Man pages for mrfoliveira/STResampling-JDSA2020
Biased Resampling Strategies for Imbalanced Spatio-Temporal Forecasting
| add_ratios | Add ratios between spatio-temporal neighborhood indicators |
| calculate_bias | Calculate bias weights |
| calculate_bumps | Calculate bumps |
| calculate_obs_ind | Calculate list of indices in each bump |
| calculate_relev | Calculate phi control |
| centralImputTrNAs | Handling NAs in train and test |
| centralImputTsNAs | Handling NAs in train and test |
| check_cperc | Check and re-calculate C.perc if necessary |
| cv_folds | Cut into folds |
| df2site_sf | Create an sf object of available sites |
| embed_series | Embed each time series in a spatio-temporal data set |
| estimates | Estimate error using a chosen method |
| eval_stats | Calculate regression evaluation metrics |
| evaluate | Evalute the results of a predictive workflow |
| gauss.exs | Provide examples with added Gaussian noise |
| get_all_neib_vals | Get the spatio-temporal neighbourhoods of all observations |
| get_best | Get index of best results |
| get_full_indicators | Get time series embeds and spatio-temporal indicators |
| get_inds | Calculate indices of relevance bumps |
| get_phi | Calculate utility-based relevance |
| get_phi_control | Get phi control |
| get_phi_space_wts | Calculate spatially-biased re-sampling weights with phi... |
| get_phi_time_wts | Calculate temporally-biased re-sampling weights with phi... |
| get_space_wts | Calculate spatially-biased re-sampling weights without phi... |
| get_spatial_dist_mat | Calculate spatial distance matrix |
| get_st_indicator | Get a spatio-temporal indicator from neighbourhood data frame |
| get_st_indicators | Get spatio-temporal indicators from a data frame containing... |
| get_st_neighbours | Get spatio-temporal neighbourhood |
| get_time_dist_mat | Calculate temporal distance matrix |
| get_time_wts | Calculate temporally-biased re-sampling weights without phi... |
| internal_workflow | A learning and prediction workflow with internal validation |
| int_util_evaluate | Evalute the results of an internal predictive workflow |
| kf_xval | Cross-validation |
| norm_scale | Feature scaling |
| prequential_eval | Prequential evaluation |
| RandomResample | Random re-sampling for imbalanced regression problems (with... |
| ratio2cperc | Calculate C.perc from ratio |
| responseValues | Get response values of a dataset from a formula |
| sample_wts | Get spatio-temporal re-sampling weights |
| select_cases | Select cases for adding / keeping in data set |
| shuffle | Shuffle values/rows |
| simple_workflow | A simple learning and prediction workflow |
| summarize_metrics | Summarize metrics |
| Tblock_SPall | Temporally blocked CV |
