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How to Produce Prediction Map in GIS With ArcGIS and Excel?
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How to Produce Prediction Map in GIS With ArcGIS and Excel?

About this course

Since the late 1980s, the widely popular and efficient geographic information system (GIS) has facilitated the development of new machine learning, data-driven, and empirical methods that reduce generalization errors. In the this course, i have shared a famous and solid bivariate technique (Frequency ratio), to help you start your first prediction map using ArcMap and Excel only.UPDATES March 2019: Course full data was uploaded with Section 2. I will explain the spatial correlation between; prediction factors, and the dependent factor. Also, how to find the autocorrelations between; the prediction factors, by considering their prediction importance or contribution. Finally, I will Produce susceptibility map using; Microsoft Excel and ESRI ArcGIS only. Model prediction validation will be measured by most common statistical method of Area under the curve (AUC).

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What you'll learn

  • create prediction maps using ArcGIS and Excel
  • explain spatial correlation between prediction factors
  • measure model prediction validation using AUC

Course objectives

  • to help students understand the use of GIS for predictive modeling
  • to provide practical skills in using ArcGIS and Excel for data analysis
Data Analysis #gis #spatial analysis #excel #arcgis #autocorrelation #bivariate analysis #data-driven methods #prediction mapping #area under curve #frequency ratio
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