finnts0.5.0 package

Microsoft Finance Time Series Forecasting Framework

cubist_multistep_fit_impl

Bridge CUBIST Multistep Modeling function

cubist_multistep_predict_impl

Bridge prediction Function for CUBIST Multistep Horizon Models

cubist_multistep

CUBIST Multistep Horizon

ensemble_models

Ensemble Models

final_models

Final Models

forecast_time_series

Finn Forecast Framework

get_forecast_data

Get Final Forecast Data

get_prepped_data

Get Prepped Data

get_prepped_models

Get Prepped Model Info

get_run_info

Get run info

get_trained_models

Get Final Trained Models

glmnet_multistep_fit_impl

Bridge GLMNET Multistep Modeling function

glmnet_multistep_predict_impl

Bridge prediction Function for GLMNET Multistep Horizon Models

glmnet_multistep

GLMNET Multistep Horizon

list_models

List all available models

mars_multistep_fit_impl

Bridge MARS Multistep Modeling function

mars_multistep_predict_impl

Bridge prediction Function for mars Multistep Horizon Models

mars_multistep

MARS Multistep Horizon

predict.cubist_multistep_fit_impl

Predict custom cubist model

predict.glmnet_multistep_fit_impl

Predict custom glmnet model

predict.mars_multistep_fit_impl

Predict custom mars model

predict.svm_poly_multistep_fit_impl

Predict custom svm_poly model

predict.svm_rbf_multistep_fit_impl

Predict custom svm_rbf model

predict.xgboost_multistep_fit_impl

Predict custom xgboost model

prep_data

Prep Data

prep_models

Prep Models

print.cubist_multistep_fit_impl

Print fitted custom cubist model

print.cubist_multistep

Print custom cubist model

print.glmnet_multistep_fit_impl

Print fitted custom glmnet model

print.glmnet_multistep

Print custom glmnet model

print.mars_multistep_fit_impl

Print fitted custom mars model

print.mars_multistep

Print custom mars model

print.svm_poly_multistep_fit_impl

Print fitted custom svm_poly model

print.svm_poly_multistep

Print custom svm_poly model

print.svm_rbf_multistep_fit_impl

Print fitted custom svm_rbf model

print.svm_rbf_multistep

Print custom svm_rbf model

print.xgboost_multistep_fit_impl

Print fitted custom xgboost model

print.xgboost_multistep

Print custom xgboost model

set_run_info

Set up finnts submission

svm_poly_multistep_fit_impl

Bridge SVM-POLY Multistep Modeling function

svm_poly_multistep_predict_impl

Bridge prediction Function for SVM-POLY Multistep Horizon Models

svm_poly_multistep

SVM-POLY Multistep Horizon

svm_rbf_multistep_fit_impl

Bridge SVM-RBF Multistep Modeling function

svm_rbf_multistep_predict_impl

Bridge prediction Function for SVM-RBF Multistep Horizon Models

svm_rbf_multistep

SVM-RBF Multistep Horizon

train_models

Train Individual Models

translate.cubist_multistep

Translate custom cubist model

translate.glmnet_multistep

Translate custom glmnet model

translate.mars_multistep

Translate custom mars model

translate.svm_poly_multistep

Translate custom svm_poly model

translate.svm_rbf_multistep

Translate custom svm_rbf model

translate.xgboost_multistep

Translate custom xgboost model

update.cubist_multistep

Update parameter in custom cubist model

update.glmnet_multistep

Update parameter in custom glmnet model

update.mars_multistep

Update parameter in custom mars model

update.svm_poly_multistep

Update parameter in custom svm_poly model

update.svm_rbf_multistep

Update parameter in custom svm_rbf model

update.xgboost_multistep

Update parameter in custom xgboost model

xgboost_multistep_fit_impl

Bridge XGBOOST Multistep Modeling function

xgboost_multistep_predict_impl

Bridge prediction Function for XGBOOST Multistep Horizon Models

xgboost_multistep

XGBOOST Multistep Horizon

Automated time series forecasting developed by Microsoft Finance. The Microsoft Finance Time Series Forecasting Framework, aka Finn, can be used to forecast any component of the income statement, balance sheet, or any other area of interest by finance. Any numerical quantity over time, Finn can be used to forecast it. While it can be applied outside of the finance domain, Finn was built to meet the needs of financial analysts to better forecast their businesses within a company, and has a lot of built in features that are specific to the needs of financial forecasters. Happy forecasting!

  • Maintainer: Mike Tokic
  • License: MIT + file LICENSE
  • Last published: 2024-10-25