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[Team-FCW] How To Produce Prediction Map In GIS With ArcGIS And Excel
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[Team-FCW] How to Produce Prediction Map in GIS With ArcGIS and Excel
MP4 | Video: AVC 1280x720 | Audio: AAC 48KHz 2ch | Duration: 1.5 Hours | Lec: 18 | 307 MB
Genre: eLearning | Language: English
Step By Step Guide To Produce and Validate Hazards Prediction Map With ArcGIS and Excel Using Frequency Ratio Model
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).
What you’ll learn
You’ll have my continuous support, taking your hand step-by-step to develop your first high quality map using real data
Writing a journal article, MOST WELCOME, I am available to help you to produce a scientific article qualified for peer review acceptance
I will be with you to interpret the results, we will discuss about the technical issues as well as how to make your results meaningful
Free access to all my previous publications techniques and methods: Search for "Omar Althuwaynee on Researchgate"
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FILE LIST
Filename
Size
01 Introduction to prediction mapping methods with GIS/001 Introduction to common statistical based model and Frequency ratio (FR) concept.mp4
20 MB
02 Training and testing data preparation/002 Introduction to the course data.mp4
3.8 MB
02 Training and testing data preparation/003 Training and testing data preparation using ArcGIS.mp4
10.3 MB
02 Training and testing data preparation/004 Training and testing data preparation using Open source QGIS (Extra).mp4
8.2 MB
02 Training and testing data preparation/attached files/002 Althuwaynee.O.F-et-al.E3-CATENA.pdf
7.3 MB
02 Training and testing data preparation/attached files/002 Landslide-susceptibility-zonation-in-Greece.pdf
1.1 MB
03 Data preparation/005 Independent factors classification.mp4
13.6 MB
03 Data preparation/006 Pixels amount consistency of independent factors maps.mp4
7.9 MB
03 Data preparation/007 Tabulate the area of training data.mp4
14.3 MB
04 Frequency ratio model preparation in Excel/008 Data transfer from ArcGIS to Excel.mp4
6.6 MB
04 Frequency ratio model preparation in Excel/009 Model parameters calculations in Excel.mp4
14 MB
04 Frequency ratio model preparation in Excel/010 Calculate the Frequency ratio values.mp4
38.2 MB
04 Frequency ratio model preparation in Excel/011 Calculate the prediction rate values.mp4
15.9 MB
04 Frequency ratio model preparation in Excel/012 Calculate the prediction rates using pairwise comparison method.mp4
19.7 MB
05 Prediction map production/013 Reclassify the covariates using frequency ratio values.mp4
19.8 MB
05 Prediction map production/014 Produce prediction map using the prediction rates.mp4
11 MB
05 Prediction map production/015 Produce prediction map using the pairwise comparison.mp4
7.7 MB
06 Model evaluation using Area Under Curve (AUC) model/016 Final map reclassification in ArcGIS.mp4
11.2 MB
06 Model evaluation using Area Under Curve (AUC) model/017 Area Under Curve (AUC) calculation in Excel.mp4
28.9 MB
06 Model evaluation using Area Under Curve (AUC) model/018 Issues appeared during Area under curve calculations.mp4