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<h2 class="hd hd-2 unit-title">Problem 1</h2>
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<h3 class="hd hd-3 problem-header" id="7369b3ba138f442b8110e40dde8f729a-problem-title" aria-describedby="block-v1:MITx+15.053x+3T2016+type@problem+block@7369b3ba138f442b8110e40dde8f729a-problem-progress" tabindex="-1">
PART A
</h3>
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<p class="equation">\[\left.\begin{array}{rrcl} \max &amp; 32x_1 + 12x_2 + 22x_3 + 24x_4 + 18x_5 + 13x_6 \\ \text {s.t.:} &amp; &amp; &amp; \\ &amp; 5x_1 + 9x_2 + 7x_3 + 8x_4 + 6x_5 + 4x_6 \leq 200 \\ &amp; x_1, x_2, x_3 \in \{0,1\} \\ &amp; 0 \leq x_4, x_5, x_6 \leq 100 \end{array}\right\}\]</p>
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<p>Which of the statements or constraints below is (by itself) equivalent to the statement "If \(x_1=1\), then \( x_2=0\)"? HINT: three of the choices are correct. </p>
<div class="wrapper-problem-response" tabindex="-1" aria-label="Question 1" role="group"><div class="choicegroup capa_inputtype" id="inputtype_7369b3ba138f442b8110e40dde8f729a_2_1">
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<input type="checkbox" name="input_7369b3ba138f442b8110e40dde8f729a_2_1[]" id="input_7369b3ba138f442b8110e40dde8f729a_2_1_choice_0" class="field-input input-checkbox" value="choice_0"/><label id="7369b3ba138f442b8110e40dde8f729a_2_1-choice_0-label" for="input_7369b3ba138f442b8110e40dde8f729a_2_1_choice_0" class="response-label field-label label-inline" aria-describedby="status_7369b3ba138f442b8110e40dde8f729a_2_1">
If \(x_2=0\) then \(x_1=1\)
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<input type="checkbox" name="input_7369b3ba138f442b8110e40dde8f729a_2_1[]" id="input_7369b3ba138f442b8110e40dde8f729a_2_1_choice_1" class="field-input input-checkbox" value="choice_1"/><label id="7369b3ba138f442b8110e40dde8f729a_2_1-choice_1-label" for="input_7369b3ba138f442b8110e40dde8f729a_2_1_choice_1" class="response-label field-label label-inline" aria-describedby="status_7369b3ba138f442b8110e40dde8f729a_2_1">
If \(x_2=1\) then \(x_1=0\)
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<div class="field">
<input type="checkbox" name="input_7369b3ba138f442b8110e40dde8f729a_2_1[]" id="input_7369b3ba138f442b8110e40dde8f729a_2_1_choice_2" class="field-input input-checkbox" value="choice_2"/><label id="7369b3ba138f442b8110e40dde8f729a_2_1-choice_2-label" for="input_7369b3ba138f442b8110e40dde8f729a_2_1_choice_2" class="response-label field-label label-inline" aria-describedby="status_7369b3ba138f442b8110e40dde8f729a_2_1">
\(x_1=1\) or \(x_2=1\)
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<div class="field">
<input type="checkbox" name="input_7369b3ba138f442b8110e40dde8f729a_2_1[]" id="input_7369b3ba138f442b8110e40dde8f729a_2_1_choice_3" class="field-input input-checkbox" value="choice_3"/><label id="7369b3ba138f442b8110e40dde8f729a_2_1-choice_3-label" for="input_7369b3ba138f442b8110e40dde8f729a_2_1_choice_3" class="response-label field-label label-inline" aria-describedby="status_7369b3ba138f442b8110e40dde8f729a_2_1">
\(x_1=0\) or \(x_2=0\)
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<div class="field">
<input type="checkbox" name="input_7369b3ba138f442b8110e40dde8f729a_2_1[]" id="input_7369b3ba138f442b8110e40dde8f729a_2_1_choice_4" class="field-input input-checkbox" value="choice_4"/><label id="7369b3ba138f442b8110e40dde8f729a_2_1-choice_4-label" for="input_7369b3ba138f442b8110e40dde8f729a_2_1_choice_4" class="response-label field-label label-inline" aria-describedby="status_7369b3ba138f442b8110e40dde8f729a_2_1">
\(x_1+x_2 \leq 1\)
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<div class="field">
<input type="checkbox" name="input_7369b3ba138f442b8110e40dde8f729a_2_1[]" id="input_7369b3ba138f442b8110e40dde8f729a_2_1_choice_5" class="field-input input-checkbox" value="choice_5"/><label id="7369b3ba138f442b8110e40dde8f729a_2_1-choice_5-label" for="input_7369b3ba138f442b8110e40dde8f729a_2_1_choice_5" class="response-label field-label label-inline" aria-describedby="status_7369b3ba138f442b8110e40dde8f729a_2_1">
