W8 Flashcards
What is Spatial interpolation?
The procedure of predicting values at un-sampled locations based on some existing within the same area of interest
- could be used to derive a continuous surface of the measured attribute
- interpolation can also be used to fill data gaps in a grid
How does spatial interpolation work?
A mathematical model is used estimate the values of the missing locations
What is tobler’s law
Everything is related to everything else, but closer things are more related
- this is the most fundamental “law” in the discipline of geography
How does Tobler’s law related to interpolation?
It depends on a property known as spatial autocorrection, a metric that quantifies the degree to which near and more distant things are related
- makes spatial distributions easier to model with distance becoming the key attribute
Explain the distinction between exact and inexact interpolations.
Exact: interpolated surface passes through all original data points (reproduces data values)
Inexact: does not pass through all data points (does not reproduce data values)
Explain the distinction between global and local interpolation
Global: estimated value is a function of all the values in the data set (usually based in statistics)
Local: estimated value is a function of a subset of values within the vicinity of the unknown value (like Tobler said)
What are the two global methods
- Classification (inexact)
- Trend surfaces (inexact)