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Nina Golyandina
Researcher at Saint Petersburg State University
Publications - 61
Citations - 2808
Nina Golyandina is an academic researcher from Saint Petersburg State University. The author has contributed to research in topics: Singular spectrum analysis & Series (mathematics). The author has an hindex of 18, co-authored 56 publications receiving 2482 citations.
Papers
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Book
Analysis of Time Series Structure: SSA and related techniques
TL;DR: In this article, the authors present a detailed treatment of the singular spectrum analysis (SSA) methodology and apply SSA ideas to change point detection algorithms, and formulate and prove the statements of Part I.
Book
Singular Spectrum Analysis for Time Series
TL;DR: This book discusses SSA for Forecasting, interpolation, Filtration and Estimation: SSA Forecasting Algorithms, and Subspace-Based Methods and Estimating of Signal Parameters and SSA and Filters.
MonographDOI
Analysis of time series structure
TL;DR: In this paper, the analysis of time series structure is studied in the context of time-series analysis, and the authors propose a time series analysis model based on time series structures.
Journal ArticleDOI
Basic Singular Spectrum Analysis and forecasting with R
TL;DR: The main features of the Rssa package, which efficiently implements the SSA algorithms and methodology in R, are described and analysis, forecasting and parameter estimation are demonstrated using case studies.
Journal ArticleDOI
The "Caterpillar"-SSA method for analysis of time series with missing values
Nina Golyandina,E. Osipov +1 more
TL;DR: In this article, a method of filling in the missing data is proposed and is applied to time series of finite rank and conditions of exact reconstruction of missing data are developed and versions of the algorithm applicable to real-life time series are presented.