Man pages for lessSEM
Non-Smooth Regularization for Structural Equation Models
| adaptiveLasso | adaptiveLasso |
| addCappedL1 | addCappedL1 |
| addElasticNet | addElasticNet |
| addLasso | addLasso |
| addLsp | addLsp |
| addMcp | addMcp |
| addScad | addScad |
| AIC-gpRegularized-method | AIC |
| AIC-Rcpp_mgSEM-method | AIC |
| AIC-Rcpp_SEMCpp-method | AIC |
| AIC-regularizedSEM-method | AIC |
| AIC-regularizedSEMMixedPenalty-method | AIC |
| AIC-regularizedSEMWithCustomPenalty-method | AIC |
| bfgs | bfgs |
| bfgsEnet | smoothly approximated elastic net |
| bfgsEnetMgSEM | smoothly approximated elastic net |
| bfgsEnetSEM | smoothly approximated elastic net |
| BIC-gpRegularized-method | BIC |
| BIC-Rcpp_mgSEM-method | BIC |
| BIC-Rcpp_SEMCpp-method | BIC |
| BIC-regularizedSEM-method | BIC |
| BIC-regularizedSEMMixedPenalty-method | BIC |
| BIC-regularizedSEMWithCustomPenalty-method | BIC |
| callFitFunction | callFitFunction |
| cappedL1 | cappedL1 |
| coef-cvRegularizedSEM-method | coef |
| coef-gpRegularized-method | coef |
| coef-Rcpp_mgSEM-method | coef |
| coef-Rcpp_SEMCpp-method | coef |
| coef-regularizedSEM-method | coef |
| coef-regularizedSEMMixedPenalty-method | coef |
| coef-regularizedSEMWithCustomPenalty-method | coef |
| controlBFGS | controlBFGS |
| controlGlmnet | controlGlmnet |
| controlIsta | controlIsta |
| covariances | covariances |
| createSubsets | createSubsets |
| curveLambda | curveLambda |
| cvAdaptiveLasso | cvAdaptiveLasso |
| cvCappedL1 | cvCappedL1 |
| cvElasticNet | cvElasticNet |
| cvLasso | cvLasso |
| cvLsp | cvLsp |
| cvMcp | cvMcp |
| cvRegularizedSEM-class | Class for cross-validated regularized SEM |
| cvRidge | cvRidge |
| cvRidgeBfgs | cvRidgeBfgs |
| cvScad | cvScad |
| cvScaler | cvScaler |
| cvSmoothAdaptiveLasso | cvSmoothAdaptiveLasso |
| cvSmoothElasticNet | cvSmoothElasticNet |
| cvSmoothLasso | cvSmoothLasso |
| dot-adaptBreakingForWls | .adaptBreakingForWls |
| dot-addMeanStructure | .addMeanStructure |
| dot-checkLavaanModel | .checkLavaanModel |
| dot-checkPenalties | .checkPenalties |
| dot-compileTransformations | .compileTransformations |
| dot-computeInitialHessian | .computeInitialHessian |
| dot-createMultiGroupTransformations | .createMultiGroupTransformations |
| dot-createParameterTable | .createParameterTable |
| dot-createRcppTransformationFunction | .createRcppTransformationFunction |
| dot-createTransformations | .createTransformations |
| dot-cvregsem2LavaanParameters | .cvregsem2LavaanParameters |
| dot-cvRegularizeSEMInternal | .cvRegularizeSEMInternal |
| dot-cvRegularizeSmoothSEMInternal | .cvRegularizeSmoothSEMInternal |
| dot-defineDerivatives | .defineDerivatives |
| dot-extractParametersFromSyntax | .extractParametersFromSyntax |
| dot-extractSEMFromLavaan | .extractSEMFromLavaan |
| dot-fit | .fit |
| dot-fitElasticNetMix | .fitElasticNetMix |
| dot-fitFunction | .fitFunction |
| dot-fitMix | .fitMix |
| dot-getGradients | .getGradients |
| dot-getHessian | .getHessian |
| dot-getMaxLambda_C | .getMaxLambda_C |
| dot-getParameters | .getParameters |
| dot-getRawData | .getRawData |
| dot-getScores | .getScores |
| dot-gpGetMaxLambda | .gpGetMaxLambda |
| dot-gpOptimizationInternal | .gpOptimizationInternal |
| dot-gradientFunction | .gradientFunction |
| dot-initializeMultiGroupSEMForRegularization | .initializeMultiGroupSEMForRegularization |
| dot-initializeSEMForRegularization | .initializeSEMForRegularization |
| dot-initializeWeights | .initializeWeights |
