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Autoregressive Moving Average

Evaluation of Moving Average Model and Autoregressive Moving Average Model (ARMA) for Prediction of Industrial Electricity Consumption in Nigeria

Evaluation of Moving Average Model and Autoregressive Moving Average Model (ARMA) for Prediction of Industrial Electricity Consumption in Nigeria

... of moving average model and autoregressive moving average model (ARMA) for prediction of industrial electricity consumption in Nigeria is ...the Autoregressive Moving ...

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Censored time series analysis with autoregressive moving average models

Censored time series analysis with autoregressive moving average models

... autocorrelations. Autoregressive moving average (ARMA) models for time series data devel- oped by Box and Jenkins (1970) have been widely used as a basic ...

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Testing for unit roots in autoregressive moving average models: An instrumental variable approach

Testing for unit roots in autoregressive moving average models: An instrumental variable approach

... In this paper we have proposed a test for a unit root in autoregressive moving average time series models based on an instrumental variable estimator. The main advantage of the instrumen[r] ...

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Estimation and forecasting in vector autoregressive moving average models for rich datasets

Estimation and forecasting in vector autoregressive moving average models for rich datasets

... non-invertible moving average polynomial to its corresponding invertible representation using Lippi and Reichlin’s 1994 procedure and continue ...an average of 34% and 56% for K = 3 and K = 10, ...

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Evaluating the Forecast Performance of Autoregressive Conditional Heteroscedasticity (ARCH) Family Models

Evaluating the Forecast Performance of Autoregressive Conditional Heteroscedasticity (ARCH) Family Models

... among autoregressive moving average (ARMA), Autoregressive conditional heteroscedasticity (ARCH), Generalized Autoregressive conditional heteroscedasticity (GARCH), Integrated ...

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Assessment of data-driven models in downscaling of the daily temperature in Birjand synoptic station

Assessment of data-driven models in downscaling of the daily temperature in Birjand synoptic station

... Contemporaneous Autoregressive-Moving Average (CARMA), CARMA-ARCH (Autoregressive Conditional Heteroskedasticity), Support Vector Regression (SVR), Adaptive Neuro-Fuzzy Inference System ...

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Comparative Study on Forecasting Accuracy among Moving Average Models with Simulation and PALTEL Stock Market Data in Palestine

Comparative Study on Forecasting Accuracy among Moving Average Models with Simulation and PALTEL Stock Market Data in Palestine

... k-th moving average, k-th weighted moving average, and k-th exponential weighted moving average ...Weighted Moving Average based on Autoregressive ...

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Asymptotic distributions of the unit root tests when the process is nearly stationary

Asymptotic distributions of the unit root tests when the process is nearly stationary

... Several test criteria are available for testing the hypothesis that the autoregressive polynomial of an autoregressive moving average process has a single unit root.. Schwert (1988), usi[r] ...

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Study & Development of Short Term Load Forecasting Models Using Stochastic Time Series Analysis

Study & Development of Short Term Load Forecasting Models Using Stochastic Time Series Analysis

... The Autoregressive (AR), Autoregressive Moving Average (ARMA) and Autoregressive Integrated Moving Average (ARIMA) models can be developed using time series approach for ...

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Flood Prediction Using Seasonal Autoregressive Integrated Moving Average (SARIMA) Model

Flood Prediction Using Seasonal Autoregressive Integrated Moving Average (SARIMA) Model

... an Autoregressive Model; it is one of the categories of SARIMA and has been classified as ...the Autoregressive Moving Average Model, and has been classified as ARMA: (p, ...the moving ...

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Modelling And Forecasting Small Haplochromine Species (Kambuzi) Production In Malawi - A Stochastic Model Approach

Modelling And Forecasting Small Haplochromine Species (Kambuzi) Production In Malawi - A Stochastic Model Approach

... an autoregressive of order p (AR ...a moving-average of order q (MA ...the autoregressive moving-average of order p and q (ARMA (p, ...

