FRINK Linked Data Fragments server

Matches in SemOpenAlex for { <https://semopenalex.org/work/W3128997905> ?p ?o ?g. }

• W3128997905 abstract "Recent empirical work shows that inconsistent results, based on choice of hyperparameter optimization (HPO) configuration, are a widespread problem in ML research. When comparing two algorithms J and K, searching one subspace can yield the conclusion that J outperforms K, whereas searching another can entail the opposite. In short, the way we choose hyperparameters can deceive us. We provide a theoretical complement to this prior work, arguing that, to avoid such deception, the process of drawing conclusions from HPO should be made more rigorous. We call this process epistemic hyperparameter optimization (EHPO), and put forth a logical framework to capture its semantics and how it can lead to inconsistent conclusions about performance. Our framework enables us to prove EHPO methods that are guaranteed to be defended against deception. We demonstrate its utility by proving and empirically validating a defended variant of random search." @default.
• W3128997905 created "2021-02-15" @default.
• W3128997905 creator A5041869459 @default.
• W3128997905 creator A5064217008 @default.
• W3128997905 creator A5066555129 @default.
• W3128997905 date "2021-02-05" @default.
• W3128997905 modified "2023-09-27" @default.
• W3128997905 title "Hyperparameter Optimization Is Deceiving Us, and How to Stop It" @default.
• W3128997905 cites W1490051404 @default.
• W3128997905 cites W1495317643 @default.
• W3128997905 cites W1526328753 @default.
• W3128997905 cites W1544072681 @default.
• W3128997905 cites W1554663460 @default.
• W3128997905 cites W1584332128 @default.
• W3128997905 cites W1596067335 @default.
• W3128997905 cites W1596631366 @default.
• W3128997905 cites W1612453857 @default.
• W3128997905 cites W1651570284 @default.
• W3128997905 cites W1966129247 @default.
• W3128997905 cites W1973052685 @default.
• W3128997905 cites W1978654873 @default.
• W3128997905 cites W1988203996 @default.
• W3128997905 cites W1994197834 @default.
• W3128997905 cites W2006447892 @default.
• W3128997905 cites W2023808162 @default.
• W3128997905 cites W2030926579 @default.
• W3128997905 cites W2067483357 @default.
• W3128997905 cites W2091776255 @default.
• W3128997905 cites W2097998348 @default.
• W3128997905 cites W2100327715 @default.
• W3128997905 cites W2101234009 @default.
• W3128997905 cites W2106411961 @default.
• W3128997905 cites W2109943925 @default.
• W3128997905 cites W2114016499 @default.
• W3128997905 cites W2117189826 @default.
• W3128997905 cites W2119558232 @default.
• W3128997905 cites W213300746 @default.
• W3128997905 cites W2136843524 @default.
• W3128997905 cites W2150365326 @default.
• W3128997905 cites W2153970289 @default.
• W3128997905 cites W2166656159 @default.
• W3128997905 cites W2333909909 @default.
• W3128997905 cites W2520472982 @default.
• W3128997905 cites W2525332836 @default.
• W3128997905 cites W2796265726 @default.
• W3128997905 cites W2881747041 @default.
• W3128997905 cites W2892215877 @default.
• W3128997905 cites W2903995489 @default.
• W3128997905 cites W2914484425 @default.
• W3128997905 cites W2946506331 @default.
• W3128997905 cites W2963120839 @default.
• W3128997905 cites W2963208657 @default.
• W3128997905 cites W2963873275 @default.
• W3128997905 cites W2964121744 @default.
• W3128997905 cites W2964212578 @default.
• W3128997905 cites W2964319706 @default.
• W3128997905 cites W2964330179 @default.
• W3128997905 cites W2970043916 @default.
• W3128997905 cites W2970283086 @default.
• W3128997905 cites W2975217196 @default.
• W3128997905 cites W3011927872 @default.
• W3128997905 cites W3035469229 @default.
• W3128997905 cites W3042860050 @default.
• W3128997905 cites W3138073787 @default.
• W3128997905 cites W3151959513 @default.
• W3128997905 cites W3192394615 @default.
• W3128997905 cites W3212054195 @default.
• W3128997905 cites W36434594 @default.
• W3128997905 cites W44815768 @default.
• W3128997905 cites W5642659 @default.
• W3128997905 cites W69348146 @default.
• W3128997905 cites W76131926 @default.
• W3128997905 hasPublicationYear "2021" @default.
• W3128997905 type Work @default.
• W3128997905 sameAs 3128997905 @default.
• W3128997905 citedByCount "0" @default.
• W3128997905 crossrefType "posted-content" @default.
• W3128997905 hasAuthorship W3128997905A5041869459 @default.
• W3128997905 hasAuthorship W3128997905A5064217008 @default.
• W3128997905 hasAuthorship W3128997905A5066555129 @default.
• W3128997905 hasConcept C104317684 @default.
• W3128997905 hasConcept C111919701 @default.
• W3128997905 hasConcept C112313634 @default.
• W3128997905 hasConcept C119857082 @default.
• W3128997905 hasConcept C127716648 @default.
• W3128997905 hasConcept C154945302 @default.
• W3128997905 hasConcept C15744967 @default.
• W3128997905 hasConcept C185592680 @default.
• W3128997905 hasConcept C188082640 @default.
• W3128997905 hasConcept C2779267917 @default.
• W3128997905 hasConcept C32834561 @default.
• W3128997905 hasConcept C41008148 @default.
• W3128997905 hasConcept C55493867 @default.
• W3128997905 hasConcept C77805123 @default.
• W3128997905 hasConcept C8642999 @default.
• W3128997905 hasConcept C98045186 @default.
• W3128997905 hasConceptScore W3128997905C104317684 @default.
• W3128997905 hasConceptScore W3128997905C111919701 @default.
• W3128997905 hasConceptScore W3128997905C112313634 @default.
• W3128997905 hasConceptScore W3128997905C119857082 @default.

• next