A Comparative Study of Performance Estimation Methods for Time Series Forecasting

2017 IEEE International Conference on Data Science and Advanced Analytics (DSAA) ◽

10.1109/dsaa.2017.7 ◽

2017 ◽

Author(s):

Vitor Cerqueira ◽

Luis Torgo ◽

Jasmina Smailovic ◽

Igor Mozetic

Keyword(s):

Time Series ◽

Comparative Study ◽

Time Series Forecasting ◽

Performance Estimation ◽

Estimation Methods

Download Full-text

Evaluating time series forecasting models: an empirical study on performance estimation methods

Machine Learning ◽

10.1007/s10994-020-05910-7 ◽

2020 ◽

Vol 109 (11) ◽

pp. 1997-2028 ◽

Author(s):

Vitor Cerqueira ◽

Luis Torgo ◽

Igor Mozetič

Keyword(s):

Time Series ◽

Empirical Study ◽

Time Series Forecasting ◽

Performance Estimation ◽

Estimation Methods ◽

Forecasting Models

Download Full-text

Comparative study on the time series forecasting of web traffic based on statistical model and Generative Adversarial model

Knowledge-Based Systems ◽

10.1016/j.knosys.2020.106467 ◽

2020 ◽

pp. 106467

Author(s):

Kun Zhou ◽

Wenyong Wang ◽

Lisheng Huang ◽

Baoyang Liu

Keyword(s):

Time Series ◽

Comparative Study ◽

Statistical Model ◽

Time Series Forecasting ◽

Web Traffic ◽

Adversarial Model

Download Full-text

Seasonal time series forecasting: a comparative study of arima and ann models

African Journal of Science and Technology ◽

10.4314/ajst.v5i2.15330 ◽

2006 ◽

Vol 5 (2) ◽

Author(s):

JM Kihoro ◽

RO Otieno ◽

C Wafula

Keyword(s):

Time Series ◽

Comparative Study ◽

Time Series Forecasting ◽

Seasonal Time Series ◽

Download Full-text

A Comparative Study of Outlier Detection and Missing Value Estimation Methods Applied to Time Series Transport Data

Computational Statistics ◽

10.1007/978-3-662-26811-7_48 ◽

1992 ◽

pp. 349-354 ◽

Author(s):

Edwin J. Redfern ◽

Susan M. Watson ◽

Stephen D. Clark ◽

Miles R. Tight

Keyword(s):

Time Series ◽

Comparative Study ◽

Outlier Detection ◽

Estimation Methods ◽

Missing Value ◽

Value Estimation ◽

Missing Value Estimation

Download Full-text

Time series forecasting with neural networks: a comparative study using the air line data

Journal of the Royal Statistical Society Series C (Applied Statistics) ◽

10.1111/1467-9876.00109 ◽

2008 ◽

Vol 47 (2) ◽

pp. 231-250 ◽

Author(s):

Julian Faraway ◽

Chris Chatfield

Keyword(s):

Neural Networks ◽

Time Series ◽

Comparative Study ◽

Time Series Forecasting

Download Full-text

A comparative study of predictive algorithms for time series forecasting

2014 Third IEEE International Colloquium in Information Science and Technology (CIST) ◽

10.1109/cist.2014.7016596 ◽

2014 ◽

Author(s):

Ouahilal Meryem ◽

Jellouli Ismail ◽

El Mohajir Mohammed

Keyword(s):

Time Series ◽

Comparative Study ◽

Time Series Forecasting ◽

Predictive Algorithms

Download Full-text

A comparative study for Time Series Forecasting within software 5G networks

2020 14th International Conference on Signal Processing and Communication Systems (ICSPCS) ◽

10.1109/icspcs50536.2020.9310033 ◽

2020 ◽

Author(s):

Pousali Chakraborty ◽

Marius Corici ◽

Thomas Magedanz

Keyword(s):

Time Series ◽

Comparative Study ◽

Time Series Forecasting ◽

Download Full-text

Parameter estimation methods for gene circuit modeling from time-series mRNA data: a comparative study

Briefings in Bioinformatics ◽

10.1093/bib/bbv015 ◽

2015 ◽

Vol 16 (6) ◽

pp. 987-999 ◽

Author(s):

M. Fan ◽

H. Kuwahara ◽

X. Wang ◽

S. Wang ◽

X. Gao

Keyword(s):

Time Series ◽

Parameter Estimation ◽

Comparative Study ◽

Estimation Methods ◽

Circuit Modeling ◽

Gene Circuit ◽

Parameter Estimation Methods

Download Full-text

A Comparative Study and Analysis of Time Series Forecasting Techniques

SN Computer Science ◽

10.1007/s42979-020-00180-5 ◽

2020 ◽

Vol 1 (3) ◽

Author(s):

Srihari Athiyarath ◽

Mousumi Paul ◽

Srivatsa Krishnaswamy

Keyword(s):

Time Series ◽

Comparative Study ◽

Time Series Forecasting ◽

Analysis Of Time Series ◽

Forecasting Techniques

Download Full-text

A comparative study of wavelet-based ANN and classical techniques for geophysical time-series forecasting

Computers & Geosciences ◽

10.1016/j.cageo.2020.104461 ◽

2020 ◽

Vol 138 ◽

pp. 104461 ◽

Author(s):

Shivam Bhardwaj ◽

E. Chandrasekhar ◽

Priyanka Padiyar ◽

Vikram M. Gadre

Keyword(s):

Time Series ◽

Comparative Study ◽

Time Series Forecasting ◽

Geophysical Time Series

Download Full-text