Time-Aware Multivariate Nearest Neighbor Regression Methods for Traffic Flow Prediction

Traffic flow prediction is a fundamental functionality of intelligent transportation systems. After presenting the state of the art, we focus on nearest neighbor regression methods, which are data-driven algorithms that are effective yet simple to implement. We try to strengthen their efficacy in tw...

Full description

Saved in:

Bibliographic Details
Published in:	IEEE transactions on intelligent transportation systems Vol. 16; no. 6; pp. 3393 - 3402
Main Authors:	Dell'Acqua, Pietro, Bellotti, Francesco, Berta, Riccardo, De Gloria, Alessandro
Format:	Journal Article
Language:	English
Published:	New York IEEE 01.12.2015 The Institute of Electrical and Electronics Engineers, Inc. (IEEE)
Subjects:	Algorithms Artificial neural networks Bayes methods Bayesian networks Context awareness multivariate analysis nearest neighbor regression Nearest neighbor searches Pattern recognition pattern recognition algorithm Prediction algorithms Regression analysis Traffic flow Traffic flow prediction Traffic flow prediction nearest neighbor regression context awareness Bayesian networks multivariate analysis pattern recognition algorithm
ISSN:	1524-9050, 1558-0016
Online Access:	Get full text
Tags:	Add Tag No Tags, Be the first to tag this record!

Be the first to leave a comment!