Big data forecasting of South African inflation
Bibliographic Data
| ID | 21542080 |
|---|---|
| Authors | Byron Botha (Parkview Health, corresponding author), Rulof Burger (0000-0002-5800-4528, Stellenbosch University, corresponding author), Kevin Kotzé (0000-0002-7968-266X, University of Cape Town, corresponding author), Neil Rankin (0000-0001-8825-3341, Stellenbosch University, corresponding author), Daan Steenkamp (0000-0001-7726-108X, Stellenbosch University, corresponding author) |
| Year | 2023 |
| Volume | 65 |
| Issue | 1 |
| Pages | 149-188 |
| Publication date | 2023-07-01 |
| Peer Reviewed | Yes |
| Open Access | Yes |
| Type | ARTICLE |
| Venue | Empirical Economics (JOURNAL) |
| Journal identifiers | ISSN: 0377-7332 • E-ISSN: 1435-8921 |
| Publisher | Springer Science and Business Media LLC (PUBLISHER) |
| DOI | 10.1007/s00181-022-02329-y |
| PMID | 36408370 |
| OpenAlex | W4308748265 |
| Language | EN |
| References cited | 72 |
Big data · Data mining · Econometrics · Economics · Complex Systems and Time Series Analysis · Computer Science · Monetary Policy and Economic Impact · Stock Market Forecasting Methods
The Economic Impacts of Covid-19
Ridge Regression
Why Has U.S. Inflation Become Harder to Forecast?
Additive logistic regression
Approximately normal tests for equal predictive accuracy in nested models
The Adaptive Lasso and Its Oracle Properties
Covid-Induced Economic Uncertainty
Machine Learning Methods That Economists Should Know About
Inference on Treatment Effects after Selection among High-Dimensional Controls
Beyond prediction
Variable Selection via Nonconcave Penalized Likelihood and its Oracle Properties
Inferential Theory for Factor Models of Large Dimensions
Forecasting Using Principal Components From a Large Number of Predictors
How Does Household Spending Respond to an Epidemic? Consumption during the 2020 Covid-19 Pandemic
Greedy function approximation
Random Forests
Regression Shrinkage and Selection Via the Lasso
How is machine learning useful for macroeconomic forecasting
Forecasting Inflation in a Data-Rich Environment
Comparing Predictive Accuracy
Fred-Md
Macroeconomic Forecasting Using Diffusion Indexes
The Generalized Dynamic-Factor Model
Big Data
Machine Learning
High-Dimensional Methods and Inference on Structural and Treatment Effects
| Citation velocity | historical |
|---|---|
| Highly cited | No |