| dot-labelLavaanParameters | .labelLavaanParameters |
| dot-lavaan2regsemLabels | .lavaan2regsemLabels |
| dot-likelihoodRatioFit | .likelihoodRatioFit |
| dot-makeSingleLine | .makeSingleLine |
| dot-multiGroupSEMFromLavaan | .multiGroupSEMFromLavaan |
| dot-noDotDotDot | .noDotDotDot |
| dot-penaltyTypes | .penaltyTypes |
| dot-reduceSyntax | .reduceSyntax |
| dot-regularizeSEMInternal | .regularizeSEMInternal |
| dot-regularizeSEMWithCustomPenaltyRsolnp | .regularizeSEMWithCustomPenaltyRsolnp |
| dot-regularizeSmoothSEMInternal | .regularizeSmoothSEMInternal |
| dot-ridgeGradient | .ridgeGradient |
| dot-ridgeHessian | .ridgeHessian |
| dot-ridgeValue | .ridgeValue |
| dot-SEMdata | .SEMdata |
| dot-SEMdataWLS | .SEMdataWLS |
| dot-SEMFromLavaan | .SEMFromLavaan |
| dot-setAMatrix | .setAMatrix |
| dot-setFmatrix | .setFmatrix |
| dot-setMVector | .setMVector |
| dot-setParameters | .setParameters |
| dot-setSMatrix | .setSMatrix |
| dot-setupMulticore | .setupMulticore |
| dot-smoothAdaptiveLASSOGradient | .smoothAdaptiveLASSOGradient |
| dot-smoothAdaptiveLASSOHessian | .smoothAdaptiveLASSOHessian |
| dot-smoothAdaptiveLASSOValue | .smoothAdaptiveLASSOValue |
| dot-smoothCappedL1Value | .smoothCappedL1Value |
| dot-smoothElasticNetGradient | .smoothElasticNetGradient |
| dot-smoothElasticNetHessian | .smoothElasticNetHessian |
| dot-smoothElasticNetValue | .smoothElasticNetValue |
| dot-smoothLASSOGradient | .smoothLASSOGradient |
| dot-smoothLASSOHessian | .smoothLASSOHessian |
| dot-smoothLASSOValue | .smoothLASSOValue |
| dot-smoothLspValue | .smoothLspValue |
| dot-smoothMcpValue | .smoothMcpValue |
| dot-smoothScadValue | .smoothScadValue |
| dot-standardErrors | .standardErrors |
| dot-updateLavaan | .updateLavaan |
| dot-useElasticNet | .useElasticNet |
| elasticNet | elasticNet |
| estimates | S4 method to exract the estimates of an object |
| estimates-cvRegularizedSEM-method | estimates |
| estimates-regularizedSEM-method | estimates |
| estimates-regularizedSEMMixedPenalty-method | estimates |
| fit | fit |
| fitIndices | S4 method to compute fit indices (e.g., AIC, BIC, ...) |
| fitIndices-cvRegularizedSEM-method | fitIndices |
| fitIndices-regularizedSEM-method | fitIndices |
| fitIndices-regularizedSEMMixedPenalty-method | fitIndices |
| getLavaanParameters | getLavaanParameters |
| getTuningParameterConfiguration | getTuningParameterConfiguration |
| glmnetCappedL1MgSEM | CappedL1 optimization with glmnet optimizer |
| glmnetCappedL1SEM | CappedL1 optimization with glmnet optimizer |
| glmnetEnetGeneralPurpose | elastic net optimization with glmnet optimizer |
| glmnetEnetGeneralPurposeCpp | elastic net optimization with glmnet optimizer |
| glmnetEnetMgSEM | elastic net optimization with glmnet optimizer |
| glmnetEnetSEM | elastic net optimization with glmnet optimizer |
| glmnetLspMgSEM | lsp optimization with glmnet optimizer |
| glmnetLspSEM | lsp optimization with glmnet optimizer |
| glmnetMcpMgSEM | mcp optimization with glmnet optimizer |
| glmnetMcpSEM | mcp optimization with glmnet optimizer |
| glmnetMixedMgSEM | mixed optimization with glmnet optimizer |
| glmnetMixedPenaltyGeneralPurpose | mixed optimization with glmnet optimizer |
| glmnetMixedPenaltyGeneralPurposeCpp | mixed optimization with glmnet optimizer |
| glmnetMixedSEM | mixed optimization with glmnet optimizer |
| glmnetScadMgSEM | scad optimization with glmnet optimizer |
| glmnetScadSEM | scad optimization with glmnet optimizer |
