Produce Prediction Map in GIS With ArcGIS and Excel

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Course content:
01. Introduction to prediction mapping methods with GIS 00:00:00
02. Training and testing data preparation 00:08:02
03. Data preparation 00:16:40
04. Frequency ratio model preparation in Excel 00:27:45
05. Prediction map production 00:57:01
06. Model evaluation using Area Under Curve (AUC) model 01:09:25

Downloadable resources:
https://drive.google.com/file/d/1AnWXsb_h4QPFrjnflQ4GM94_iuFK6eko/view?usp=sharing

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.

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).

Who this course is for:
- Students and researchers of environmental engineering sciences, Ecology, and Other Natural Sciences
- Any discipline who wanted to start easily using GIS in producing susceptibility mapping purposes and hazard assessment
- Beginner in geographical information system software’s, looking for quick self development
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