Signal decomposition

Signal decomposition and stacking-ensemble learning approaches applied to time series forecasting

Time series forecasting is an essential approach for businesses and researchers to make informed decisions by predicting future trends and patterns in a given time series data. Nevertheless, forecasting time series accurately can be challenging due …

Short-term forecasting of Amazon rainforest fires based on ensemble decomposition model

Accurate forecasting is important for decision-makers. Recently, the Amazon rainforest is reaching record levels of the number of fires, a situation that concerns both climate and public health problems. Obtaining the desired forecasting accuracy …