| gpAdaptiveLasso | gpAdaptiveLasso |
| gpAdaptiveLassoCpp | gpAdaptiveLassoCpp |
| gpCappedL1 | gpCappedL1 |
| gpCappedL1Cpp | gpCappedL1Cpp |
| gpElasticNet | gpElasticNet |
| gpElasticNetCpp | gpElasticNetCpp |
| gpLasso | gpLasso |
| gpLassoCpp | gpLassoCpp |
| gpLsp | gpLsp |
| gpLspCpp | gpLspCpp |
| gpMcp | gpMcp |
| gpMcpCpp | gpMcpCpp |
| gpRegularized-class | Class for regularized model using general purpose... |
| gpRidge | gpRidge |
| gpRidgeCpp | gpRidgeCpp |
| gpScad | gpScad |
| gpScadCpp | gpScadCpp |
| istaCappedL1mgSEM | cappedL1 optimization with ista |
| istaCappedL1SEM | cappedL1 optimization with ista |
| istaEnetGeneralPurpose | elastic net optimization with ista |
| istaEnetGeneralPurposeCpp | elastic net optimization with ista |
| istaEnetMgSEM | elastic net optimization with ista optimizer |
| istaEnetSEM | elastic net optimization with ista optimizer |
| istaLSPMgSEM | lsp optimization with ista |
| istaLSPSEM | lsp optimization with ista |
| istaMcpMgSEM | mcp optimization with ista |
| istaMcpSEM | mcp optimization with ista |
| istaMixedPenaltyGeneralPurpose | mixed penalty optimization with ista |
| istaMixedPenaltyGeneralPurposeCpp | mixed penalty optimization with ista |
| istaMixedPenaltymgSEM | mixed penalty optimization with ista |
| istaMixedPenaltySEM | mixed penalty optimization with ista |
| istaScadMgSEM | scad optimization with ista |
| istaScadSEM | scad optimization with ista |
| lasso | lasso |
| lavaan2lslxLabels | lavaan2lslxLabels |
| lessSEM | lessSEM |
| lessSEM2Lavaan | lessSEM2Lavaan |
| lessSEMCoef-class | Class for the coefficients estimated by lessSEM. |
| loadings | loadings |
| logicalMatch | logicalMatch |
| logLikelihood-class | Class for log-likelihood of regularized SEM. Note: we define... |
| logLik-Rcpp_mgSEM-method | logLik |
| logLik-Rcpp_SEMCpp-method | logLik |
| lsp | lsp |
| makePtrs | makePtrs |
| mcp | mcp |
| mcpPenalty_C | mcpPenalty_C |
| mgSEM | mgSEM class |
| mixedPenalty | mixedPenalty |
| modifyModel | modifyModel |
| newTau | newTau |
| plot-cvRegularizedSEM-missing-method | plots the cross-validation fits |
| plot-gpRegularized-missing-method | plots the regularized and unregularized parameters for all... |
| plot-regularizedSEM-missing-method | plots the regularized and unregularized parameters for all... |
| plot-stabSel-missing-method | plots the regularized and unregularized parameters for all... |
| Rcpp_bfgsEnetMgSEM-class | Wrapper for C++ module. See ?lessSEM::bfgsEnetMgSEM |
| Rcpp_bfgsEnetSEM-class | Wrapper for C++ module. See ?lessSEM::bfgsEnetSEM |
| Rcpp_glmnetCappedL1MgSEM-class | Wrapper for C++ module. See ?lessSEM::glmnetCappedL1MgSEM |
| Rcpp_glmnetCappedL1SEM-class | Wrapper for C++ module. See ?lessSEM:::glmnetCappedL1SEM |
| Rcpp_glmnetEnetGeneralPurpose-class | Wrapper for C++ module. See... |
| Rcpp_glmnetEnetGeneralPurposeCpp-class | Wrapper for C++ module. See... |
| Rcpp_glmnetEnetMgSEM-class | Wrapper for C++ module. See ?lessSEM::glmnetEnetMgSEM |
| Rcpp_glmnetEnetSEM-class | Wrapper for C++ module. See ?lessSEM::glmnetEnetSEM |
| Rcpp_glmnetLspMgSEM-class | Wrapper for C++ module. See ?lessSEM::glmnetLspMgSEM |
| Rcpp_glmnetLspSEM-class | Wrapper for C++ module. See ?lessSEM:::glmnetLspSEM |
| Rcpp_glmnetMcpMgSEM-class | Wrapper for C++ module. See ?lessSEM::glmnetMcpMgSEM |
| Rcpp_glmnetMcpSEM-class | Wrapper for C++ module. See ?lessSEM:::glmnetMcpSEM |
