Matches in SemOpenAlex for { <https://semopenalex.org/work/W3135544356> ?p ?o ?g. }
Showing items 1 to 100 of
100
with 100 items per page.
- W3135544356 endingPage "2158" @default.
- W3135544356 startingPage "2158" @default.
- W3135544356 abstract "Synthetic data provides a privacy protecting mechanism for the broad usage and sharing of healthcare data for secondary purposes. It is considered a safe approach for the sharing of sensitive data as it generates an artificial dataset that contains no identifiable information. Synthetic data is increasing in popularity with multiple synthetic data generators developed in the past decade, yet its utility is still a subject of research. This paper is concerned with evaluating the effect of various synthetic data generation and usage settings on the utility of the generated synthetic data and its derived models. Specifically, we investigate (i) the effect of data pre-processing on the utility of the synthetic data generated, (ii) whether tuning should be applied to the synthetic datasets when generating supervised machine learning models, and (iii) whether sharing preliminary machine learning results can improve the synthetic data models. Lastly, (iv) we investigate whether one utility measure (Propensity score) can predict the accuracy of the machine learning models generated from the synthetic data when employed in real life. We use two popular measures of synthetic data utility, propensity score and classification accuracy, to compare the different settings. We adopt a recent mechanism for the calculation of propensity, which looks carefully into the choice of model for the propensity score calculation. Accordingly, this paper takes a new direction with investigating the effect of various data generation and usage settings on the quality of the generated data and its ensuing models. The goal is to inform on the best strategies to follow when generating and using synthetic data." @default.
- W3135544356 created "2021-03-15" @default.
- W3135544356 creator A5052421436 @default.
- W3135544356 creator A5075916540 @default.
- W3135544356 date "2021-02-28" @default.
- W3135544356 modified "2023-10-06" @default.
- W3135544356 title "Fake It Till You Make It: Guidelines for Effective Synthetic Data Generation" @default.
- W3135544356 cites W1530664329 @default.
- W3135544356 cites W1987521207 @default.
- W3135544356 cites W2002646960 @default.
- W3135544356 cites W2036384654 @default.
- W3135544356 cites W2060479950 @default.
- W3135544356 cites W2129713986 @default.
- W3135544356 cites W2146316003 @default.
- W3135544356 cites W2146453464 @default.
- W3135544356 cites W2544063074 @default.
- W3135544356 cites W2565167788 @default.
- W3135544356 cites W2581753189 @default.
- W3135544356 cites W2803692993 @default.
- W3135544356 cites W2884433501 @default.
- W3135544356 cites W2885057386 @default.
- W3135544356 cites W2888003578 @default.
- W3135544356 cites W2922617862 @default.
- W3135544356 cites W2953532875 @default.
- W3135544356 cites W2963679759 @default.
- W3135544356 cites W2973190536 @default.
- W3135544356 cites W2996889063 @default.
- W3135544356 cites W3012140936 @default.
- W3135544356 cites W3014167438 @default.
- W3135544356 cites W3033682799 @default.
- W3135544356 cites W3041938240 @default.
- W3135544356 cites W4239728164 @default.
- W3135544356 doi "https://doi.org/10.3390/app11052158" @default.
- W3135544356 hasPublicationYear "2021" @default.
- W3135544356 type Work @default.
- W3135544356 sameAs 3135544356 @default.
- W3135544356 citedByCount "24" @default.
- W3135544356 countsByYear W31355443562021 @default.
- W3135544356 countsByYear W31355443562022 @default.
- W3135544356 countsByYear W31355443562023 @default.
- W3135544356 crossrefType "journal-article" @default.
- W3135544356 hasAuthorship W3135544356A5052421436 @default.
- W3135544356 hasAuthorship W3135544356A5075916540 @default.
- W3135544356 hasBestOaLocation W31355443561 @default.
- W3135544356 hasConcept C119857082 @default.
- W3135544356 hasConcept C124101348 @default.
- W3135544356 hasConcept C127413603 @default.
- W3135544356 hasConcept C142724271 @default.
- W3135544356 hasConcept C154945302 @default.
- W3135544356 hasConcept C15744967 @default.
- W3135544356 hasConcept C160920958 @default.
- W3135544356 hasConcept C176217482 @default.
- W3135544356 hasConcept C204787440 @default.
- W3135544356 hasConcept C21547014 @default.
- W3135544356 hasConcept C24756922 @default.
- W3135544356 hasConcept C2522767166 @default.
- W3135544356 hasConcept C2779965156 @default.
- W3135544356 hasConcept C2780586970 @default.
- W3135544356 hasConcept C41008148 @default.
- W3135544356 hasConcept C71924100 @default.
- W3135544356 hasConcept C77805123 @default.
- W3135544356 hasConceptScore W3135544356C119857082 @default.
- W3135544356 hasConceptScore W3135544356C124101348 @default.
- W3135544356 hasConceptScore W3135544356C127413603 @default.
- W3135544356 hasConceptScore W3135544356C142724271 @default.
- W3135544356 hasConceptScore W3135544356C154945302 @default.
- W3135544356 hasConceptScore W3135544356C15744967 @default.
- W3135544356 hasConceptScore W3135544356C160920958 @default.
- W3135544356 hasConceptScore W3135544356C176217482 @default.
- W3135544356 hasConceptScore W3135544356C204787440 @default.
- W3135544356 hasConceptScore W3135544356C21547014 @default.
- W3135544356 hasConceptScore W3135544356C24756922 @default.
- W3135544356 hasConceptScore W3135544356C2522767166 @default.
- W3135544356 hasConceptScore W3135544356C2779965156 @default.
- W3135544356 hasConceptScore W3135544356C2780586970 @default.
- W3135544356 hasConceptScore W3135544356C41008148 @default.
- W3135544356 hasConceptScore W3135544356C71924100 @default.
- W3135544356 hasConceptScore W3135544356C77805123 @default.
- W3135544356 hasIssue "5" @default.
- W3135544356 hasLocation W31355443561 @default.
- W3135544356 hasLocation W31355443562 @default.
- W3135544356 hasOpenAccess W3135544356 @default.
- W3135544356 hasPrimaryLocation W31355443561 @default.
- W3135544356 hasRelatedWork W2104700403 @default.
- W3135544356 hasRelatedWork W2125183513 @default.
- W3135544356 hasRelatedWork W2133515697 @default.
- W3135544356 hasRelatedWork W2377333748 @default.
- W3135544356 hasRelatedWork W2406532298 @default.
- W3135544356 hasRelatedWork W2961085424 @default.
- W3135544356 hasRelatedWork W4200027480 @default.
- W3135544356 hasRelatedWork W4306674287 @default.
- W3135544356 hasRelatedWork W4310917402 @default.
- W3135544356 hasRelatedWork W4360971371 @default.
- W3135544356 hasVolume "11" @default.
- W3135544356 isParatext "false" @default.
- W3135544356 isRetracted "false" @default.
- W3135544356 magId "3135544356" @default.
- W3135544356 workType "article" @default.