scholarly journals Time Series Analysis for Traffic Flow Using Dynamic Linear Model

2017 ◽  
Vol 6 (4) ◽  
pp. 179-188
Author(s):  
Hong Geun Kim ◽  
Chul Young Park ◽  
Chang Sun Shin ◽  
Yong Yun Cho ◽  
Jang Woo Park
Keyword(s):  
Time Series ◽  
Time Series Analysis ◽  
Linear Model ◽  
Traffic Flow ◽  
Dynamic Linear Model ◽  
Series Analysis

scholarly journals Time Series Analysis and Forecasting of Rainfall for Agricultural Crops in India: An Application of Artificial Neural Network

2020 ◽  
Vol 12 (4) ◽  
pp. 1
Author(s):  
Debasis Mithiya ◽  
Kumarjit Mandal ◽  
Simanti Bandyopadhyay
Keyword(s):  
Neural Network ◽  
Time Series ◽  
Artificial Neural Network ◽  
Time Series Analysis ◽  
Linear Model ◽  
Agricultural Production ◽  
Linear Models ◽  
Monthly Rainfall ◽  
Series Analysis ◽  
Non Linear

Indian agriculture depends heavily on rainfall. It not only influences agricultural production but also affects the prices of all agricultural commodities. Rainfall is an exogenous variable which is beyond farmers’ control. The outcome of rainfall fluctuation is quite natural. It has been observed that fluctuation in rainfall brings about fluctuation in output leading to price changes. Considering the importance of rainfall in determining agricultural production and prices, the study has attempted to forecast monthly rainfall in India with the help of time series analysis using monthly rainfall data. Both linear and non-linear models have been used. The value of diagnostic checking parameters (MAE, MSE, RMSE) is lower in a non-linear model compared to a linear one. The non-linear model - Artificial Neural Network (ANN) has been chosen instead of linear models, namely, simple seasonal exponential smoothing and Seasonal Auto-Regressive Integrated Moving Average to forecast rainfall. This will help to identify the proper cropping pattern.

Short-Term Traffic Flow Prediction Based on Time Series Analysis

ICCTP 2011 ◽  
2011 ◽  
Author(s):  
Pei-feng Hu ◽  
Zong-zhong Tian ◽  
Fan Yang ◽  
Lynwood Johnson
Keyword(s):  
Time Series ◽  
Time Series Analysis ◽  
Traffic Flow ◽  
Short Term ◽  
Traffic Flow Prediction ◽  
Series Analysis ◽  
Flow Prediction
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