A Headway to QoS on Traffic Prediction over VANETs using RRSCM Statistical Classifier
Keywords: QoS, Regression, Refined Regression Statistical Classifier Model, VANETs, Artificial
Neural Network
Mehran University Research Journal of Engineering & Technology
Volume 35 , Issue 3
ISHTIAQUE MAHMOOD , AHMAD KHALIL KHAN ,
References
1. |
Andersen, C.M., and Bro, R., "Variable Selection in
Regression—A Tutorial", Journal of Chemometrics,
Volume 24, Nos. 11 12, pp. 728-737, 2010. |
2. |
Aneiros-Pérez, G., and Vieu, P., "Nonparametric Time
Series Prediction: A Semi-Functional Partial Linear
Modeling", Journal of Multivariate Analysis,
Volume 99, No. 5, pp. 834-857, 2008 |
3. |
Simpson, S.L., DuBois, B.F., and Paul, J.L., "Analyzing
Complex Functional Brain Networks: Fusing Statistics
and Network Science to Understand the
Brain", Statistics Surveys, Volume 7, 2013. |
4. |
Basak, D., Pal, S., and Patranabis, D.C., "Support Vector Regression, Neural "Information Processing Letters and
Reviews, Volume 11, No. 10, pp. 203-224, 2007. |
5. |
Camargo, M.E., Gassen, I.M., Russo, S.L., dosSantos,
D.A.I, and Moiseichyk, A.E., "Performance of the Two
Approaches Forecasting Model of Sales" |
6. |
Clarke, J., and Subramanian, A., "Dynamic Forecasting
Behavior by Analysts: Theory and Evidence", Journal
of Financial Economics, Volume 80, No. 1,
pp. 81-113, 2006. |
7. |
Dashevskiy, M., and Luo, Z., "Time Series Prediction
with Performance Guarantee", Communications, IET,
Volume 5, No. 8, pp. 1044-1051, 2011. |
8. |
Yoon, B., and Chang, H., "Potentialities of Data-Driven Nonparametric Regression in Urban Signalized Traffic
Flow Forecasting", Journal of Transportation
Engineering, Volume 140, No. 7, 2014 |
9. |
Zheng, Z., and Su, D., "Short-Term Traffic Volume
Forecasting: A k-Nearest Neighbor Approach Enhanced
by Constrained Linearly Sewing Principle Component
Algorithm", Transportation Research Part-C:
Emerging Technologies, Volume 43, pp. 143-157, 2014 |
10. |
Weichang, H., Yucheng, D., and Feifeng, Z.,
"Forecasting Urban Traffic Flow by SVR with
Continuous ACO Original Research Article", Applied
Mathematical Modelling, Volume 35, No. 3,
pp. 1282-1291, 2011. |
11. |
Guang, S., "Network Traffic Prediction Based on the
Wavelet Analysis and Hopfield Neural Network",
International Journal of Future Computer and
Communication, Volume 2, No. 2, pp. 101-105, 2013. |
12. |
Khashei, M., and Bijari, M., "An Artificial Neural
Network (p,d,q) Model for Time Series Forecasting",
Expert Systems with Applications, Volume 37, No. 1,pp. 479-489, 2010. |
13. |
Shirsath, P.B., and Singh, A.K., "A Comparative Study
of Daily Pan Evaporation Estimation Using ANN,
Regression and Climate Based Models", Water Resources
Management, Volume 24, No. 8, pp. 1571-1581, 2010. |
14. |
Erdem, E., and Shi, J., "ARMA Based Approaches for
Forecasting the Tuple of Wind Speed and Direction",
Applied Energy, Volume 88, No. 4, pp. 1405-1414,
2011. |
15. |
Faruk, D.Ö., "A Hybrid Neural Network and ARIMA
Model for Water Quality Time Series Prediction",
Engineering Applications of Artificial Intelligence,
Volume 23, No. 4, pp. 586-594, 2010. |
16. |
Hu, W., Yan, L., Liu, K., and Wang, H., "A Short-Term
Traffic Flow Forecasting Method Based on the Hybrid
PSO-SVR", Neural Processing Letters, pp. 1-18, 2015. |
17. |
Jolliffe, I.T., and David, B.S., (Editors),"Forecast
Verification: A Practitioner’s Guide in Atmospheric
Science", John Wiley & Sons, 2012 |
18. |
Montgomery, D.C., Peck, E.A., and Vining, G.G.,
"Introduction to Linear Regression Analysis",
John Wiley & Sons, Volume 821, 2012 |
19. |
Harrell, F.E., "Regression Modeling Strategies: With
Applications to Linear Models, Logistic Regression,
and Survival Analysis", Springer Science & Business
Media, 2013. |
|
|
|