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34 Cards in this Set

  • Front
  • Back
Raw Data Errors
Position Uncertainty (Where?)
--Horizontal and Vertical
Time Uncertainty (When?)
Attribute Uncertainty (What?)
Completedness
Digitizing Errors
Overshoot, Overlap, Undershoot, Sliver
Tobler's Law
Everything is related to everything else, but near things are more closley related than distant things.
Correlation
When things vary together, not related to chance.
Positive, Negative and no-correlation.
Autocorrelation
a property displayed by a series of adjacent items not being independent of each other.
Temporal Autocorrelation
non-independence of measurements among phenomena as a function of the time of their occurrence relative to other phenomena; temporal analogue of spatial autocorrelation.
Cluster Space
can be randomly dispersed, positively autocorrelated, negatively autocorrelated.
Visualization Errors Types
Raw Data Errors, Digiitizing Errors, Processing Errors, Conceptual Errors, Visualization Errors.
Processing Errors
errors assoicated with the use of a wrong datum, units, missing values, spelling mistakes, address mistakes, ect..
Conceptual Errors
errors associated with conceptual definitions such as a forest or lake.
Error Types
I: we say a relationship exists when it doesn't. Rejection of a true null hypothesis.
II: we say that no relationship exists when it does. Accept a false null hypothesis.
Levels of Measurment
Nominal
-type of tree.
-anything that represents the name of something
Ordinal
-relative size of tree.
-no meaning in terms of addition or subtraction.
Interval
-Temperature of a tree.
Ratio
-height of tree
-math works
Cyclic
-based on 360 degrees.
-hard to compare.
Measuring Uncertianty
Blunder
-mistake of screwing up.
Noise
-instramentation errors.
-can be averaged out.
Bias
-cannot be averaged out.
-design flaws
Orthophotoquad
DOQQ
Mosaic of aerial photograhs that have been photo rectified (warped to fit space).
Scale
Phenomenon Scale
-size of things, regardless of how they are studied.
-a lake is larger than a pond.
Analysis Scale
-size of the unit at which something is analyzied.
-data at the state level are at a larger scale than data a a county level.
Cartographic Scale
-depicted size of a feature on a map relative to its actual size in the world.
Visualization Errors
Generalization, exaggeration, symbolization, omission, lighting, colors.
Point (Position) Statistics
CEP, RMS, DMRS, 2DRMS
CEP
Circular Error Probable
-Radius of a circle arount the 50 percent of values closest to the mean
-Freak values do not matter
RMS
Root Mean Squared Error
-standard deviation
DRMS
Distance Root Mean Squared
2DRMS
95% of radial error
every data value counts.
Visualizing Uncertainty
Intrinsic Symbols
-Chlorpleth Hues
-City size circles
Extrinsic Variable
-bar graphs
-vector arrows
-charts
How to manage errors
expect them, minimize them, report them.
Electronic Imaging
Photocells and CCDs
Reflected Electromagnetic energy
thermal, microwave, radar, lasers...
Pattern Recognition
Spatial Patterns
-Size, shape, texture, pixel relationships
-human interpretation advantage
Spectral Patters
-non-visual, often counterintuitive.
-different for pixels or clusters
-Human interpretation often not useful.
Accuracy
-The degree to which a quantity is free from error.
-Degree to which a measurement conforms to that which it represents
-The level of correctness in the measurement of a survey.
Precision
-Degree of refinement with which a measurement is expressed.
-the degree of exactness with which a quality is stated.
-level of measurement in a survey.
-similar to cartographic scale.
-Map Scale=Map Precision
Map Errors
Fact
-missing, moved, misclassified
Time
-Gone, changed, planned future.
Cartographic Adjustments
-abstraction, generalization, exaggeration
Symbol Adjustments
-line width, types, colors, patterns....
Map Accuracy
Position
-Horizontal, vertical, 3-D
Implicit relationship between scale and accuracy:
-the larger the scale the more reliable the plotted positions
Explicit relationship between scale and accuracy
-national map accuracy standard.
National Map Accuracy Standard
For 1:24,000 scale map
Null Hypothesis
The alternative hypothesis, typically
Participatory Approaches
Cooption
-Token participation
-Community has no input
Compliance
-research agenda decided by ousiders
-community is assigned tasks
Consultation
-Local opinion is sought
-outsiders analyze situation and decide actions
Cooperation
-Local people work together with researchers to determin prioritietes
Co-Learning
-Local people set their own agenda
-community and outsiders form action plans
Collective action
-local people set their own agenda
-community carries and agenda
-no external initiators or monitors.
Semi-Variogram
distance of statistical relatedness.
half of the variance.
Nugget, Sill, Range
Nugget: amount of semi-variance you cant go below.
Sill: where value levels out amount of semi variance.
Range: is distance (ground distance) where meet the sill.