Tag: bic

181 Is there any reason to prefer the AIC or BIC over the other? 2010-07-23T20:49:12.340

44 AIC,BIC,CIC,DIC,EIC,FIC,GIC,HIC,IIC --- Can I use them interchangeably? 2014-02-16T14:11:45.150

27 Is it possible to calculate AIC and BIC for lasso regression models? 2012-04-04T03:33:22.513

24 How can one empirically demonstrate in R which cross-validation methods the AIC and BIC are equivalent to? 2010-07-25T05:08:20.333

21 AIC guidelines in model selection 2014-01-06T20:55:32.177

20 AIC & BIC number interpretation 2012-08-24T14:20:23.220

13 AIC/BIC: how many parameters does a permutation count for? 2013-01-30T01:15:07.707

13 Paradox in model selection (AIC, BIC, to explain or to predict?) 2015-10-17T15:50:42.493

12 Number of parameters in Markov model 2011-06-25T12:59:23.807

12 AIC, BIC and GCV: what is best for making decision in penalized regression methods? 2014-07-20T03:44:52.977

12 Does BIC try to find a true model? 2016-04-03T08:54:28.580

11 Criteria for selecting the "best" model in a Hidden Markov Model 2013-07-23T17:11:42.493

10 Does there exist a model fit statistic (like AIC or BIC) that can be used for absolute instead of just relative comparisons? 2011-07-22T13:32:33.640

9 What is a "Unit Information Prior"? 2012-04-12T04:28:55.427

9 Using BIC to estimate the number of k in KMEANS 2014-03-20T20:01:59.050

9 Variable selection vs Model selection 2016-04-06T20:17:03.323

9 Why isn't Akaike information criterion used more in machine learning? 2017-11-15T14:12:21.557

8 Accounting for discrete or binary parameters in Bayesian information criterion 2012-01-19T15:59:40.293

7 Compute BIC clustering criterion (to validate clusters after K-means) 2013-04-04T16:14:04.300

7 Why information criterion (not adjusted $R^2$) are used to select appropriate lag order in time series model? 2016-02-17T19:59:48.817

7 An Information Criterion that considers how many variables we can choose from 2016-08-15T20:31:36.520

7 Mclust model selection 2016-09-27T19:22:13.983

6 X-mean algorithm BIC calculation question 2011-07-15T15:37:00.090

6 Why do AIC and BIC show inversed outputs? 2011-11-17T08:26:53.817

6 Correct number of parameters of AR models for AIC / BIC ? 2013-12-25T13:49:14.520

6 Can BIC be Used for Hypothesis Testing 2016-01-27T23:44:13.087

6 Are there circumstances in which BIC is useful and AIC is not? 2016-09-29T18:50:04.493

5 Why do I get equal AIC, BIC and log likelihood for different models in LME framework? 2010-11-23T09:38:30.733

5 The unit information prior and its BIC approximation 2012-04-12T06:38:21.937

5 BIC or AIC to determine the optimal number of clusters in a scale-free graph? 2012-07-09T15:16:56.090

5 Comparison between MDL and BIC 2013-03-16T03:41:03.203

5 Sparse parameters when computing AIC, BIC, etc 2014-03-04T19:49:34.293

5 LCA number of parameters & degrees of freedom 2014-07-15T12:41:45.580

5 BIC in Item Response Theory Models: Using log(N) vs log(N*I) as a weight 2015-05-04T14:18:42.433

5 Use BIC or AIC as approximation for Bayesian Model Averaging 2016-12-06T00:14:01.637

5 BIC vs. intuition 2017-10-28T22:08:11.870

5 How can the AIC or BIC be used instead of the train/test split? 2018-01-26T05:09:07.863

4 Which measure of model fit to report when performing likelihood based regression: AIC, BIC, Pseudo R-square? 2011-06-07T19:38:25.840

4 What to choose from BIC/AIC/ridge/elastic net? 2012-11-30T10:56:02.047

4 Can AIC determine which data better fit the same model? 2012-12-13T21:45:55.397

4 Two simple or one complex model, BIC and likelihood 2013-03-27T16:57:42.110

4 Bayesian model comparison: What is it about MCMC that makes RSS or BIC hard to use? 2013-07-10T15:57:42.453

4 BIC selection yields much smaller model than AIC - can I use the likelihood ratio test to compare? 2015-07-11T02:39:12.940

4 Zero-inflated Poisson regression Vuong test: Raw, AIC- or BIC-corrected results 2015-11-16T15:26:40.667

4 Post Model Selection Inference problems - which remedies exist? 2016-01-20T19:37:25.990

4 Akaike Information criterion for k-means 2017-04-03T06:45:20.370

4 How to find AIC, BIC values for forecasting using `forecast::nnetar` in R? 2017-04-07T09:56:58.457

4 AIC and BIC criterion for Model selection, how is it used in this paper? 2017-04-25T20:32:11.053

3 Hypothesis test for odds ratios 2012-10-07T16:45:06.913

3 Applying the Bayesian Information Criterion for Stepwise Selection Algorithms on Time Series 2014-12-19T23:45:59.737

3 GLMM with 2 insignificant variables has lower AIC or BIC compared to same model without those variables...? 2015-02-11T18:46:33.427

