FRINK Linked Data Fragments server

Matches in SemOpenAlex for { <https://semopenalex.org/work/W2897977943> ?p ?o ?g. }

• W2897977943 endingPage "289" @default.
• W2897977943 startingPage "269" @default.
• W2897977943 abstract "Commonly, an algorithm needs a certain number of variables that control its behavior. The optimal values result in a better performance that could generate profits for companies, make the algorithm stands out from similar applications or improve its ranking in algorithm competitions. However, finding this values is not straightforward because manual tuning could be a stressful and difficult task even for expert users. This paper presents, evaluates and compares 4 tools in the literature for hyper-parameter optimization, selected due to their number of citations, code availability and impact on literature: MCMC, SMAC, TPE and Spearmint. We evaluate these tools using the publicly available source code provided by the authors in a computer vision application: multiple object tracking (MOT), which is a challenging topic and the strategies rely on a set of tunable parameters. This analysis considers the impact of hyper-parameter optimization tools in terms of stability, performance, usability, among others. The evaluations are carried out using public benchmarks such as PETS09 and ETH and the results show how these tools change the performance of a MOT framework and how this would affect the results of real ranked competitions. Our goal is (1) to encourage the reader to use these tools and (2) to provide some guidelines that helps anyone when tuning his/her methods." @default.
• W2897977943 created "2018-10-26" @default.
• W2897977943 creator A5012683597 @default.
• W2897977943 creator A5061876054 @default.
• W2897977943 creator A5068984042 @default.
• W2897977943 date "2018-10-10" @default.
• W2897977943 modified "2023-10-13" @default.
• W2897977943 title "Hyper-parameter optimization tools comparison for multiple object tracking applications" @default.
• W2897977943 cites W2004025832 @default.
• W2897977943 cites W2025665395 @default.
• W2897977943 cites W2032363613 @default.
• W2897977943 cites W2046670074 @default.
• W2897977943 cites W2071625890 @default.
• W2897977943 cites W2074869363 @default.
• W2897977943 cites W2098699644 @default.
• W2897977943 cites W2112476205 @default.
• W2897977943 cites W2118044993 @default.
• W2897977943 cites W2121766240 @default.
• W2897977943 cites W2124781496 @default.
• W2897977943 cites W2125556102 @default.
• W2897977943 cites W2126302311 @default.
• W2897977943 cites W2138002307 @default.
• W2897977943 cites W2141781852 @default.
• W2897977943 cites W2147827307 @default.
• W2897977943 cites W2148958980 @default.
• W2897977943 cites W2158592639 @default.
• W2897977943 cites W2173639595 @default.
• W2897977943 cites W2192203593 @default.
• W2897977943 cites W2252355370 @default.
• W2897977943 cites W2332048260 @default.
• W2897977943 cites W2407212869 @default.
• W2897977943 cites W2754057569 @default.
• W2897977943 cites W2760998155 @default.
• W2897977943 cites W2762383441 @default.
• W2897977943 cites W2765352888 @default.
• W2897977943 cites W2768024897 @default.
• W2897977943 cites W2788352579 @default.
• W2897977943 cites W2791697444 @default.
• W2897977943 cites W2798520605 @default.
• W2897977943 cites W2803696107 @default.
• W2897977943 cites W2807913282 @default.
• W2897977943 cites W3120048558 @default.
• W2897977943 cites W60686164 @default.
• W2897977943 doi "https://doi.org/10.1007/s00138-018-0984-1" @default.
• W2897977943 hasPublicationYear "2018" @default.
• W2897977943 type Work @default.
• W2897977943 sameAs 2897977943 @default.
• W2897977943 citedByCount "18" @default.
• W2897977943 countsByYear W28979779432019 @default.
• W2897977943 countsByYear W28979779432020 @default.
• W2897977943 countsByYear W28979779432021 @default.
• W2897977943 countsByYear W28979779432022 @default.
• W2897977943 countsByYear W28979779432023 @default.
• W2897977943 crossrefType "journal-article" @default.
• W2897977943 hasAuthorship W2897977943A5012683597 @default.
• W2897977943 hasAuthorship W2897977943A5061876054 @default.
• W2897977943 hasAuthorship W2897977943A5068984042 @default.
• W2897977943 hasBestOaLocation W28979779432 @default.
• W2897977943 hasConcept C107457646 @default.
• W2897977943 hasConcept C112972136 @default.
• W2897977943 hasConcept C119857082 @default.
• W2897977943 hasConcept C124101348 @default.
• W2897977943 hasConcept C154945302 @default.
• W2897977943 hasConcept C162324750 @default.
• W2897977943 hasConcept C170130773 @default.
• W2897977943 hasConcept C177264268 @default.
• W2897977943 hasConcept C187736073 @default.
• W2897977943 hasConcept C189430467 @default.
• W2897977943 hasConcept C199360897 @default.
• W2897977943 hasConcept C2776760102 @default.
• W2897977943 hasConcept C2780451532 @default.
• W2897977943 hasConcept C2781238097 @default.
• W2897977943 hasConcept C41008148 @default.
• W2897977943 hasConcept C43126263 @default.
• W2897977943 hasConceptScore W2897977943C107457646 @default.
• W2897977943 hasConceptScore W2897977943C112972136 @default.
• W2897977943 hasConceptScore W2897977943C119857082 @default.
• W2897977943 hasConceptScore W2897977943C124101348 @default.
• W2897977943 hasConceptScore W2897977943C154945302 @default.
• W2897977943 hasConceptScore W2897977943C162324750 @default.
• W2897977943 hasConceptScore W2897977943C170130773 @default.
• W2897977943 hasConceptScore W2897977943C177264268 @default.
• W2897977943 hasConceptScore W2897977943C187736073 @default.
• W2897977943 hasConceptScore W2897977943C189430467 @default.
• W2897977943 hasConceptScore W2897977943C199360897 @default.
• W2897977943 hasConceptScore W2897977943C2776760102 @default.
• W2897977943 hasConceptScore W2897977943C2780451532 @default.
• W2897977943 hasConceptScore W2897977943C2781238097 @default.
• W2897977943 hasConceptScore W2897977943C41008148 @default.
• W2897977943 hasConceptScore W2897977943C43126263 @default.
• W2897977943 hasIssue "2" @default.
• W2897977943 hasLocation W28979779431 @default.
• W2897977943 hasLocation W28979779432 @default.
• W2897977943 hasLocation W28979779433 @default.
• W2897977943 hasLocation W28979779434 @default.
• W2897977943 hasLocation W28979779435 @default.
• W2897977943 hasOpenAccess W2897977943 @default.
• W2897977943 hasPrimaryLocation W28979779431 @default.

• next