\(x_1 - x_2 \leq 0\)
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<div class="field">
<input type="checkbox" name="input_7369b3ba138f442b8110e40dde8f729a_2_1[]" id="input_7369b3ba138f442b8110e40dde8f729a_2_1_choice_6" class="field-input input-checkbox" value="choice_6"/><label id="7369b3ba138f442b8110e40dde8f729a_2_1-choice_6-label" for="input_7369b3ba138f442b8110e40dde8f729a_2_1_choice_6" class="response-label field-label label-inline" aria-describedby="status_7369b3ba138f442b8110e40dde8f729a_2_1">
\(x_1+x_2 \geq 1\)
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<div class="field">
<input type="checkbox" name="input_7369b3ba138f442b8110e40dde8f729a_2_1[]" id="input_7369b3ba138f442b8110e40dde8f729a_2_1_choice_7" class="field-input input-checkbox" value="choice_7"/><label id="7369b3ba138f442b8110e40dde8f729a_2_1-choice_7-label" for="input_7369b3ba138f442b8110e40dde8f729a_2_1_choice_7" class="response-label field-label label-inline" aria-describedby="status_7369b3ba138f442b8110e40dde8f729a_2_1">
\(x_1 \neq x_2\)
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PART B
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<p>Which of the statements or constraints below is (by itself) equivalent to the statement "\(x_2=1\) or \( x_3=0\) but not both"? HINT: two of the answers are correct. </p>
<div class="wrapper-problem-response" tabindex="-1" aria-label="Question 1" role="group"><div class="choicegroup capa_inputtype" id="inputtype_c433ef52260e4dbba6c80a9d6e9f0828_2_1">
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<div class="field">
<input type="checkbox" name="input_c433ef52260e4dbba6c80a9d6e9f0828_2_1[]" id="input_c433ef52260e4dbba6c80a9d6e9f0828_2_1_choice_0" class="field-input input-checkbox" value="choice_0"/><label id="c433ef52260e4dbba6c80a9d6e9f0828_2_1-choice_0-label" for="input_c433ef52260e4dbba6c80a9d6e9f0828_2_1_choice_0" class="response-label field-label label-inline" aria-describedby="status_c433ef52260e4dbba6c80a9d6e9f0828_2_1">
\(x_2=(1-x_3)\)
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</div>
<div class="field">
<input type="checkbox" name="input_c433ef52260e4dbba6c80a9d6e9f0828_2_1[]" id="input_c433ef52260e4dbba6c80a9d6e9f0828_2_1_choice_1" class="field-input input-checkbox" value="choice_1"/><label id="c433ef52260e4dbba6c80a9d6e9f0828_2_1-choice_1-label" for="input_c433ef52260e4dbba6c80a9d6e9f0828_2_1_choice_1" class="response-label field-label label-inline" aria-describedby="status_c433ef52260e4dbba6c80a9d6e9f0828_2_1">
\(x_2=x_3\)
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<div class="field">
<input type="checkbox" name="input_c433ef52260e4dbba6c80a9d6e9f0828_2_1[]" id="input_c433ef52260e4dbba6c80a9d6e9f0828_2_1_choice_2" class="field-input input-checkbox" value="choice_2"/><label id="c433ef52260e4dbba6c80a9d6e9f0828_2_1-choice_2-label" for="input_c433ef52260e4dbba6c80a9d6e9f0828_2_1_choice_2" class="response-label field-label label-inline" aria-describedby="status_c433ef52260e4dbba6c80a9d6e9f0828_2_1">
\(x_2 \neq x_3\)
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<div class="field">
<input type="checkbox" name="input_c433ef52260e4dbba6c80a9d6e9f0828_2_1[]" id="input_c433ef52260e4dbba6c80a9d6e9f0828_2_1_choice_3" class="field-input input-checkbox" value="choice_3"/><label id="c433ef52260e4dbba6c80a9d6e9f0828_2_1-choice_3-label" for="input_c433ef52260e4dbba6c80a9d6e9f0828_2_1_choice_3" class="response-label field-label label-inline" aria-describedby="status_c433ef52260e4dbba6c80a9d6e9f0828_2_1">
\(x_2-x_3 \leq 0\)
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<div class="field">
