Matches in SemOpenAlex for { <https://semopenalex.org/work/W2994615612> ?p ?o ?g. }
Showing items 1 to 97 of
97
with 100 items per page.
- W2994615612 abstract "Discriminating between causality and correlation is a major problem in machine learning, and theoretical tools for determining causality are still being developed. However, people commonly make causality judgments and are often correct, even in unfamiliar domains. What are humans doing to make these judgments? This paper examines differences in human experts' and non-experts' ability to attribute causality by comparing their performances to those of machine-learning algorithms. We collected human judgments by using Amazon Mechanical Turk (MTurk) and then divided the human subjects into two groups: experts and non-experts. We also prepared and non-expert machine algorithms based on different training of convolutional neural network (CNN) models. The results showed that human experts' judgments were similar to those made by an expert CNN model trained on a large number of examples from the target domain. The human non-experts' judgments resembled the prediction outputs of the CNN model that was trained on only the small number of examples used during the MTurk instruction. We also analyzed the differences between the and non-expert machine algorithms based on their neural representations to evaluate the performances, providing insight into the human experts' and non-experts' cognitive abilities." @default.
- W2994615612 created "2019-12-26" @default.
- W2994615612 creator A5015670174 @default.
- W2994615612 creator A5067118505 @default.
- W2994615612 creator A5072690374 @default.
- W2994615612 creator A5080162917 @default.
- W2994615612 date "2019-12-19" @default.
- W2994615612 modified "2023-09-24" @default.
- W2994615612 title "Understanding Human Judgments of Causality" @default.
- W2994615612 cites W1514100359 @default.
- W2994615612 cites W1692173902 @default.
- W2994615612 cites W183657245 @default.
- W2994615612 cites W1850984366 @default.
- W2994615612 cites W2031972738 @default.
- W2994615612 cites W2095705004 @default.
- W2994615612 cites W2110485445 @default.
- W2994615612 cites W2112796928 @default.
- W2994615612 cites W2118588614 @default.
- W2994615612 cites W2135285687 @default.
- W2994615612 cites W2155541015 @default.
- W2994615612 cites W2187089797 @default.
- W2994615612 cites W2194321275 @default.
- W2994615612 cites W2221507685 @default.
- W2994615612 cites W2225438664 @default.
- W2994615612 cites W2267642228 @default.
- W2994615612 cites W2328078142 @default.
- W2994615612 cites W2463470988 @default.
- W2994615612 cites W2550944152 @default.
- W2994615612 cites W2604191347 @default.
- W2994615612 cites W2919115771 @default.
- W2994615612 cites W6908809 @default.
- W2994615612 hasPublicationYear "2019" @default.
- W2994615612 type Work @default.
- W2994615612 sameAs 2994615612 @default.
- W2994615612 citedByCount "0" @default.
- W2994615612 crossrefType "posted-content" @default.
- W2994615612 hasAuthorship W2994615612A5015670174 @default.
- W2994615612 hasAuthorship W2994615612A5067118505 @default.
- W2994615612 hasAuthorship W2994615612A5072690374 @default.
- W2994615612 hasAuthorship W2994615612A5080162917 @default.
- W2994615612 hasConcept C119857082 @default.
- W2994615612 hasConcept C121332964 @default.
- W2994615612 hasConcept C134306372 @default.
- W2994615612 hasConcept C154945302 @default.
- W2994615612 hasConcept C15744967 @default.
- W2994615612 hasConcept C169760540 @default.
- W2994615612 hasConcept C169900460 @default.
- W2994615612 hasConcept C204321447 @default.
- W2994615612 hasConcept C33923547 @default.
- W2994615612 hasConcept C36503486 @default.
- W2994615612 hasConcept C41008148 @default.
- W2994615612 hasConcept C50644808 @default.
- W2994615612 hasConcept C62520636 @default.
- W2994615612 hasConcept C64357122 @default.
- W2994615612 hasConcept C81363708 @default.
- W2994615612 hasConceptScore W2994615612C119857082 @default.
- W2994615612 hasConceptScore W2994615612C121332964 @default.
- W2994615612 hasConceptScore W2994615612C134306372 @default.
- W2994615612 hasConceptScore W2994615612C154945302 @default.
- W2994615612 hasConceptScore W2994615612C15744967 @default.
- W2994615612 hasConceptScore W2994615612C169760540 @default.
- W2994615612 hasConceptScore W2994615612C169900460 @default.
- W2994615612 hasConceptScore W2994615612C204321447 @default.
- W2994615612 hasConceptScore W2994615612C33923547 @default.
- W2994615612 hasConceptScore W2994615612C36503486 @default.
- W2994615612 hasConceptScore W2994615612C41008148 @default.
- W2994615612 hasConceptScore W2994615612C50644808 @default.
- W2994615612 hasConceptScore W2994615612C62520636 @default.
- W2994615612 hasConceptScore W2994615612C64357122 @default.
- W2994615612 hasConceptScore W2994615612C81363708 @default.
- W2994615612 hasLocation W29946156121 @default.
- W2994615612 hasOpenAccess W2994615612 @default.
- W2994615612 hasPrimaryLocation W29946156121 @default.
- W2994615612 hasRelatedWork W1927933524 @default.
- W2994615612 hasRelatedWork W1970291240 @default.
- W2994615612 hasRelatedWork W1985171834 @default.
- W2994615612 hasRelatedWork W2056318332 @default.
- W2994615612 hasRelatedWork W2104947942 @default.
- W2994615612 hasRelatedWork W2159048649 @default.
- W2994615612 hasRelatedWork W2251413766 @default.
- W2994615612 hasRelatedWork W2398792240 @default.
- W2994615612 hasRelatedWork W2478606467 @default.
- W2994615612 hasRelatedWork W2588305056 @default.
- W2994615612 hasRelatedWork W2739567684 @default.
- W2994615612 hasRelatedWork W2889634735 @default.
- W2994615612 hasRelatedWork W2901786754 @default.
- W2994615612 hasRelatedWork W2942071222 @default.
- W2994615612 hasRelatedWork W2972722138 @default.
- W2994615612 hasRelatedWork W3080092187 @default.
- W2994615612 hasRelatedWork W3184469701 @default.
- W2994615612 hasRelatedWork W3210848981 @default.
- W2994615612 hasRelatedWork W69918181 @default.
- W2994615612 hasRelatedWork W3098335998 @default.
- W2994615612 isParatext "false" @default.
- W2994615612 isRetracted "false" @default.
- W2994615612 magId "2994615612" @default.
- W2994615612 workType "article" @default.