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Table 1 Literature on series linear or nonlinear models for time series forecasting

From: Performance evaluation of series and parallel strategies for financial time series forecasting

Author(s)

Linear model

Nonlinear model

Year

Field

Ghasemi et al. (2016)

ARIMA

SVM

2016

Electricity price and load forecasting

Barrow (2016)

SMA

MLP

2016

Intraday call arrivals forecasting

Katris and Daskalaki (2015)

FARIMA

MLP

2015

Internet traffic forecasting

Chaâbane (2014)

FARIMA

MLP

2014

Electricity price forecasting

Adhikari and Agrawal (2013)

RWM

MLP

2013

Financial time series forecasting energy

Wang and Meng (2012)

ARIMA

MLP

2012

Consumption forecasting

Khashei et al. (2012)

ARIMA

PNNs

2012

Time series forecasting

Nourani et al. (2011)

SARIMAX

MLP

2011

Rainfall–runoff process modeling

Wu and Chan (2011)

ARIMA

Time delay neural network (TDNN)

2011

Hourly solar radiation forecasting

Aladag et al. (2009)

ARIMA

Elman’s recurrent neural networks

2009

Time series forecasting