Distributed Networks

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Cooperative Regression-Based Forecasting in Distributed Traffic Networks

Jelena Fiosina and Maksims Fiosins

CONTENTS

1.1    Introduction

1.2    Data Processing and Mining in Distributed Traffic Networks

1.2.1    MAS Architectures for Distributed Networks

1.2.2    Distributed Data Processing and Mining

1.2.3    Travelling Time Forecasting Models

1.2.4    Problem Formulation

1.3    Distributed Cooperative Recursive Forecasting Based on Linear Regression

1.3.1    Forecasting with Multivariate Linear Regression

1.3.2    Local Recursive Parameter Estimation

1.3.3    Cooperative Linear Regression-Based Learning Algorithm

1.3.4    Numerical Example

1.4    Distributed Cooperative Forecasting Based on Kernel Regression

1.4.1    Kernel Density Estimation ...