<input type="checkbox" name="input_c433ef52260e4dbba6c80a9d6e9f0828_2_1[]" id="input_c433ef52260e4dbba6c80a9d6e9f0828_2_1_choice_4" class="field-input input-checkbox" value="choice_4"/><label id="c433ef52260e4dbba6c80a9d6e9f0828_2_1-choice_4-label" for="input_c433ef52260e4dbba6c80a9d6e9f0828_2_1_choice_4" class="response-label field-label label-inline" aria-describedby="status_c433ef52260e4dbba6c80a9d6e9f0828_2_1">
\(-x_2-x_3 \leq 0\)
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</div>
<div class="field">
<input type="checkbox" name="input_c433ef52260e4dbba6c80a9d6e9f0828_2_1[]" id="input_c433ef52260e4dbba6c80a9d6e9f0828_2_1_choice_5" class="field-input input-checkbox" value="choice_5"/><label id="c433ef52260e4dbba6c80a9d6e9f0828_2_1-choice_5-label" for="input_c433ef52260e4dbba6c80a9d6e9f0828_2_1_choice_5" class="response-label field-label label-inline" aria-describedby="status_c433ef52260e4dbba6c80a9d6e9f0828_2_1">
If \(x_2=1\) then \(x_3=1\)
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<input type="checkbox" name="input_c433ef52260e4dbba6c80a9d6e9f0828_2_1[]" id="input_c433ef52260e4dbba6c80a9d6e9f0828_2_1_choice_6" class="field-input input-checkbox" value="choice_6"/><label id="c433ef52260e4dbba6c80a9d6e9f0828_2_1-choice_6-label" for="input_c433ef52260e4dbba6c80a9d6e9f0828_2_1_choice_6" class="response-label field-label label-inline" aria-describedby="status_c433ef52260e4dbba6c80a9d6e9f0828_2_1">
\(x_2=0\) or \(x_3=1\) but not both
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PART C
</h3>
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<div class="wrapper-problem-response" tabindex="-1" aria-label="Question 1" role="group"><div class="choicegroup capa_inputtype" id="inputtype_633026b1fea04ff3a5777e5ed024826d_2_1">
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<legend id="633026b1fea04ff3a5777e5ed024826d_2_1-legend" class="response-fieldset-legend field-group-hd">Add a binary variable \(w_1\), and add two constraints that ensure that if \(w_1 = 1\) then \(x_5 + x_6 \ge 70\), and if \(w_1 = 0\) then \(x_5 + x_6 \le 69\). Select the two correct constraints from below.</legend>
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<input type="checkbox" name="input_633026b1fea04ff3a5777e5ed024826d_2_1[]" id="input_633026b1fea04ff3a5777e5ed024826d_2_1_choice_0" class="field-input input-checkbox" value="choice_0"/><label id="633026b1fea04ff3a5777e5ed024826d_2_1-choice_0-label" for="input_633026b1fea04ff3a5777e5ed024826d_2_1_choice_0" class="response-label field-label label-inline" aria-describedby="status_633026b1fea04ff3a5777e5ed024826d_2_1">
\(x_5 + x_6 \ge 70 + M (1 - w_1), w_1 \in \{0,1\} \)
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<input type="checkbox" name="input_633026b1fea04ff3a5777e5ed024826d_2_1[]" id="input_633026b1fea04ff3a5777e5ed024826d_2_1_choice_1" class="field-input input-checkbox" value="choice_1"/><label id="633026b1fea04ff3a5777e5ed024826d_2_1-choice_1-label" for="input_633026b1fea04ff3a5777e5ed024826d_2_1_choice_1" class="response-label field-label label-inline" aria-describedby="status_633026b1fea04ff3a5777e5ed024826d_2_1">
\(x_5 + x_6 \ge 70 - M (1 - w_1), w_1 \in \{0,1\} \)
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<input type="checkbox" name="input_633026b1fea04ff3a5777e5ed024826d_2_1[]" id="input_633026b1fea04ff3a5777e5ed024826d_2_1_choice_2" class="field-input input-checkbox" value="choice_2"/><label id="633026b1fea04ff3a5777e5ed024826d_2_1-choice_2-label" for="input_633026b1fea04ff3a5777e5ed024826d_2_1_choice_2" class="response-label field-label label-inline" aria-describedby="status_633026b1fea04ff3a5777e5ed024826d_2_1">
\(x_5 + x_6 \le 69 + M (1 - w_1), w_1 \in \{0,1\} \)
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<input type="checkbox" name="input_633026b1fea04ff3a5777e5ed024826d_2_1[]" id="input_633026b1fea04ff3a5777e5ed024826d_2_1_choice_3" class="field-input input-checkbox" value="choice_3"/><label id="633026b1fea04ff3a5777e5ed024826d_2_1-choice_3-label" for="input_633026b1fea04ff3a5777e5ed024826d_2_1_choice_3" class="response-label field-label label-inline" aria-describedby="status_633026b1fea04ff3a5777e5ed024826d_2_1">
