Elucidate the difference between a probabilistic model and a deterministic model.

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Answer 1

Question

Chapter 11, Problem 126UP

To determine

Elucidate the difference between a probabilistic model and a deterministic model.

Expert Solution & Answer

Explanation of Solution

Difference between a probabilistic model and a deterministic model:

Probabilistic model:

The probabilistic model has two different parts given as follows:

Deterministic model.
Random error.

The general form of the probabilistic model is as follows:

y={Deterministic component+Random error}

Where, y is the variable of interest.

Deterministic model:

The deterministic model deals with the prediction of y exactly from x.

The general form of the deterministic model is as follows:

E(y)=Deterministic component

Where, y is the variable of interest.

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A classification study involving several classifiers was carried out. After training and the usual validation step, the following table shows results for classifiers tried. In below, classifiers are identified as M1, M2 and so on. Sensitivity Specificity M1 0.82 0.82 M2 0.92 0.72 M3 0.72 0.92 M4 0.46 0.47 M5 0.03 0.16 M6 0.13 0.02 M7 0.33 0.64 M8 0.72 0.24 M9 0.47 0.82 M10 0.06 0.84 The following list has statements about the classifiers. In the list, there is a single incorrect statement. Please identify the incorrect statement. Hint 1: recall that a classifier dominates another if both performance measures are better. Hint 2: to help you visualize and compare classifiers, you may want to plot the classifier data in a ROC graph (which will not be submitted). Select one: Qa. O b. Oc. d. By swapping zeroes and ones, M5 can be worsened M8 does not dominate M9 M1 dominates all of M4, M5 and M6 M1 is a good classifier ? e. By swapping zeroes and ones, the performance of M4 does not change…

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Answer 2

Question

Chapter 11, Problem 126UP

To determine

Elucidate the difference between a probabilistic model and a deterministic model.

Expert Solution & Answer

Explanation of Solution

Difference between a probabilistic model and a deterministic model:

Probabilistic model:

The probabilistic model has two different parts given as follows:

Deterministic model.
Random error.

The general form of the probabilistic model is as follows:

y={Deterministic component+Random error}

Where, y is the variable of interest.

Deterministic model:

The deterministic model deals with the prediction of y exactly from x.

The general form of the deterministic model is as follows:

E(y)=Deterministic component

Where, y is the variable of interest.

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Answer 3

Question

Chapter 11, Problem 126UP

To determine

Elucidate the difference between a probabilistic model and a deterministic model.

Expert Solution & Answer

Explanation of Solution

Difference between a probabilistic model and a deterministic model:

Probabilistic model:

The probabilistic model has two different parts given as follows:

Deterministic model.
Random error.

The general form of the probabilistic model is as follows:

y={Deterministic component+Random error}

Where, y is the variable of interest.

Deterministic model:

The deterministic model deals with the prediction of y exactly from x.

The general form of the deterministic model is as follows:

E(y)=Deterministic component

Where, y is the variable of interest.

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Answer 4

Question

Chapter 11, Problem 126UP

To determine

Elucidate the difference between a probabilistic model and a deterministic model.

Expert Solution & Answer

Explanation of Solution

Difference between a probabilistic model and a deterministic model:

Probabilistic model:

The probabilistic model has two different parts given as follows:

Deterministic model.
Random error.

The general form of the probabilistic model is as follows:

y={Deterministic component+Random error}

Where, y is the variable of interest.

Deterministic model:

The deterministic model deals with the prediction of y exactly from x.

The general form of the deterministic model is as follows:

E(y)=Deterministic component

Where, y is the variable of interest.

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Answer 5

Chapter 11, Problem 126UP

To determine

Elucidate the difference between a probabilistic model and a deterministic model.

Expert Solution & Answer

Explanation of Solution

Difference between a probabilistic model and a deterministic model:

Probabilistic model:

The probabilistic model has two different parts given as follows:

Deterministic model.
Random error.

The general form of the probabilistic model is as follows:

y={Deterministic component+Random error}

Where, y is the variable of interest.

Deterministic model:

The deterministic model deals with the prediction of y exactly from x.

The general form of the deterministic model is as follows:

E(y)=Deterministic component

Where, y is the variable of interest.

Answer 6

Chapter 11, Problem 126UP

To determine

Elucidate the difference between a probabilistic model and a deterministic model.

Expert Solution & Answer

Explanation of Solution

Difference between a probabilistic model and a deterministic model:

Probabilistic model:

The probabilistic model has two different parts given as follows:

Deterministic model.
Random error.

The general form of the probabilistic model is as follows:

y={Deterministic component+Random error}

Where, y is the variable of interest.

Deterministic model:

The deterministic model deals with the prediction of y exactly from x.

The general form of the deterministic model is as follows:

E(y)=Deterministic component

Where, y is the variable of interest.

Answer 7

Chapter 11, Problem 126UP

To determine

Elucidate the difference between a probabilistic model and a deterministic model.

Answer 8

Expert Solution & Answer

Explanation of Solution

Difference between a probabilistic model and a deterministic model:

Probabilistic model:

The probabilistic model has two different parts given as follows:

Deterministic model.
Random error.

The general form of the probabilistic model is as follows:

y={Deterministic component+Random error}

Where, y is the variable of interest.

Deterministic model:

The deterministic model deals with the prediction of y exactly from x.

The general form of the deterministic model is as follows:

E(y)=Deterministic component

Where, y is the variable of interest.

Answer 9

Expert Solution & Answer

Answer 10

Expert Solution & Answer

Answer 11

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Elucidate the difference between a probabilistic model and a deterministic model.

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Elucidate the difference between a probabilistic model and a deterministic model.

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