FRINK Linked Data Fragments server

Matches in SemOpenAlex for { <https://semopenalex.org/work/W2948742611> ?p ?o ?g. }

• W2948742611 endingPage "302" @default.
• W2948742611 startingPage "288" @default.
• W2948742611 abstract "Network models are gaining popularity as a way to estimate direct effects among psychological variables and investigate the structure of constructs. A key feature of network estimation is determining which edges are likely to be non-zero. In psychology, this is commonly achieved through the graphical lasso regularization method that estimates a precision matrix of Gaussian variables using an ℓ1-penalty to push small values to zero. A tuning parameter, λ, controls the sparsity of the network. There are many methods to select λ, which can lead to vastly different graphs. The most common approach in psychological network applications is to minimize the extended Bayesian information criterion, but the consistency of this method for model selection has primarily been examined in high dimensional settings (i.e., n < p) that are uncommon in psychology. Further, there is some evidence that alternative selection methods may have superior performance. Here, using simulation, we compare four different methods for selecting λ, including the stability approach to regularization selection (StARS), K-fold cross-validation, the rotation information criterion (RIC), and the extended Bayesian information criterion (EBIC). Our results demonstrate that penalty parameter selection should be made based on data characteristics and the inferential goal (e.g., to increase sensitivity versus to avoid false positives). We end with recommendations for selecting the penalty parameter when using the graphical lasso." @default.
• W2948742611 created "2019-06-14" @default.
• W2948742611 creator A5039581002 @default.
• W2948742611 creator A5043821244 @default.
• W2948742611 date "2019-11-01" @default.
• W2948742611 modified "2023-10-10" @default.
• W2948742611 title "On Penalty Parameter Selection for Estimating Network Models" @default.
• W2948742611 cites W1830012423 @default.
• W2948742611 cites W1963522244 @default.
• W2948742611 cites W1968694834 @default.
• W2948742611 cites W1990551862 @default.
• W2948742611 cites W1993518153 @default.
• W2948742611 cites W1995436190 @default.
• W2948742611 cites W2025930196 @default.
• W2948742611 cites W2063978378 @default.
• W2948742611 cites W2088526229 @default.
• W2948742611 cites W2089763487 @default.
• W2948742611 cites W2132555912 @default.
• W2948742611 cites W2138477261 @default.
• W2948742611 cites W2138817410 @default.
• W2948742611 cites W2142897908 @default.
• W2948742611 cites W2162041430 @default.
• W2948742611 cites W2162896254 @default.
• W2948742611 cites W2272700822 @default.
• W2948742611 cites W2284729062 @default.
• W2948742611 cites W2312839476 @default.
• W2948742611 cites W2462099493 @default.
• W2948742611 cites W2469324137 @default.
• W2948742611 cites W2519546524 @default.
• W2948742611 cites W2559883979 @default.
• W2948742611 cites W2566776288 @default.
• W2948742611 cites W2582550385 @default.
• W2948742611 cites W2760585068 @default.
• W2948742611 cites W2778429268 @default.
• W2948742611 cites W2799481023 @default.
• W2948742611 cites W2939369243 @default.
• W2948742611 cites W2952839475 @default.
• W2948742611 cites W2963778672 @default.
• W2948742611 cites W3098834468 @default.
• W2948742611 cites W3098888484 @default.
• W2948742611 cites W3126123762 @default.
• W2948742611 cites W3133236490 @default.
• W2948742611 cites W4242614154 @default.
• W2948742611 cites W4255978625 @default.
• W2948742611 cites W4294541781 @default.
• W2948742611 doi "https://doi.org/10.1080/00273171.2019.1672516" @default.
• W2948742611 hasPubMedId "https://pubmed.ncbi.nlm.nih.gov/31672065" @default.
• W2948742611 hasPublicationYear "2019" @default.
• W2948742611 type Work @default.
• W2948742611 sameAs 2948742611 @default.
• W2948742611 citedByCount "17" @default.
• W2948742611 countsByYear W29487426112020 @default.
• W2948742611 countsByYear W29487426112021 @default.
• W2948742611 countsByYear W29487426112022 @default.
• W2948742611 countsByYear W29487426112023 @default.
• W2948742611 crossrefType "journal-article" @default.
• W2948742611 hasAuthorship W2948742611A5039581002 @default.
• W2948742611 hasAuthorship W2948742611A5043821244 @default.
• W2948742611 hasConcept C107673813 @default.
• W2948742611 hasConcept C11413529 @default.
• W2948742611 hasConcept C119857082 @default.
• W2948742611 hasConcept C124101348 @default.
• W2948742611 hasConcept C126255220 @default.
• W2948742611 hasConcept C136764020 @default.
• W2948742611 hasConcept C148483581 @default.
• W2948742611 hasConcept C154945302 @default.
• W2948742611 hasConcept C155846161 @default.
• W2948742611 hasConcept C160234255 @default.
• W2948742611 hasConcept C168136583 @default.
• W2948742611 hasConcept C17634605 @default.
• W2948742611 hasConcept C2776135515 @default.
• W2948742611 hasConcept C2776709221 @default.
• W2948742611 hasConcept C33923547 @default.
• W2948742611 hasConcept C37616216 @default.
• W2948742611 hasConcept C41008148 @default.
• W2948742611 hasConcept C6180225 @default.
• W2948742611 hasConcept C93959086 @default.
• W2948742611 hasConceptScore W2948742611C107673813 @default.
• W2948742611 hasConceptScore W2948742611C11413529 @default.
• W2948742611 hasConceptScore W2948742611C119857082 @default.
• W2948742611 hasConceptScore W2948742611C124101348 @default.
• W2948742611 hasConceptScore W2948742611C126255220 @default.
• W2948742611 hasConceptScore W2948742611C136764020 @default.
• W2948742611 hasConceptScore W2948742611C148483581 @default.
• W2948742611 hasConceptScore W2948742611C154945302 @default.
• W2948742611 hasConceptScore W2948742611C155846161 @default.
• W2948742611 hasConceptScore W2948742611C160234255 @default.
• W2948742611 hasConceptScore W2948742611C168136583 @default.
• W2948742611 hasConceptScore W2948742611C17634605 @default.
• W2948742611 hasConceptScore W2948742611C2776135515 @default.
• W2948742611 hasConceptScore W2948742611C2776709221 @default.
• W2948742611 hasConceptScore W2948742611C33923547 @default.
• W2948742611 hasConceptScore W2948742611C37616216 @default.
• W2948742611 hasConceptScore W2948742611C41008148 @default.
• W2948742611 hasConceptScore W2948742611C6180225 @default.
• W2948742611 hasConceptScore W2948742611C93959086 @default.
• W2948742611 hasIssue "2" @default.
• W2948742611 hasLocation W29487426111 @default.

• next