Question #47265

A new analytical method to detect pollutants in water is being tested. instead of having to use a single test for each pollutant. The makers of the test claim that it can detect high levels of organic pollutants with 99.6% accuracy, volatile solvents with 99.94% accuracy, and chlorinated compounds with 89.8% accuracy. If a pollutant is not present, the test does not signal. Samples are prepared for the calibration of the test and 60% of them are contaminated with organic pollutants, 27% with volatile solvents, and 13% with traces of chlorinated compounds. A test sample is selected randomly.

(a) What is the probability that the test will signal?
1

Expert's answer

2014-09-30T09:47:13-0400

Answer on Question #47265 – Math – Statistics and Probability

A new analytical method to detect pollutants in water is being tested. Instead of having to use a single test for each pollutant. The makers of the test claim that it can detect high levels of organic pollutants with 99.6% accuracy, volatile solvents with 99.94% accuracy, and chlorinated compounds with 89.8% accuracy. If a pollutant is not present, the test does not signal. Samples are prepared for the calibration of the test and 60% of them are contaminated with organic pollutants, 27% with volatile solvents, and 13% with traces of chlorinated compounds. A test sample is selected randomly.

(a) What is the probability that the test will signal?

Solution

Let OO be "water with organic pollutants is selected", VV be "water with volatile solvents is selected", CC be "water with chlorinated compounds is selected", DD be "pollutant is detected".

The given data is


P(O)=0.60;P(V)=0.27;P(C)=0.13;P(DO)=0.996;P(DV)=0.9994;P(DC)=0.897.P(O) = 0.60; P(V) = 0.27; P(C) = 0.13; P(D|O) = 0.996; P(D|V) = 0.9994; P(D|C) = 0.897.


In our notation, the probability that the test will signal is


P(D)=P(DO)P(O)+P(DV)P(V)+P(DC)P(C).P(D) = P(D|O)P(O) + P(D|V)P(V) + P(D|C)P(C).P(D)=0.9960.60+0.99940.27+0.8980.13=0.9842.P(D) = 0.996 \cdot 0.60 + 0.9994 \cdot 0.27 + 0.898 \cdot 0.13 = 0.9842.


Answer: 0.9842.

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