FRINK Linked Data Fragments server

Matches in SemOpenAlex for { <https://semopenalex.org/work/W3157530337> ?p ?o ?g. }

• W3157530337 endingPage "33" @default.
• W3157530337 startingPage "17" @default.
• W3157530337 abstract "Facilitated by the recent advances of Machine Learning (ML), the automated design of optimization heuristics is currently shaking up evolutionary computation (EC). Where the design of hand-picked guidelines for choosing a most suitable heuristic has long dominated research activities in the field, automatically trained heuristics are now seen to outperform human-derived choices even for well-researched optimization tasks. ML-based EC is therefore not any more a futuristic vision, but has become an integral part of our community. A key criticism that ML-based heuristics are often faced with is their potential lack of explainability, which may hinder future developments. This applies in particular to supervised learning techniques which extrapolate algorithms' performance based on exploratory landscape analysis (ELA). In such applications, it is not uncommon to use dozens of problem features to build the models underlying the specific algorithm selection or configuration task. Our goal in this work is to analyze whether this many features are indeed needed. Using the classification of the BBOB test functions as testbed, we show that a surprisingly small number of features -- often less than four -- can suffice to achieve a 98% accuracy. Interestingly, the number of features required to meet this threshold is found to decrease with the problem dimension. We show that the classification accuracy transfers to settings in which several instances are involved in training and testing. In the leave-one-instance-out setting, however, classification accuracy drops significantly, and the transformation-invariance of the features becomes a decisive success factor." @default.
• W3157530337 created "2021-05-10" @default.
• W3157530337 creator A5003451511 @default.
• W3157530337 creator A5023434001 @default.
• W3157530337 creator A5069347164 @default.
• W3157530337 creator A5086950980 @default.
• W3157530337 date "2021-01-01" @default.
• W3157530337 modified "2023-10-16" @default.
• W3157530337 title "Towards Explainable Exploratory Landscape Analysis: Extreme Feature Selection for Classifying BBOB Functions" @default.
• W3157530337 cites W1601314540 @default.
• W3157530337 cites W1972278817 @default.
• W3157530337 cites W2063966510 @default.
• W3157530337 cites W2093625674 @default.
• W3157530337 cites W2093966662 @default.
• W3157530337 cites W2095314857 @default.
• W3157530337 cites W2115234499 @default.
• W3157530337 cites W2147439787 @default.
• W3157530337 cites W2150337126 @default.
• W3157530337 cites W2426396555 @default.
• W3157530337 cites W243319620 @default.
• W3157530337 cites W2506038236 @default.
• W3157530337 cites W2732736182 @default.
• W3157530337 cites W2750236386 @default.
• W3157530337 cites W2768617563 @default.
• W3157530337 cites W2775947831 @default.
• W3157530337 cites W2898873842 @default.
• W3157530337 cites W2954970264 @default.
• W3157530337 cites W2956431529 @default.
• W3157530337 cites W2957114115 @default.
• W3157530337 cites W2957867569 @default.
• W3157530337 cites W2969388017 @default.
• W3157530337 cites W3004853108 @default.
• W3157530337 cites W3036258001 @default.
• W3157530337 cites W3089517171 @default.
• W3157530337 cites W3105047877 @default.
• W3157530337 cites W3208758272 @default.
• W3157530337 cites W4213308398 @default.
• W3157530337 cites W4237547815 @default.
• W3157530337 cites W815914887 @default.
• W3157530337 cites W89896583 @default.
• W3157530337 doi "https://doi.org/10.1007/978-3-030-72699-7_2" @default.
• W3157530337 hasPublicationYear "2021" @default.
• W3157530337 type Work @default.
• W3157530337 sameAs 3157530337 @default.
• W3157530337 citedByCount "18" @default.
• W3157530337 countsByYear W31575303372021 @default.
• W3157530337 countsByYear W31575303372022 @default.
• W3157530337 countsByYear W31575303372023 @default.
• W3157530337 crossrefType "book-chapter" @default.
• W3157530337 hasAuthorship W3157530337A5003451511 @default.
• W3157530337 hasAuthorship W3157530337A5023434001 @default.
• W3157530337 hasAuthorship W3157530337A5069347164 @default.
• W3157530337 hasAuthorship W3157530337A5086950980 @default.
• W3157530337 hasBestOaLocation W31575303372 @default.
• W3157530337 hasConcept C111919701 @default.
• W3157530337 hasConcept C119857082 @default.
• W3157530337 hasConcept C127705205 @default.
• W3157530337 hasConcept C138885662 @default.
• W3157530337 hasConcept C148483581 @default.
• W3157530337 hasConcept C154945302 @default.
• W3157530337 hasConcept C162324750 @default.
• W3157530337 hasConcept C173801870 @default.
• W3157530337 hasConcept C187736073 @default.
• W3157530337 hasConcept C202444582 @default.
• W3157530337 hasConcept C26517878 @default.
• W3157530337 hasConcept C2776401178 @default.
• W3157530337 hasConcept C2780451532 @default.
• W3157530337 hasConcept C31258907 @default.
• W3157530337 hasConcept C31395832 @default.
• W3157530337 hasConcept C33923547 @default.
• W3157530337 hasConcept C38652104 @default.
• W3157530337 hasConcept C41008148 @default.
• W3157530337 hasConcept C41895202 @default.
• W3157530337 hasConcept C81917197 @default.
• W3157530337 hasConcept C9652623 @default.
• W3157530337 hasConceptScore W3157530337C111919701 @default.
• W3157530337 hasConceptScore W3157530337C119857082 @default.
• W3157530337 hasConceptScore W3157530337C127705205 @default.
• W3157530337 hasConceptScore W3157530337C138885662 @default.
• W3157530337 hasConceptScore W3157530337C148483581 @default.
• W3157530337 hasConceptScore W3157530337C154945302 @default.
• W3157530337 hasConceptScore W3157530337C162324750 @default.
• W3157530337 hasConceptScore W3157530337C173801870 @default.
• W3157530337 hasConceptScore W3157530337C187736073 @default.
• W3157530337 hasConceptScore W3157530337C202444582 @default.
• W3157530337 hasConceptScore W3157530337C26517878 @default.
• W3157530337 hasConceptScore W3157530337C2776401178 @default.
• W3157530337 hasConceptScore W3157530337C2780451532 @default.
• W3157530337 hasConceptScore W3157530337C31258907 @default.
• W3157530337 hasConceptScore W3157530337C31395832 @default.
• W3157530337 hasConceptScore W3157530337C33923547 @default.
• W3157530337 hasConceptScore W3157530337C38652104 @default.
• W3157530337 hasConceptScore W3157530337C41008148 @default.
• W3157530337 hasConceptScore W3157530337C41895202 @default.
• W3157530337 hasConceptScore W3157530337C81917197 @default.
• W3157530337 hasConceptScore W3157530337C9652623 @default.
• W3157530337 hasLocation W31575303371 @default.
• W3157530337 hasLocation W31575303372 @default.

• next