Sensors Flashcards
Sensors (275 cards)
What is a wave?
Field disturbances that transfer energy from one location to another
What is a detector?
devices used to measure the characteristics of field disturbances
What do characteristics of disturbances reveal?
information about a waves origin
What can waves carry?
information from one location to another which is accessed by detection
What can EM radiation tell us about stars?
material composition
define passive sensing system
a system that generates a signal in response to a stimulus under normal environmental conditions
eg retina, some metal detectors
Define an active detection system
a system where the sensor requires a non natural stimuli to generate a signal, eg x ray system, MRI
Describe active detection in a cyber context
the sensor(s) uses a digital probe signal to instigate a response from a target, which is then measured. Requires more computing power and potentially less susceptible to data poisoning.
Describe passive detection in a cyber context
the sensor(s) measure ambient digital signals only, without the use of a probe on the target. Can be more susceptible to data poisoning than active measures
Describe binary classifiers
most detection cases we care about binary classification eg on/off, high/low, moving/stationary in a security context - threat/non threat
Describe a confusion matrix
red/green matrix, at simplest a 4 square grid
X axis - signal/actual/object
Y axis - detector response/predicted values
Green is real positives/negatives
Red is false positives/negatives
What is the X axis of a confusion matrix?
X axis - signal/actual/object
What is the Y axis of a confusion matrix?
Y axis - detector response/predicted values
What are the green regions of a confusion matrix?
Green is real positives/negatives
What are the red regions of a confusion matrix?
Red is false positives/negatives
On a 4 square confusion matrix, what are the 4 binary classifiers?
True positive - TP
True negative - TN
False positive - FP
False negative - FN
What are the 5 base calculations on a confusion matrix that help define how good a detector is?
Total positive = TP + FN
Total negative = FP + TN
Total true readings = TP + TN
Total false readings = FP + FN
Total readings = TP + TN + FP + FN
how to calculate accuracy on a confusion matrix
Accuracy = total positive / total measurements
What is specificity of a detector?
Specificity is the true positive rate
How do you calculate specificity?
True positive rate = TP / (TP + FN)
What is sensitivity of a detector?
true negative rate
how do you calculate sensitivity?
true negative rate = TN / (FP + TN)
What measure indicates that a detector will alarms correctly?
Specificity or true positive rate
What gives the probability that a detector will alarm incorrectly?
Incorrect alarm rate = 1 - true negative rate