Matches in SemOpenAlex for { <https://semopenalex.org/work/W4323076512> ?p ?o ?g. }
Showing items 1 to 75 of
75
with 100 items per page.
- W4323076512 abstract "The recent efforts in automation of machine learning or data science has achieved success in various tasks such as hyper-parameter optimization or model selection. However, key areas such as utilizing domain knowledge and data semantics are areas where we have seen little automation. Data Scientists have long leveraged common sense reasoning and domain knowledge to understand and enrich data for building predictive models. In this paper we discuss important shortcomings of current data science and machine learning solutions. We then envision how leveraging semantic understanding and reasoning on data in combination with novel tools for data science automation can help with consistent and explainable data augmentation and transformation. Additionally, we discuss how semantics can assist data scientists in a new manner by helping with challenges related to trust, bias, and explainability in machine learning. Semantic annotation can also help better explore and organize large data sources." @default.
- W4323076512 created "2023-03-05" @default.
- W4323076512 creator A5013455098 @default.
- W4323076512 creator A5035277014 @default.
- W4323076512 creator A5038532934 @default.
- W4323076512 creator A5085594669 @default.
- W4323076512 date "2023-03-02" @default.
- W4323076512 modified "2023-10-16" @default.
- W4323076512 title "A Vision for Semantically Enriched Data Science" @default.
- W4323076512 doi "https://doi.org/10.48550/arxiv.2303.01378" @default.
- W4323076512 hasPublicationYear "2023" @default.
- W4323076512 type Work @default.
- W4323076512 citedByCount "0" @default.
- W4323076512 crossrefType "posted-content" @default.
- W4323076512 hasAuthorship W4323076512A5013455098 @default.
- W4323076512 hasAuthorship W4323076512A5035277014 @default.
- W4323076512 hasAuthorship W4323076512A5038532934 @default.
- W4323076512 hasAuthorship W4323076512A5085594669 @default.
- W4323076512 hasBestOaLocation W43230765121 @default.
- W4323076512 hasConcept C115901376 @default.
- W4323076512 hasConcept C119857082 @default.
- W4323076512 hasConcept C124101348 @default.
- W4323076512 hasConcept C127413603 @default.
- W4323076512 hasConcept C134306372 @default.
- W4323076512 hasConcept C135572916 @default.
- W4323076512 hasConcept C150670458 @default.
- W4323076512 hasConcept C154945302 @default.
- W4323076512 hasConcept C184337299 @default.
- W4323076512 hasConcept C199360897 @default.
- W4323076512 hasConcept C207685749 @default.
- W4323076512 hasConcept C2522767166 @default.
- W4323076512 hasConcept C26517878 @default.
- W4323076512 hasConcept C2776321320 @default.
- W4323076512 hasConcept C33923547 @default.
- W4323076512 hasConcept C36503486 @default.
- W4323076512 hasConcept C38652104 @default.
- W4323076512 hasConcept C41008148 @default.
- W4323076512 hasConcept C78519656 @default.
- W4323076512 hasConcept C90312973 @default.
- W4323076512 hasConceptScore W4323076512C115901376 @default.
- W4323076512 hasConceptScore W4323076512C119857082 @default.
- W4323076512 hasConceptScore W4323076512C124101348 @default.
- W4323076512 hasConceptScore W4323076512C127413603 @default.
- W4323076512 hasConceptScore W4323076512C134306372 @default.
- W4323076512 hasConceptScore W4323076512C135572916 @default.
- W4323076512 hasConceptScore W4323076512C150670458 @default.
- W4323076512 hasConceptScore W4323076512C154945302 @default.
- W4323076512 hasConceptScore W4323076512C184337299 @default.
- W4323076512 hasConceptScore W4323076512C199360897 @default.
- W4323076512 hasConceptScore W4323076512C207685749 @default.
- W4323076512 hasConceptScore W4323076512C2522767166 @default.
- W4323076512 hasConceptScore W4323076512C26517878 @default.
- W4323076512 hasConceptScore W4323076512C2776321320 @default.
- W4323076512 hasConceptScore W4323076512C33923547 @default.
- W4323076512 hasConceptScore W4323076512C36503486 @default.
- W4323076512 hasConceptScore W4323076512C38652104 @default.
- W4323076512 hasConceptScore W4323076512C41008148 @default.
- W4323076512 hasConceptScore W4323076512C78519656 @default.
- W4323076512 hasConceptScore W4323076512C90312973 @default.
- W4323076512 hasLocation W43230765121 @default.
- W4323076512 hasOpenAccess W4323076512 @default.
- W4323076512 hasPrimaryLocation W43230765121 @default.
- W4323076512 hasRelatedWork W1549203972 @default.
- W4323076512 hasRelatedWork W1600455452 @default.
- W4323076512 hasRelatedWork W2039425355 @default.
- W4323076512 hasRelatedWork W2358751369 @default.
- W4323076512 hasRelatedWork W2409826714 @default.
- W4323076512 hasRelatedWork W2947809439 @default.
- W4323076512 hasRelatedWork W3153922349 @default.
- W4323076512 hasRelatedWork W3214915308 @default.
- W4323076512 hasRelatedWork W4210794429 @default.
- W4323076512 hasRelatedWork W4313681550 @default.
- W4323076512 isParatext "false" @default.
- W4323076512 isRetracted "false" @default.
- W4323076512 workType "article" @default.