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Time Series Analysis of Production and Price of Cattle and Milkfish in the Philippines

Time Series Analysis of Production and Price of Cattle and Milkfish in the Philippines

... This study forecasted the production and farmgate price of Cattle and Milkfish in the Philippines Using Autoregressinve Integrated Moving Average (ARIMA) and Autoregressive Moving ...

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ARIMA-M: A New Model for Daily Water Consumption Prediction, Based on the Autoregressive Integrated Moving Average Model and the Markov Chain Error Correction

ARIMA-M: A New Model for Daily Water Consumption Prediction, Based on the Autoregressive Integrated Moving Average Model and the Markov Chain Error Correction

... Abstract: Water resource is considered as a significant factor in development of regional environment and society. Water consumption prediction can provide important decision basis for the regional water supply ...

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Modelling Financial Market Volatility Using Asymmetric-Skewed-ARFIMAX and -HARX Models

Modelling Financial Market Volatility Using Asymmetric-Skewed-ARFIMAX and -HARX Models

... heterogeneous autoregressive (HAR) and fractionally integrated autoregressive moving average (ARFIMA) models are introduced to model the S&P500 index using various realized volatility ...

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Japanese quantitative easing: The effects and constraints of anti deflationary monetary expansions

Japanese quantitative easing: The effects and constraints of anti deflationary monetary expansions

... LIST OF ACRONYMS AC – Autocorrelation ADF – Augmented Dickey5Fuller ARIMA – Autoregressive Integrated Moving Average ARMA – Autoregressive Moving Average BIS – Bank for International Set[r] ...

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An Analysis Of The Relationship Between Risk And Return In The Gold Market Of Asian Countries

An Analysis Of The Relationship Between Risk And Return In The Gold Market Of Asian Countries

... The Table 8 contain information about the volatility or standard deviation for each year included in the period of study i.e. from 2008 till 2017. The annual standard deviation for the gold prices is calculated for the ...

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Modelling and forecasting volatile data by using ARIMA and GARCH models

Modelling and forecasting volatile data by using ARIMA and GARCH models

... In developing the models, parameter estimation is one of the crucial steps. Common methods of estimation include method of moment (MME), Ordinary Least Square Estimation (OLS) and Maximum Likelihood Estimation (MLE). ...

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Non-linear water level forecasting of Dungun river using hybridization of backpropagation neural network and genetic algorithm

Non-linear water level forecasting of Dungun river using hybridization of backpropagation neural network and genetic algorithm

... of Autoregressive Integrated Moving Average (ARIMA) or seasonal ARIMA (SARIMA), Backpropagation Neural Network (BPNN), Nonlinear Autoregressive Models with exogenous inputs (NARX), have been ...

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Forecast Comparison of Seasonal Autoregressive Integrated Moving Average (SARIMA) and Self Exciting Threshold Autoregressive (SETAR) Models

Forecast Comparison of Seasonal Autoregressive Integrated Moving Average (SARIMA) and Self Exciting Threshold Autoregressive (SETAR) Models

... seasonal autoregressive integrated moving average (SARIMA) ...of Autoregressive (AR) and Moving average (MA) ...The autoregressive part takes care of the past information ...

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COMPARATIVE ANALYSIS OF THE PERFORMANCE OF ARTIFICIAL NEURAL NETWORKS (ANNs) AND AUTOREGRESSIVE INTEGRATED MOVING AVERAGE (ARIMA) MODELS ON RAINFALL FORECASTING

COMPARATIVE ANALYSIS OF THE PERFORMANCE OF ARTIFICIAL NEURAL NETWORKS (ANNs) AND AUTOREGRESSIVE INTEGRATED MOVING AVERAGE (ARIMA) MODELS ON RAINFALL FORECASTING

... outperformed Autoregressive Integrated Moving Average (ARIMA) technique in cyclical seasonal behavior with a minimum Mean Absolute Percentage Error ...

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