FRINK Linked Data Fragments server

Matches in SemOpenAlex for { <https://semopenalex.org/work/W1978754687> ?p ?o ?g. }

• W1978754687 endingPage "676" @default.
• W1978754687 startingPage "665" @default.
• W1978754687 abstract "Univariate statistical approaches are often used for the analysis of neuroimaging data but are unable to detect subtle interactions between different components of brain activity. In contrast, multivariate approaches that use classification as a basis are well-suited to detect such interactions, allowing the analysis of neuroimaging data on the single trial level. However, multivariate approaches typically assign a non-zero contribution to every component, making interpretation of the results troublesome. This paper introduces groupwise regularisation as a novel method for finding sparse, and therefore easy to interpret, models that are able to predict the experimental condition to which single trials belong. Furthermore, the obtained models can be constrained in various ways by placing features extracted from the data that are thought to belong together into groups. In order to learn models from data, we introduce a new algorithm that makes use of stability conditions that have been derived in this paper. The algorithm is used to classify multisensor EEG signals recorded for a motor imagery task using (groupwise) regularised logistic regression as the underlying classifier. We show that regularisation dramatically reduces the number of features without reducing the classification rate. This improves model interpretability as it finds features in the data such as mu and beta desynchronisation in the motor cortex contralateral to the imagined movement. By choosing particular groupings we can constrain the regularised solutions such that a lower number of sensors is used or a model is obtained that generalises well over subjects. The identification of a small number of groups of features that best explain the data make groupwise regularisation a useful new tool for single trial analysis." @default.
• W1978754687 created "2016-06-24" @default.
• W1978754687 creator A5015444349 @default.
• W1978754687 creator A5041456988 @default.
• W1978754687 creator A5054638114 @default.
• W1978754687 creator A5079095273 @default.
• W1978754687 date "2009-07-01" @default.
• W1978754687 modified "2023-10-15" @default.
• W1978754687 title "Interpreting single trial data using groupwise regularisation" @default.
• W1978754687 cites W1524688041 @default.
• W1978754687 cites W1973057398 @default.
• W1978754687 cites W1979724690 @default.
• W1978754687 cites W2006082701 @default.
• W1978754687 cites W2007364043 @default.
• W1978754687 cites W2010371409 @default.
• W1978754687 cites W2011873184 @default.
• W1978754687 cites W2024560606 @default.
• W1978754687 cites W2041050058 @default.
• W1978754687 cites W2049585061 @default.
• W1978754687 cites W2087733543 @default.
• W1978754687 cites W2089632738 @default.
• W1978754687 cites W2106006415 @default.
• W1978754687 cites W2106398669 @default.
• W1978754687 cites W2106664807 @default.
• W1978754687 cites W2109100179 @default.
• W1978754687 cites W2112532472 @default.
• W1978754687 cites W2112865076 @default.
• W1978754687 cites W2116308679 @default.
• W1978754687 cites W2116649573 @default.
• W1978754687 cites W2118320651 @default.
• W1978754687 cites W2123923307 @default.
• W1978754687 cites W2135894974 @default.
• W1978754687 cites W2138019504 @default.
• W1978754687 cites W2150579376 @default.
• W1978754687 cites W2151971984 @default.
• W1978754687 cites W2163159877 @default.
• W1978754687 cites W2512603352 @default.
• W1978754687 doi "https://doi.org/10.1016/j.neuroimage.2009.02.041" @default.
• W1978754687 hasPubMedId "https://pubmed.ncbi.nlm.nih.gov/19285139" @default.
• W1978754687 hasPublicationYear "2009" @default.
• W1978754687 type Work @default.
• W1978754687 sameAs 1978754687 @default.
• W1978754687 citedByCount "45" @default.
• W1978754687 countsByYear W19787546872012 @default.
• W1978754687 countsByYear W19787546872013 @default.
• W1978754687 countsByYear W19787546872014 @default.
• W1978754687 countsByYear W19787546872015 @default.
• W1978754687 countsByYear W19787546872016 @default.
• W1978754687 countsByYear W19787546872017 @default.
• W1978754687 countsByYear W19787546872019 @default.
• W1978754687 countsByYear W19787546872020 @default.
• W1978754687 countsByYear W19787546872023 @default.
• W1978754687 crossrefType "journal-article" @default.
• W1978754687 hasAuthorship W1978754687A5015444349 @default.
• W1978754687 hasAuthorship W1978754687A5041456988 @default.
• W1978754687 hasAuthorship W1978754687A5054638114 @default.
• W1978754687 hasAuthorship W1978754687A5079095273 @default.
• W1978754687 hasBestOaLocation W19787546872 @default.
• W1978754687 hasConcept C116834253 @default.
• W1978754687 hasConcept C118552586 @default.
• W1978754687 hasConcept C119857082 @default.
• W1978754687 hasConcept C124101348 @default.
• W1978754687 hasConcept C151956035 @default.
• W1978754687 hasConcept C153180895 @default.
• W1978754687 hasConcept C154945302 @default.
• W1978754687 hasConcept C15744967 @default.
• W1978754687 hasConcept C161584116 @default.
• W1978754687 hasConcept C199163554 @default.
• W1978754687 hasConcept C2781067378 @default.
• W1978754687 hasConcept C41008148 @default.
• W1978754687 hasConcept C58693492 @default.
• W1978754687 hasConcept C59822182 @default.
• W1978754687 hasConcept C86803240 @default.
• W1978754687 hasConcept C95623464 @default.
• W1978754687 hasConceptScore W1978754687C116834253 @default.
• W1978754687 hasConceptScore W1978754687C118552586 @default.
• W1978754687 hasConceptScore W1978754687C119857082 @default.
• W1978754687 hasConceptScore W1978754687C124101348 @default.
• W1978754687 hasConceptScore W1978754687C151956035 @default.
• W1978754687 hasConceptScore W1978754687C153180895 @default.
• W1978754687 hasConceptScore W1978754687C154945302 @default.
• W1978754687 hasConceptScore W1978754687C15744967 @default.
• W1978754687 hasConceptScore W1978754687C161584116 @default.
• W1978754687 hasConceptScore W1978754687C199163554 @default.
• W1978754687 hasConceptScore W1978754687C2781067378 @default.
• W1978754687 hasConceptScore W1978754687C41008148 @default.
• W1978754687 hasConceptScore W1978754687C58693492 @default.
• W1978754687 hasConceptScore W1978754687C59822182 @default.
• W1978754687 hasConceptScore W1978754687C86803240 @default.
• W1978754687 hasConceptScore W1978754687C95623464 @default.
• W1978754687 hasIssue "3" @default.
• W1978754687 hasLocation W19787546871 @default.
• W1978754687 hasLocation W19787546872 @default.
• W1978754687 hasLocation W19787546873 @default.
• W1978754687 hasOpenAccess W1978754687 @default.
• W1978754687 hasPrimaryLocation W19787546871 @default.
• W1978754687 hasRelatedWork W1828158523 @default.
• W1978754687 hasRelatedWork W1985848810 @default.

• next