Extensible Markov model

Extensible Markov model

A Markov chain is a popular data modeling tool. This paper presents a variation of Markov chain, namely extensible Markov model (EMM). By providing a dynamically adjustable structure, EMM overcomes the problems caused by the static nature of the traditional Markov chain. Therefore, EMMs are particul...

Ausführliche Beschreibung

Gespeichert in:
Bibliographische Detailangaben
Hauptverfasser: Dunham, M.H., Yu Meng, Jie Huang
Format: Tagungsbericht
Sprache:eng
Schlagworte:
Automobiles
Biomedical engineering
Cities and towns
Computer science
Power system modeling
Spatiotemporal phenomena
Telecommunication traffic
Traffic control
Training data
Weather forecasting
Online-Zugang:Volltext bestellen
Tags: Tag hinzufügen
Keine Tags, Fügen Sie den ersten Tag hinzu!
Beschreibung
Zusammenfassung:A Markov chain is a popular data modeling tool. This paper presents a variation of Markov chain, namely extensible Markov model (EMM). By providing a dynamically adjustable structure, EMM overcomes the problems caused by the static nature of the traditional Markov chain. Therefore, EMMs are particularly well suited to model spatiotemporal data such as network traffic, environmental data, weather data, and automobile traffic. Performance studies using EMMs for spatiotemporal prediction problems show the advantages of this approach.
DOI:10.1109/ICDM.2004.10067