Beskrivning
This book presents a comprehensive exploration of Singular Spectrum Analysis (SSA), a powerful tool used for time series analysis and forecasting. Written by experts Hossein Hassani and Rahim Mahmoudvand, it provides readers with a thorough understanding of SSA's fundamental principles, its applications, and its various techniques. The authors meticulously break down complex concepts, making them accessible for both newcomers and those experienced in the field.
As the narrative unfolds, readers are guided through practical implementations of SSA using R, a popular programming language among statisticians and data scientists. Each chapter is designed to build upon the previous one, allowing for a progressive learning experience. The inclusion of real-world case studies enriches the material, illustrating how SSA can be effectively employed to extract meaningful insights from complex datasets.
With a blend of theory and practice, the book serves as a vital resource for analysts, researchers, and students alike. Its rigorous approach ensures that readers not only grasp the theories behind Singular Spectrum Analysis but also acquire the skills needed to apply this invaluable technique in their analyses.
As the narrative unfolds, readers are guided through practical implementations of SSA using R, a popular programming language among statisticians and data scientists. Each chapter is designed to build upon the previous one, allowing for a progressive learning experience. The inclusion of real-world case studies enriches the material, illustrating how SSA can be effectively employed to extract meaningful insights from complex datasets.
With a blend of theory and practice, the book serves as a vital resource for analysts, researchers, and students alike. Its rigorous approach ensures that readers not only grasp the theories behind Singular Spectrum Analysis but also acquire the skills needed to apply this invaluable technique in their analyses.
Bokdetaljer
Format
Inbunden
Sidor
162 sidor
Språk
Engelska
Publicerad
Jul 12, 2018
Förlag
Palgrave Pivot
Utgåva
1st ed. 2018
Upplagor
2 utgåvor
ISBN-10
1137409509
ISBN-13
9781137409508