2025/12/19
Rahim Mahmoudvand

Rahim Mahmoudvand

Academic rank: Associate Professor
ORCID:
Education: PhD.
H-Index:
Faculty: Faculty of Science
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E-mail: r.mahmodvand [at] gmail.com
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Research

Title
Missing Data Imputation in Time Series Using Singular Spectrum Analysis
Type
Speech
Keywords
Bootstrap, Missing value, Multivariate SSA, Forecasting
Year
2017
Researchers Rahim Mahmoudvand

Abstract

In this talk, we introduce several algorithms using singular spectrum analysis for gap filling in univariate time series. In these algorithms, the data before missing values and the data after (in the reverse order) missing values treated as two separate time series. Then, using SSA forecasting, two estimations of the missing values will be provided. Finally, we combine these estimations and produce a unique estimation for missing values.