Handling Missing Data
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Handling Missing Data: Applications to Environmental Analysis

Handling Missing Data: Applications to Environmental Analysis

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About the Book

The management and remediation of environmental data time series have always been tiresome but necessary tasks as increasingly complex meteorological and dispersion models claim more and more data inputs. Featuring a wide range of techniques for analysing and filling gaps in time series data, this book contains recent research by the Air Pollution and Environmental Fluid Dynamics Group at Marche University of Technology, Ancona. The contributions may be viewed both as tools to manage practical air pollution problems and as a compendium of theoretical knowledge for a new understanding of lesser-known aspects.

Table of Contents:
Chapter 1: An introduction to the statistical filling of environmental data time series Classification of missing data; Linear interpolation; Imputation techniques Chapter 2: Data validation and data gaps in environmental time series Monitoring stations; Analysis and validation of time series Chapter 3: Statistical modelling of the remediation of environmental-data time series Statistical modelling applicable to time series; Autoregressive models and time series; Development of models for forecast and remediation Chapter 4: Imputation techniques for meteorological and air quality data filling Imputation techniques and missing data; Nearest Neighbour techniques; Spatial interpolation; The Voronoi diagram; Statistic filling of sparse time series Chapter 5: Neural Networks and their applications to meteorological and air quality data filling Introduction to Neural Networks; Neural Networks in data remediation; A survey on Neural Network applications in meteorological and air quality fields; Building up networks for remediation of time-series; Are the ANN applicable to the remediation of time series?


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Product Details
  • ISBN-13: 9781853129926
  • Publisher: WIT Press
  • Publisher Imprint: WIT Press
  • Edition: Illustrated edition
  • Language: English
  • Sub Title: Applications to Environmental Analysis
  • ISBN-10: 1853129925
  • Publisher Date: 18 Nov 2003
  • Binding: Hardback
  • Height: 230 mm
  • Returnable: N
  • Width: 155 mm


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