Train an ID3 decision tree for a dataset shown in the following table. The table contains 2categorical attributes (refund and marital status) and 1 continuous attribute (taxable income).Once you got the model then use it to classify the input X1 (No, Single, 95K) and X2 (Yes,Divorced, 120K)IDMaritalRefundТахableCheatStatusIncome1SingleYes125KNo2MarriedNo100KNo3SingleNo70KNo4MarriedYes120KNoDivorcedNo95KYesMarriedNo60KNo7DivorcedYes220KNo8SingleNo85KYesMarriedNo75KNo10SingleNo90KYes00

The following is the python code for ID3 decision tree and predict values.

Answered: Train an ID3 decision tree for a…

Practical Management Science

6th Edition

ISBN:9781337406659

Author:WINSTON, Wayne L.

Publisher:WINSTON, Wayne L.

Chapter9: Decision Making Under Uncertainty

Section9.2: Elements Of Decision Analysis

Problem 1P

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If a monopolist produces q units, she can charge 400 4q dollars per unit. The variable cost is 60 per unit. a. How can the monopolist maximize her profit? b. If the monopolist must pay a sales tax of 5% of the selling price per unit, will she increase or decrease production (relative to the situation with no sales tax)? c. Continuing part b, use SolverTable to see how a change in the sales tax affects the optimal solution. Let the sales tax vary from 0% to 8% in increments of 0.5%.
An automobile manufacturer is considering whether to introduce a new model called the Racer. The profitability of the Racer depends on the following factors: The fixed cost of developing the Racer is triangularly distributed with parameters 3, 4, and 5, all in billions. Year 1 sales are normally distributed with mean 200,000 and standard deviation 50,000. Year 2 sales are normally distributed with mean equal to actual year 1 sales and standard deviation 50,000. Year 3 sales are normally distributed with mean equal to actual year 2 sales and standard deviation 50,000. The selling price in year 1 is 25,000. The year 2 selling price will be 1.05[year 1 price + 50 (% diff1)] where % diff1 is the number of percentage points by which actual year 1 sales differ from expected year 1 sales. The 1.05 factor accounts for inflation. For example, if the year 1 sales figure is 180,000, which is 10 percentage points below the expected year 1 sales, then the year 2 price will be 1.05[25,000 + 50( 10)] = 25,725. Similarly, the year 3 price will be 1.05[year 2 price + 50(% diff2)] where % diff2 is the percentage by which actual year 2 sales differ from expected year 2 sales. The variable cost in year 1 is triangularly distributed with parameters 10,000, 12,000, and 15,000, and it is assumed to increase by 5% each year. Your goal is to estimate the NPV of the new car during its first three years. Assume that the company is able to produce exactly as many cars as it can sell. Also, assume that cash flows are discounted at 10%. Simulate 1000 trials to estimate the mean and standard deviation of the NPV for the first three years of sales. Also, determine an interval such that you are 95% certain that the NPV of the Racer during its first three years of operation will be within this interval.
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What combination of x and y will yield the optimum for this problem? Maximize $10x + $4y, subject to (1) 5x + 3y ≤ 15 and (2) 3x + 6y ≤ 18 and (3) x, y ≥ 0.
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Use the following data to answer all of the remaining questions. Consider a commodity market where the products provided by all sellers are identical. A group of 12 potential buyers in this market have willingness to pay (WTP) as follows (in random order): $65, $60, $55, $80, $70, $30, $20, $55, $10, $45, $40, and $15. A group of potential suppliers serving this market have wiliness to accept (WTA) as follows (also in random order): $20, $25, $30, $10, $45, $50, $55, $15, $20, $30, $40, and $60. What is the value captured by all sellers? Buyers 2. What is the value captured in this market by an individual buyer with WTP = $80? 3. What is the total consumers surplus (i.e., all buyers) in this market? Value added 4. What is the value added for the supplier with a WTA (willingness to accept) of $15?
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Use the information below to answer question 2x + 3y + 3z = 2 4x – 3y – 6z = 2 10x – 6y + 3z = 0 1. Given values – 144, -192, and 96 for Dx, Dy, and Dz respectively and D = 144. Then the solution to the system for x, y and z are: A. -1, -1.33, and 0.67 B. -0.47, -0.63 and 0,30 C. 0.5, 0.67 and-0.33 D. 0.73, 0.98 and -0.49
Photo attached. A decision tree in excel has to be used to solve this problem.

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