least angle regression (LARS)
GPTKB entity
Statements (27)
| Predicate | Object |
|---|---|
| gptkbp:instanceOf |
statistical analysis
regression algorithm |
| gptkbp:abbreviation |
gptkb:LARS
|
| gptkbp:advantage |
computational efficiency
interpretable results |
| gptkbp:canBe |
model selection
variable selection |
| gptkbp:field |
gptkb:machine_learning
statistics |
| gptkbp:handles |
high-dimensional data
|
| https://www.w3.org/2000/01/rdf-schema#label |
least angle regression (LARS)
|
| gptkbp:introducedIn |
2002
|
| gptkbp:inventedBy |
gptkb:Robert_Tibshirani
gptkb:Trevor_Hastie gptkb:Bradley_Efron gptkb:Iain_Johnstone |
| gptkbp:output |
sparse model
|
| gptkbp:publishedIn |
gptkb:Annals_of_Statistics
|
| gptkbp:relatedTo |
gptkb:LASSO
forward stepwise regression orthogonal matching pursuit |
| gptkbp:stepwiseProcedure |
yes
|
| gptkbp:supportsAlgorithm |
greedy algorithm
|
| gptkbp:usedFor |
feature selection
linear regression |
| gptkbp:bfsParent |
gptkb:Lasso_regression
|
| gptkbp:bfsLayer |
6
|