @default.
- W3000275023 hasConcept C26517878 @default.
- W3000275023 hasConcept C2776135515 @default.
- W3000275023 hasConcept C38652104 @default.
- W3000275023 hasConcept C41008148 @default.
- W3000275023 hasConcept C62520636 @default.
- W3000275023 hasConcept C86803240 @default.
- W3000275023 hasConceptScore W3000275023C11413529 @default.
- W3000275023 hasConceptScore W3000275023C119857082 @default.
- W3000275023 hasConceptScore W3000275023C121332964 @default.
- W3000275023 hasConceptScore W3000275023C124101348 @default.
- W3000275023 hasConceptScore W3000275023C143724316 @default.
- W3000275023 hasConceptScore W3000275023C151730666 @default.
- W3000275023 hasConceptScore W3000275023C153180895 @default.
- W3000275023 hasConceptScore W3000275023C154945302 @default.
- W3000275023 hasConceptScore W3000275023C158622935 @default.
- W3000275023 hasConceptScore W3000275023C25343380 @default.
- W3000275023 hasConceptScore W3000275023C26517878 @default.
- W3000275023 hasConceptScore W3000275023C2776135515 @default.
- W3000275023 hasConceptScore W3000275023C38652104 @default.
- W3000275023 hasConceptScore W3000275023C41008148 @default.
- W3000275023 hasConceptScore W3000275023C62520636 @default.
- W3000275023 hasConceptScore W3000275023C86803240 @default.
- W3000275023 hasLocation W30002750231 @default.
- W3000275023 hasOpenAccess W3000275023 @default.