Matches in SemOpenAlex for { <https://semopenalex.org/work/W4387156685> ?p ?o ?g. }
Showing items 1 to 88 of
88
with 100 items per page.
- W4387156685 abstract "Genome-wide association studies (GWAS) are used to identify relationships between genetic variations and specific traits. When applied to high-dimensional medical imaging data, a key step is to extract lower-dimensional, yet informative representations of the data as traits. Representation learning for imaging genetics is largely under-explored due to the unique challenges posed by GWAS in comparison to typical visual representation learning. In this study, we tackle this problem from the mutual information (MI) perspective by identifying key limitations of existing methods. We introduce a trans-modal learning framework Genetic InfoMax (GIM), including a regularized MI estimator and a novel genetics-informed transformer to address the specific challenges of GWAS. We evaluate GIM on human brain 3D MRI data and establish standardized evaluation protocols to compare it to existing approaches. Our results demonstrate the effectiveness of GIM and a significantly improved performance on GWAS." @default.
- W4387156685 created "2023-09-30" @default.
- W4387156685 creator A5012354604 @default.
- W4387156685 creator A5032862429 @default.
- W4387156685 creator A5052278550 @default.
- W4387156685 creator A5059534211 @default.
- W4387156685 creator A5040035592 @default.
- W4387156685 date "2023-09-26" @default.
- W4387156685 modified "2023-10-14" @default.
- W4387156685 title "Genetic InfoMax: Exploring Mutual Information Maximization in High-Dimensional Imaging Genetics Studies." @default.
- W4387156685 hasPubMedId "https://pubmed.ncbi.nlm.nih.gov/37808096" @default.
- W4387156685 hasPublicationYear "2023" @default.
- W4387156685 type Work @default.
- W4387156685 citedByCount "0" @default.
- W4387156685 crossrefType "posted-content" @default.
- W4387156685 hasAuthorship W4387156685A5012354604 @default.
- W4387156685 hasAuthorship W4387156685A5032862429 @default.
- W4387156685 hasAuthorship W4387156685A5040035592 @default.
- W4387156685 hasAuthorship W4387156685A5052278550 @default.
- W4387156685 hasAuthorship W4387156685A5059534211 @default.
- W4387156685 hasBestOaLocation W43871566851 @default.
- W4387156685 hasConcept C104317684 @default.
- W4387156685 hasConcept C105795698 @default.
- W4387156685 hasConcept C106208931 @default.
- W4387156685 hasConcept C119857082 @default.
- W4387156685 hasConcept C120317606 @default.
- W4387156685 hasConcept C127162648 @default.
- W4387156685 hasConcept C135763542 @default.
- W4387156685 hasConcept C152139883 @default.
- W4387156685 hasConcept C153209595 @default.
- W4387156685 hasConcept C153402090 @default.
- W4387156685 hasConcept C154945302 @default.
- W4387156685 hasConcept C169760540 @default.
- W4387156685 hasConcept C17744445 @default.
- W4387156685 hasConcept C18183760 @default.
- W4387156685 hasConcept C185429906 @default.
- W4387156685 hasConcept C186413461 @default.
- W4387156685 hasConcept C199539241 @default.
- W4387156685 hasConcept C2776359362 @default.
- W4387156685 hasConcept C31258907 @default.
- W4387156685 hasConcept C33923547 @default.
- W4387156685 hasConcept C41008148 @default.
- W4387156685 hasConcept C54355233 @default.
- W4387156685 hasConcept C58693492 @default.
- W4387156685 hasConcept C86803240 @default.
- W4387156685 hasConcept C94625758 @default.
- W4387156685 hasConceptScore W4387156685C104317684 @default.
- W4387156685 hasConceptScore W4387156685C105795698 @default.
- W4387156685 hasConceptScore W4387156685C106208931 @default.
- W4387156685 hasConceptScore W4387156685C119857082 @default.
- W4387156685 hasConceptScore W4387156685C120317606 @default.
- W4387156685 hasConceptScore W4387156685C127162648 @default.
- W4387156685 hasConceptScore W4387156685C135763542 @default.
- W4387156685 hasConceptScore W4387156685C152139883 @default.
- W4387156685 hasConceptScore W4387156685C153209595 @default.
- W4387156685 hasConceptScore W4387156685C153402090 @default.
- W4387156685 hasConceptScore W4387156685C154945302 @default.
- W4387156685 hasConceptScore W4387156685C169760540 @default.
- W4387156685 hasConceptScore W4387156685C17744445 @default.
- W4387156685 hasConceptScore W4387156685C18183760 @default.
- W4387156685 hasConceptScore W4387156685C185429906 @default.
- W4387156685 hasConceptScore W4387156685C186413461 @default.
- W4387156685 hasConceptScore W4387156685C199539241 @default.
- W4387156685 hasConceptScore W4387156685C2776359362 @default.
- W4387156685 hasConceptScore W4387156685C31258907 @default.
- W4387156685 hasConceptScore W4387156685C33923547 @default.
- W4387156685 hasConceptScore W4387156685C41008148 @default.
- W4387156685 hasConceptScore W4387156685C54355233 @default.
- W4387156685 hasConceptScore W4387156685C58693492 @default.
- W4387156685 hasConceptScore W4387156685C86803240 @default.
- W4387156685 hasConceptScore W4387156685C94625758 @default.
- W4387156685 hasLocation W43871566851 @default.
- W4387156685 hasLocation W43871566852 @default.
- W4387156685 hasOpenAccess W4387156685 @default.
- W4387156685 hasPrimaryLocation W43871566851 @default.
- W4387156685 hasRelatedWork W1833833977 @default.
- W4387156685 hasRelatedWork W1971424770 @default.
- W4387156685 hasRelatedWork W2066467839 @default.
- W4387156685 hasRelatedWork W2111842731 @default.
- W4387156685 hasRelatedWork W2142105644 @default.
- W4387156685 hasRelatedWork W2146711600 @default.
- W4387156685 hasRelatedWork W2157319902 @default.
- W4387156685 hasRelatedWork W2594299395 @default.
- W4387156685 hasRelatedWork W2765794416 @default.
- W4387156685 hasRelatedWork W2805168298 @default.
- W4387156685 isParatext "false" @default.
- W4387156685 isRetracted "false" @default.
- W4387156685 workType "article" @default.