| Rcpp_glmnetScadMgSEM-class | Wrapper for C++ module. See ?lessSEM::glmnetScadMgSEM |
| Rcpp_glmnetScadSEM-class | Wrapper for C++ module. See ?lessSEM:::glmnetScadSEM |
| Rcpp_istaCappedL1GeneralPurpose-class | Wrapper for C++ module. See... |
| Rcpp_istaCappedL1GeneralPurposeCpp-class | Wrapper for C++ module. See... |
| Rcpp_istaCappedL1mgSEM-class | Wrapper for C++ module. See ?lessSEM::istaCappedL1MgSEM |
| Rcpp_istaCappedL1SEM-class | Wrapper for C++ module. See ?lessSEM::istaCappedL1SEM |
| Rcpp_istaEnetGeneralPurpose-class | Wrapper for C++ module. See ?lessSEM::istaEnetGeneralPurpose |
| Rcpp_istaEnetGeneralPurposeCpp-class | Wrapper for C++ module. See... |
| Rcpp_istaEnetMgSEM-class | Wrapper for C++ module. See ?lessSEM::istaEnetMgSEM |
| Rcpp_istaEnetSEM-class | Wrapper for C++ module. See ?lessSEM::istaEnetSEM |
| Rcpp_istaLspGeneralPurpose-class | Wrapper for C++ module. See ?lessSEM::istaLspGeneralPurpose |
| Rcpp_istaLspGeneralPurposeCpp-class | Wrapper for C++ module. See... |
| Rcpp_istaLSPMgSEM-class | Wrapper for C++ module. See ?lessSEM::istaLSPMgSEM |
| Rcpp_istaLSPSEM-class | Wrapper for C++ module. See ?lessSEM::istaLSPSEM |
| Rcpp_istaMcpGeneralPurpose-class | Wrapper for C++ module. See ?lessSEM::istaMcpGeneralPurpose |
| Rcpp_istaMcpGeneralPurposeCpp-class | Wrapper for C++ module. See... |
| Rcpp_istaMcpMgSEM-class | Wrapper for C++ module. See ?lessSEM::istaMcpMgSEM |
| Rcpp_istaMcpSEM-class | Wrapper for C++ module. See ?lessSEM::istaMcpSEM |
| Rcpp_istaMixedPenaltymgSEM-class | Wrapper for C++ module. See ?lessSEM::istaMixedPenaltymgSEM |
| Rcpp_istaMixedPenaltySEM-class | Wrapper for C++ module. See ?lessSEM::istaMixedPenaltySEM |
| Rcpp_istaScadGeneralPurpose-class | Wrapper for C++ module. See ?lessSEM::istaScadGeneralPurpose |
| Rcpp_istaScadGeneralPurposeCpp-class | Wrapper for C++ module. See... |
| Rcpp_istaScadMgSEM-class | Wrapper for C++ module. See ?lessSEM::istaScadMgSEM |
| Rcpp_istaScadSEM-class | Wrapper for C++ module. See ?lessSEM::istaScadSEM |
| Rcpp_mgSEM-class | internal representation of SEM in C++ |
| Rcpp_SEMCpp-class | internal representation of SEM in C++ |
| regressions | regressions |
| regsem2LavaanParameters | regsem2LavaanParameters |
| regularizedSEM-class | Class for regularized SEM |
| regularizedSEMMixedPenalty-class | Class for regularized SEM |
| regularizedSEMWithCustomPenalty-class | Class for regularized SEM using Rsolnp |
| ridge | ridge |
| ridgeBfgs | ridgeBfgs |
| scad | scad |
| scadPenalty_C | scadPenalty_C |
| SEMCpp | SEMCpp class |
| show-cvRegularizedSEM-method | Show method for objects of class 'cvRegularizedSEM'. |
| show-gpRegularized-method | show |
| show-lessSEMCoef-method | show |
| show-logLikelihood-method | show |
| show-Rcpp_mgSEM-method | show |
| show-Rcpp_SEMCpp-method | show |
| show-regularizedSEM-method | show |
| show-regularizedSEMMixedPenalty-method | show |
| show-stabSel-method | show |
| simulateExampleData | simulateExampleData |
| smoothAdaptiveLasso | smoothAdaptiveLasso |
| smoothElasticNet | smoothElasticNet |
| smoothLasso | smoothLasso |
| stabilitySelection | stabilitySelection |
| stabSel-class | Class for stability selection |
| summary-cvRegularizedSEM-method | summary method for objects of class 'cvRegularizedSEM'. |
| summary-gpRegularized-method | summary |
| summary-regularizedSEM-method | summary |
| summary-regularizedSEMMixedPenalty-method | summary |
| summary-regularizedSEMWithCustomPenalty-method | summary |
| variances | variances |
