FRINK Linked Data Fragments server

Matches in SemOpenAlex for { <https://semopenalex.org/work/W3020248253> ?p ?o ?g. }

• W3020248253 abstract "Evaluating whether data streams were generated by the same distribution is at the heart of many machine learning problems, e.g. to detect changes. This is particularly relevant for data generated by dynamical systems since they are essential for many real-world processes in biomedical, economic, or engineering systems. While kernel two-sample tests are powerful for comparing independent and identically distributed random variables, no established method exists for comparing dynamical systems. The key problem is the critical independence assumption, which is inherently violated in dynamical systems. We propose a novel two-sample test for dynamical systems by addressing three core challenges: we (i) introduce a novel notion of mixing that captures autocorrelations in a relevant metric, (ii) propose an efficient way to estimate the speed of mixing purely from data, and (iii) integrate these into established kernel-two sample tests. The result is a data-driven method for comparison of dynamical systems that is easy to use in practice and comes with sound theoretical guarantees. In an example application to anomaly detection from human walking data, we show that the test readily applies without the need for feature engineering, heuristics, and human expert knowledge." @default.
• W3020248253 created "2020-05-01" @default.
• W3020248253 creator A5009800068 @default.
• W3020248253 creator A5023990842 @default.
• W3020248253 creator A5029621528 @default.
• W3020248253 creator A5039578386 @default.
• W3020248253 creator A5044238939 @default.
• W3020248253 creator A5084589941 @default.
• W3020248253 date "2020-04-23" @default.
• W3020248253 modified "2023-09-23" @default.
• W3020248253 title "A Kernel Two-sample Test for Dynamical Systems." @default.
• W3020248253 cites W1518726585 @default.
• W3020248253 cites W1536302525 @default.
• W3020248253 cites W1560724230 @default.
• W3020248253 cites W1583788298 @default.
• W3020248253 cites W1923154462 @default.
• W3020248253 cites W1970493599 @default.
• W3020248253 cites W1992666150 @default.
• W3020248253 cites W2002206292 @default.
• W3020248253 cites W2003967703 @default.
• W3020248253 cites W2028147833 @default.
• W3020248253 cites W2075672181 @default.
• W3020248253 cites W2110097068 @default.
• W3020248253 cites W2112552549 @default.
• W3020248253 cites W2124331852 @default.
• W3020248253 cites W2134673975 @default.
• W3020248253 cites W2140142253 @default.
• W3020248253 cites W2141482776 @default.
• W3020248253 cites W2152742892 @default.
• W3020248253 cites W2183704914 @default.
• W3020248253 cites W2212660284 @default.
• W3020248253 cites W2345358362 @default.
• W3020248253 cites W2530232445 @default.
• W3020248253 cites W2567118861 @default.
• W3020248253 cites W2911087563 @default.
• W3020248253 cites W2913465992 @default.
• W3020248253 cites W2928090136 @default.
• W3020248253 cites W2944181432 @default.
• W3020248253 cites W2950606552 @default.
• W3020248253 cites W2956060558 @default.
• W3020248253 cites W2963026013 @default.
• W3020248253 cites W2963245453 @default.
• W3020248253 cites W2963412706 @default.
• W3020248253 cites W2963457386 @default.
• W3020248253 cites W2963535485 @default.
• W3020248253 cites W2963746531 @default.
• W3020248253 cites W2964201648 @default.
• W3020248253 cites W2964278684 @default.
• W3020248253 cites W2985462853 @default.
• W3020248253 cites W2989583000 @default.
• W3020248253 cites W2993139026 @default.
• W3020248253 cites W2995486512 @default.
• W3020248253 cites W2995908941 @default.
• W3020248253 cites W3006354599 @default.
• W3020248253 cites W3035094823 @default.
• W3020248253 cites W3101183984 @default.
• W3020248253 cites W3109381375 @default.
• W3020248253 cites W3152478022 @default.
• W3020248253 cites W3152837353 @default.
• W3020248253 cites W609741286 @default.
• W3020248253 cites W2963491281 @default.
• W3020248253 hasPublicationYear "2020" @default.
• W3020248253 type Work @default.
• W3020248253 sameAs 3020248253 @default.
• W3020248253 citedByCount "0" @default.
• W3020248253 crossrefType "posted-content" @default.
• W3020248253 hasAuthorship W3020248253A5009800068 @default.
• W3020248253 hasAuthorship W3020248253A5023990842 @default.
• W3020248253 hasAuthorship W3020248253A5029621528 @default.
• W3020248253 hasAuthorship W3020248253A5039578386 @default.
• W3020248253 hasAuthorship W3020248253A5044238939 @default.
• W3020248253 hasAuthorship W3020248253A5084589941 @default.
• W3020248253 hasConcept C105795698 @default.
• W3020248253 hasConcept C111919701 @default.
• W3020248253 hasConcept C114614502 @default.
• W3020248253 hasConcept C119857082 @default.
• W3020248253 hasConcept C121332964 @default.
• W3020248253 hasConcept C124101348 @default.
• W3020248253 hasConcept C127413603 @default.
• W3020248253 hasConcept C127705205 @default.
• W3020248253 hasConcept C154945302 @default.
• W3020248253 hasConcept C176217482 @default.
• W3020248253 hasConcept C185592680 @default.
• W3020248253 hasConcept C198531522 @default.
• W3020248253 hasConcept C21547014 @default.
• W3020248253 hasConcept C33923547 @default.
• W3020248253 hasConcept C33962884 @default.
• W3020248253 hasConcept C35651441 @default.
• W3020248253 hasConcept C41008148 @default.
• W3020248253 hasConcept C43617362 @default.
• W3020248253 hasConcept C62520636 @default.
• W3020248253 hasConcept C739882 @default.
• W3020248253 hasConcept C74193536 @default.
• W3020248253 hasConcept C79379906 @default.
• W3020248253 hasConceptScore W3020248253C105795698 @default.
• W3020248253 hasConceptScore W3020248253C111919701 @default.
• W3020248253 hasConceptScore W3020248253C114614502 @default.
• W3020248253 hasConceptScore W3020248253C119857082 @default.
• W3020248253 hasConceptScore W3020248253C121332964 @default.
• W3020248253 hasConceptScore W3020248253C124101348 @default.

• next