Motivation II : Data Visualization
Motivation II : Data Visualization
-
Last: DR for compressing data
-
Here DR for visualize data
-
DV makes better understanding of the data
-
Huge graph data that maybe contain 50 parameter
-
Difficult to visualize make 50-D graph,
-
Instead represent each vector, represent countriy in R2.
-
Makes parameters into one vector. Somehow find the correlation and makes 50-D input to 2D input
-
As example z1 = country size. Generalized for GDP countries
-
z2 = per person GDP
-
Example Singapore (bottom right, high per person, but small countries)
-
USA : per person high, countries: large
-
Find a correlation that takes 2D graph to represent the data (Example here, to generalize it as finding the economic activity and its correlation between each country and people that reside within it
-
This is how to make 2D graph representation. It's important to make it 2D to make us better seeing the data as a whole.This makes us understand better about what data trying to give us, and makes appropriate action based on the graph.
-
![](data:image/jpg;base64,/9j/4AAQSkZJRgABAQEASABIAAD/4ge4SUNDX1BST0ZJTEUAAQEAAAeoYXBwbAIgAABtbnRyUkdC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%0AKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigD//2Q==)
-
PC analysis, doing DR, and how to compress data