3 Sample size when fitting categorical survey data 2015-03-28T16:23:19.800

3 Match model selection strategies with modelling objectives 2015-11-17T14:59:14.943

3 Specify order of ARIMA model using autocorrelogram 2015-12-08T10:03:38.720

3 What to conclude about these models? Random intercept + Fixed Slope vs. Random intercept and Slope 2016-06-01T22:10:59.643

3 Logistic regression with BIC: what is my sample size? 2016-12-18T04:22:33.923

3 Evaluating the magnitude of AIC and BIC reductions 2017-02-15T10:40:23.677

3 What does it mean to use BIC or AIC to clean residuals? 2017-05-22T18:09:54.243

3 AIC/BIC for quantile regression 2017-09-15T05:44:34.837

3 Is BIC useful for a multimodal distribution? 2017-10-26T15:23:57.053

3 Logistic Regression Model Selection Criteria 2017-11-02T00:20:38.833

3 Number of components for Gaussian mixture model? 2017-12-18T23:10:14.897

2 How to plot AIC values when using the leaps package? 2011-05-22T14:33:20.660

2 Random coefficient models with fractional polynomial transformation selection method, which criterion to use? 2011-10-28T15:52:20.367

2 Interpreting AIC and BIC fit 2012-04-20T14:19:30.053

2 AIC, BIC parsimony 2013-05-14T18:43:19.203

2 Number of free parameters in Gaussian mixture models 2013-07-04T08:18:42.123

2 Computing BIC for SUR model 2013-09-11T19:44:33.800

2 Bayesian justification for AIC/BIC 2014-01-02T14:54:00.673

2 Why do I get different BIC values when I use regsubsets and lm in R 2014-02-21T23:16:11.100

2 AIC BIC Mallows Cp Cross Validation Model Selection 2014-03-09T18:54:44.047

2 Suitable metric for consistency of parametric models 2014-10-01T15:25:04.583

2 Automatic selection of lowest information criterion comes with warning 2015-01-05T12:09:44.263

2 How does step function selects best linear Models which includes polynomial effects and interaction effects in R? 2015-01-31T14:34:07.447

2 How do you derive AIC and BIC for discrete-valued observables? 2015-09-20T00:34:41.290

2 Effective sample size: does it depend on the model? 2015-09-25T09:05:54.010

2 Can we apply BIC to select between models in which the parameters are estimated by MCMC 2015-10-23T07:16:05.430

2 Higher SIC and lower S.E. of residuals 2016-02-24T19:59:27.767

2 Mixture of Binomials: Penalization 2016-09-05T09:33:07.663

2 What is the BIC prior for Bayesian linear regression? 2016-09-09T02:06:32.483

2 Why is BIC overfitting for a large data set but not from a smaller sample? 2016-11-16T17:13:11.313

2 model selection, mixture of Gaussians 2017-02-12T07:51:57.007

2 ARDL model: lag order selection for valid inference 2017-06-22T08:46:44.523

2 VAR lag selection tests: Which one do I choose? 2017-11-14T03:55:22.110

2 Naive Bayes likelihood 2017-11-20T01:27:35.870

1 How to specify the unit information prior 2012-04-17T17:37:41.027

1 How to calculate absolute fit indices (RMSEA, GFI...) from relative ones (AIC, BIC...)? 2012-09-27T21:43:09.320

1 Negative and positive AICc/BIC for two models with transformed data - how to compare? 2013-01-30T11:53:51.717

1 Calculating the BIC for multidimensional, clustered data 2013-03-11T04:26:06.710

1 AIC, BIC, DIC, model selection criteria 2013-04-26T15:05:11.933

1 What is the correct sample size in BIC formula? 2013-05-14T10:17:54.370

1 AIC vs BIC vs MDL 2013-05-19T17:18:04.683

1 comparing AIC (or BIC or whatever) between different SETS of models 2013-05-22T22:52:26.030

1 Negative binomial GLM, the most complex model always has lowest AIC (all interaction terms) 2013-07-26T23:35:14.587

1 BIC vs. Out of sample performance 2013-10-11T20:54:18.747

1 How to interpret BIC 2013-10-29T17:15:05.517

1 Difference in AIC and BIC values between sem and lavaan packages in R 2014-04-19T11:39:13.370

1 Prerequisites for AIC/BIC model comparison 2014-05-17T22:32:33.423

1 determing states in HMM with BIC 2014-07-06T19:00:51.603