Generating an Ensemble of Forecasting Models

Methods, systems, and articles of manufacture for generating an ensemble of forecasting models are provided herein. A method includes identifying a given environmental event from multiple items of input data; estimating an accuracy value for each of multiple forecasting models applied to an environm...

Ausführliche Beschreibung

Gespeichert in:
Bibliographische Detailangaben
Hauptverfasser: SABHARWAL YOGISH, BIN HJ HUSAIN SAIFUL AZMI, DAGAR LALIT KUMAR, BIN HJ NAIM ABD GHANI, NARAYANASWAMY BALAKRISHNAN, GEORGE THOMAS
Format: Patent
Sprache:eng
Schlagworte:
Online-Zugang:Volltext bestellen
Tags: Tag hinzufügen
Keine Tags, Fügen Sie den ersten Tag hinzu!
Beschreibung
Zusammenfassung:Methods, systems, and articles of manufacture for generating an ensemble of forecasting models are provided herein. A method includes identifying a given environmental event from multiple items of input data; estimating an accuracy value for each of multiple forecasting models applied to an environmental event related to the given environmental event based on historical data; computing a cost and one or more resource requirements for each of the multiple forecasting models; and determining an ensemble of one or more of the multiple forecasting models to apply to the given environmental event based on (i) said estimated accuracy value for each of the multiple forecasting models, and (ii) said cost and said one or more resource requirements for each of the multiple forecasting models.