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Time Series and Spatial Analysis of Crop Yield: Trend analysis, Modeling, and Forecasting - Softcover
Reseña del editor
Space and time are often vital components of research data sets. Accounting for and utilizing the space and time information in statistical models become beneficial when the response variable in question is proved to have a space and time dependence. The objectives of this work were to investigate crop yield trends in space and time, quantify the variability in yield explained by genetics and space-time (environment) factors, and study how spatio-temporal information could be incorporated and also utilized in modeling and forecasting yield. Trend of irrigated and dryland crops was analyzed by employing time series statistical techniques. Some traditional linear regressions and smoothing techniques were first used to obtain the yield function. A multivariate time series modeling approach was conducted to demonstrate how the space and time correlation information can be utilized to model and forecast yield and related variables. The conclusion from this research clearly emphasizes the importance of space and time components of data sets because they can adjust for those underlying variables and factor effects that are not measured or not well understood.
Biografía del autor
Research Associate, Kansas State University, Manhattan, USA.
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- VerlagLAP LAMBERT Academic Publishing
- Erscheinungsdatum2013
- ISBN 10 3659384224
- ISBN 13 9783659384226
- EinbandTapa blanda
- SpracheEnglisch
- Anzahl der Seiten84
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Time Series and Spatial Analysis of Crop Yield: Trend analysis, Modeling, and Forecasting
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LAP LAMBERT Academic Publishing, 2013
ISBN 10: 3659384224
ISBN 13: 9783659384226
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Time Series and Spatial Analysis of Crop Yield: Trend analysis, Modeling, and Forecasting
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LAP LAMBERT Academic Publishing, 2013
ISBN 10: 3659384224
ISBN 13: 9783659384226
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Time Series and Spatial Analysis of Crop Yield Trend analysis, Modeling, and Forecasting
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Time Series and Spatial Analysis of Crop Yield Trend analysis, Modeling, and Forecasting
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Time Series and Spatial Analysis of Crop Yield: Trend analysis, Modeling, and Forecasting
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LAP LAMBERT Academic Publishing, 2013
ISBN 10: 3659384224
ISBN 13: 9783659384226
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Time Series and Spatial Analysis of Crop Yield: Trend analysis, Modeling, and Forecasting
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ISBN 13: 9783659384226
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Time Series and Spatial Analysis of Crop Yield : Trend analysis, Modeling, and Forecasting
Verlag:
LAP LAMBERT Academic Publishing, 2013
ISBN 10: 3659384224
ISBN 13: 9783659384226
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Taschenbuch. Zustand: Neu. nach der Bestellung gedruckt Neuware - Printed after ordering - Space and time are often vital components of research data sets. Accounting for and utilizing the space and time information in statistical models become beneficial when the response variable in question is proved to have a space and time dependence. The objectives of this work were to investigate crop yield trends in space and time, quantify the variability in yield explained by genetics and space-time (environment) factors, and study how spatio-temporal information could be incorporated and also utilized in modeling and forecasting yield. Trend of irrigated and dryland crops was analyzed by employing time series statistical techniques. Some traditional linear regressions and smoothing techniques were first used to obtain the yield function. A multivariate time series modeling approach was conducted to demonstrate how the space and time correlation information can be utilized to model and forecast yield and related variables. The conclusion from this research clearly emphasizes the importance of space and time components of data sets because they can adjust for those underlying variables and factor effects that are not measured or not well understood. Bestandsnummer des Verkäufers 9783659384226
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Time Series and Spatial Analysis of Crop Yield
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LAP LAMBERT Academic Publishing Apr 2013, 2013
ISBN 10: 3659384224
ISBN 13: 9783659384226
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Taschenbuch. Zustand: Neu. This item is printed on demand - it takes 3-4 days longer - Neuware -Space and time are often vital components of research data sets. Accounting for and utilizing the space and time information in statistical models become beneficial when the response variable in question is proved to have a space and time dependence. The objectives of this work were to investigate crop yield trends in space and time, quantify the variability in yield explained by genetics and space-time (environment) factors, and study how spatio-temporal information could be incorporated and also utilized in modeling and forecasting yield. Trend of irrigated and dryland crops was analyzed by employing time series statistical techniques. Some traditional linear regressions and smoothing techniques were first used to obtain the yield function. A multivariate time series modeling approach was conducted to demonstrate how the space and time correlation information can be utilized to model and forecast yield and related variables. The conclusion from this research clearly emphasizes the importance of space and time components of data sets because they can adjust for those underlying variables and factor effects that are not measured or not well understood. 84 pp. Englisch. Bestandsnummer des Verkäufers 9783659384226
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Time Series and Spatial Analysis of Crop Yield
Verlag:
LAP LAMBERT Academic Publishing, 2013
ISBN 10: 3659384224
ISBN 13: 9783659384226
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Zustand: New. Dieser Artikel ist ein Print on Demand Artikel und wird nach Ihrer Bestellung fuer Sie gedruckt. Autor/Autorin: Assefa YaredResearch Associate, Kansas State University, Manhattan, USA.Space and time are often vital components of research data sets. Accounting for and utilizing the space and time information in statistical models become ben. Bestandsnummer des Verkäufers 5152674
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Time Series and Spatial Analysis of Crop Yield: Trend analysis, Modeling, and Forecasting
Verlag:
LAP LAMBERT Academic Publishing, 2013
ISBN 10: 3659384224
ISBN 13: 9783659384226
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