Original practice · fully worked
Original variant: reverse condition for sensor alerts
On a fleet-monitoring day, event H means at least one heat alert and event V means at least one vibration alert. Suppose P(H)=0.40, P(H union V)=0.65, and P(V given H)=0.25. Calculate P(H given V).
- A
0.100 - B
0.250 - C
0.286 - D
0.350 - E
0.650
Answer and calculation
The forward conditional probability gives an intersection of 0.10. Inclusion-exclusion then gives P(V)=0.35, so the reverse conditional probability is 0.10/0.35=2/7 and choice C.
Setup
Setup
Convert the supplied forward conditional probability into the joint alert probability.
P(H∩V)=P(V∣H)P(H)=0.25(0.40)=0.10 Model
Model
Use inclusion-exclusion to recover the vibration-alert marginal from the union, the heat marginal, and the intersection.
P(H∪V)=P(H)+P(V)−P(H∩V) Compute
Compute
Solve for P(V), then condition the joint alert probability on V.
P(V)=0.65−0.40+0.10=0.35 P(H∣V)=P(V)P(H∩V)=0.350.10=72 Answer
Answer
The reverse conditional probability rounds to 0.286.
0.286(C)