precision versus accuracy (1)
DESCRIPTION
Precision versus Accuracy (1). Precision is the variation of X around expressed as standard deviation or variance Accuracy is the closeness of to the “true” value of X Precision and accuracy are often mixed in the literature. Precision versus Accuracy (2). Precise, - PowerPoint PPT PresentationTRANSCRIPT
Precision versus Accuracy (1)
• Precision is the variation of X around <X>– expressed as standard deviation or variance
• Accuracy is the closeness of <X> to the “true” value of X
• Precision and accuracy are often mixed in the literature
Precision versus Accuracy (2)
Precise,not accurate
Preciseand accurate
Accurate,not precise
Not accurateand not precise
Precision and true variance
Precision underestimatestrue variance
Precision equals
true variance
Precision overestimatestrue variance
Normal distributions and Z-scores
X - average Z = -------- sigma
Normal distributions andRMS Z-scores
RMS Z-score=1.0 (reference)
RMS Z-score~2
RMS Z-score~0.5
RMS Z-score= sum Z 2 n
X - average Z = -------- sigma
Z-scores and RMS Z-scores
• Local geometry RMS Z-scores:– Too tight restraining of geometry 0 < RMS Z-score
< 1– Proper Gaussian distribution RMS Z-score 1– Too loose restraining of geometry 1 > RMS Z-score
• Structure Z-scores: – Z-scores > 0 are “better” than average– Z-scores < 0 are “worse” than average– However: A Z-score of -1 is equally likely as a Z-score of
+1!!