Statements (63)
| Predicate | Object |
|---|---|
| gptkbp:instance_of |
gptkb:Library
|
| gptkbp:bfsLayer |
3
|
| gptkbp:bfsParent |
gptkb:Library
|
| gptkbp:dependency |
gptkb:Matplotlib
gptkb:Pandas gptkb:Sci_Py gptkb:Num_Py |
| gptkbp:developed_by |
Statsmodels Development Team
|
| gptkbp:has_documentation |
https://www.statsmodels.org/stable/index.html
|
| https://www.w3.org/2000/01/rdf-schema#label |
statsmodels
|
| gptkbp:language |
gptkb:Library
|
| gptkbp:latest_version |
0.13.2
|
| gptkbp:provides |
data visualization tools
model evaluation metrics confidence intervals statistical models statistical tests time series forecasting effect size calculations data preprocessing tools p-values forecasting tools model diagnostics seasonal decomposition residual analysis data exploration tools exponential smoothing model selection criteria data transformation functions data summarization tools model comparison tools data manipulation functions ARIMA models data import/export functions cross-validation tools mixed linear models parameter estimation methods robust linear models state space models GARCH models VAR models count models discrete choice models hypothesis testing frameworks hypothesis tests model fitting procedures model summaries nonlinear models panel data models regression diagnostics survival models time series decomposition methods |
| gptkbp:release_date |
gptkb:2010
|
| gptkbp:repository |
https://github.com/statsmodels/statsmodels
|
| gptkbp:supports |
time series analysis
linear regression multivariate analysis survival analysis generalized linear models |
| gptkbp:used_in |
gptkb:software_framework
statistical analysis data science econometrics |