03530nam a22005775i 4500 978-981-97-5323-9 DE-He213 20251030112906.0 cr nn 008mamaa 240822s2024 si | s |||| 0|eng d 9789819753239 978-981-97-5323-9 10.1007/978-981-97-5323-9 doi T57.6-.97 KJT bicssc KJMD bicssc BUS049000 bisacsh KJT thema KJMD thema Xie, Naiming. author. aut http://id.loc.gov/vocabulary/relators/aut 82735 Grey Forecasting [electronic resource] : Mechanism, Models and Applications / by Naiming Xie, Baolei Wei. 1st ed. 2024. Singapore : Springer Nature Singapore : Imprint: Springer, 2024. XIII, 200 p. 24 illus., 15 illus. in color. online resource. text txt rdacontent computer c rdamedia online resource cr rdacarrier text file PDF rda Series on Grey System, 2731-4944 1. Introduction -- 2. Architecture of grey forecasting models -- 3. Mechanism and reduction of grey forecasting models -- 4. Continuous-time grey endogenous forecasting models -- 5. Discrete-time grey endogenous forecasting models -- 6. Continuous-time grey exogenous forecasting models -- 7. Discrete-time grey exogenous forecasting models -- 8. Nonlinear grey forecasting models -- 9. Grey number-oriented forecasting models -- 10. Comments and future thinking. This book aims to present an overview of grey system models for time series modelling and forecasting. It is about modelling and forecasting time series with ordinary differential equations, especially when the available samples are extremely limited. Grey system models (GSM) develop sequence operators to nonparametrically identify the underlying dynamics from the limited observations. This book concerns about two important modelling themes, small sample and poor information. The former focuses on the mechanism and methodology of GSMs for small-sample real-number time series, and the latter on the uncertainty quantification of grey number together with its small-sample modelling principles. In this book, a broad entry point to applied data science for students majoring in economic, management science, and engineering is applied, covering a wide range of topics from basic introductory material up to research-level techniques. Operations research. 57943 Mathematics Philosophy. 69649 Econometrics. 57695 Operations Research and Decision Theory. 67143 Philosophy of Mathematics. 69650 Quantitative Economics. 70330 Wei, Baolei. author. aut http://id.loc.gov/vocabulary/relators/aut 82736 SpringerLink (Online service) Springer Nature eBook Printed edition: 9789819753222 Printed edition: 9789819753246 Printed edition: 9789819753253 Series on Grey System, 2731-4944 77168 https://doi.org/10.1007/978-981-97-5323-9 ZDB-2-BUM ZDB-2-SXBM 62655 62655