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34 Cards in this Set
- Front
- Back
Raw Data Errors
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Position Uncertainty (Where?)
--Horizontal and Vertical Time Uncertainty (When?) Attribute Uncertainty (What?) Completedness |
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Digitizing Errors
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Overshoot, Overlap, Undershoot, Sliver
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Tobler's Law
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Everything is related to everything else, but near things are more closley related than distant things.
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Correlation
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When things vary together, not related to chance.
Positive, Negative and no-correlation. |
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Autocorrelation
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a property displayed by a series of adjacent items not being independent of each other.
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Temporal Autocorrelation
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non-independence of measurements among phenomena as a function of the time of their occurrence relative to other phenomena; temporal analogue of spatial autocorrelation.
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Cluster Space
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can be randomly dispersed, positively autocorrelated, negatively autocorrelated.
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Visualization Errors Types
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Raw Data Errors, Digiitizing Errors, Processing Errors, Conceptual Errors, Visualization Errors.
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Processing Errors
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errors assoicated with the use of a wrong datum, units, missing values, spelling mistakes, address mistakes, ect..
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Conceptual Errors
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errors associated with conceptual definitions such as a forest or lake.
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Error Types
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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. |
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Levels of Measurment
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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. |
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Measuring Uncertianty
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Blunder
-mistake of screwing up. Noise -instramentation errors. -can be averaged out. Bias -cannot be averaged out. -design flaws |
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Orthophotoquad
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DOQQ
Mosaic of aerial photograhs that have been photo rectified (warped to fit space). |
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Scale
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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. |
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Visualization Errors
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Generalization, exaggeration, symbolization, omission, lighting, colors.
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Point (Position) Statistics
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CEP, RMS, DMRS, 2DRMS
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CEP
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Circular Error Probable
-Radius of a circle arount the 50 percent of values closest to the mean -Freak values do not matter |
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RMS
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Root Mean Squared Error
-standard deviation |
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DRMS
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Distance Root Mean Squared
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2DRMS
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95% of radial error
every data value counts. |
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Visualizing Uncertainty
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Intrinsic Symbols
-Chlorpleth Hues -City size circles Extrinsic Variable -bar graphs -vector arrows -charts |
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How to manage errors
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expect them, minimize them, report them.
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Electronic Imaging
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Photocells and CCDs
Reflected Electromagnetic energy thermal, microwave, radar, lasers... |
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Pattern Recognition
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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. |
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Accuracy
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-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. |
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Precision
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-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 |
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Map Errors
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Fact
-missing, moved, misclassified Time -Gone, changed, planned future. Cartographic Adjustments -abstraction, generalization, exaggeration Symbol Adjustments -line width, types, colors, patterns.... |
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Map Accuracy
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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. |
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National Map Accuracy Standard
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For 1:24,000 scale map
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Null Hypothesis
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The alternative hypothesis, typically
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Participatory Approaches
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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. |
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Semi-Variogram
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distance of statistical relatedness.
half of the variance. |
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Nugget, Sill, Range
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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. |