\(x_5 + x_6 \le 69 + Mw_1, w_1 \in \{0,1\} \)
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\(x_5 + x_6 \le 69 - Mw_1, w_1 \in \{0,1\} \)
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<h3 class="hd hd-3 problem-header" id="463a41121fa74d3799d6da3e4a691352-problem-title" aria-describedby="block-v1:MITx+15.053x+3T2016+type@problem+block@463a41121fa74d3799d6da3e4a691352-problem-progress" tabindex="-1">
PART D
</h3>
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<p>Add 3 binary variables \(w_2, w_3\), and \(w_4\), and 4 constraints so as to ensure that at least one of the constraints \(x_4 \le 92, x_5 \ge 40,\) and \(x_6 \le 74\) are satisfied. Select the 4 correct constraints below.</p>
<div class="wrapper-problem-response" tabindex="-1" aria-label="Question 1" role="group"><div class="choicegroup capa_inputtype" id="inputtype_463a41121fa74d3799d6da3e4a691352_2_1">
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<div class="field">
<input type="checkbox" name="input_463a41121fa74d3799d6da3e4a691352_2_1[]" id="input_463a41121fa74d3799d6da3e4a691352_2_1_choice_0" class="field-input input-checkbox" value="choice_0"/><label id="463a41121fa74d3799d6da3e4a691352_2_1-choice_0-label" for="input_463a41121fa74d3799d6da3e4a691352_2_1_choice_0" class="response-label field-label label-inline" aria-describedby="status_463a41121fa74d3799d6da3e4a691352_2_1">
\( x_4 \le 92 + M (1 &#8211; w_2) \)
</label>
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<input type="checkbox" name="input_463a41121fa74d3799d6da3e4a691352_2_1[]" id="input_463a41121fa74d3799d6da3e4a691352_2_1_choice_1" class="field-input input-checkbox" value="choice_1"/><label id="463a41121fa74d3799d6da3e4a691352_2_1-choice_1-label" for="input_463a41121fa74d3799d6da3e4a691352_2_1_choice_1" class="response-label field-label label-inline" aria-describedby="status_463a41121fa74d3799d6da3e4a691352_2_1">
\( x_4 \le 92 &#8211; M (1 &#8211; w_2) \)
</label>
</div>
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<input type="checkbox" name="input_463a41121fa74d3799d6da3e4a691352_2_1[]" id="input_463a41121fa74d3799d6da3e4a691352_2_1_choice_2" class="field-input input-checkbox" value="choice_2"/><label id="463a41121fa74d3799d6da3e4a691352_2_1-choice_2-label" for="input_463a41121fa74d3799d6da3e4a691352_2_1_choice_2" class="response-label field-label label-inline" aria-describedby="status_463a41121fa74d3799d6da3e4a691352_2_1">
\( x_5 \ge 40 + M (1 &#8211; w_3) \)
</label>
</div>
<div class="field">
<input type="checkbox" name="input_463a41121fa74d3799d6da3e4a691352_2_1[]" id="input_463a41121fa74d3799d6da3e4a691352_2_1_choice_3" class="field-input input-checkbox" value="choice_3"/><label id="463a41121fa74d3799d6da3e4a691352_2_1-choice_3-label" for="input_463a41121fa74d3799d6da3e4a691352_2_1_choice_3" class="response-label field-label label-inline" aria-describedby="status_463a41121fa74d3799d6da3e4a691352_2_1">
\( x_5 \ge 40 &#8211; M (1 &#8211; w_3)\)
</label>
</div>
<div class="field">
<input type="checkbox" name="input_463a41121fa74d3799d6da3e4a691352_2_1[]" id="input_463a41121fa74d3799d6da3e4a691352_2_1_choice_4" class="field-input input-checkbox" value="choice_4"/><label id="463a41121fa74d3799d6da3e4a691352_2_1-choice_4-label" for="input_463a41121fa74d3799d6da3e4a691352_2_1_choice_4" class="response-label field-label label-inline" aria-describedby="status_463a41121fa74d3799d6da3e4a691352_2_1">
\( x_6 \le 74 + M (1 &#8211; w_4) \)
</label>
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<div class="field">
<input type="checkbox" name="input_463a41121fa74d3799d6da3e4a691352_2_1[]" id="input_463a41121fa74d3799d6da3e4a691352_2_1_choice_5" class="field-input input-checkbox" value="choice_5"/><label id="463a41121fa74d3799d6da3e4a691352_2_1-choice_5-label" for="input_463a41121fa74d3799d6da3e4a691352_2_1_choice_5" class="response-label field-label label-inline" aria-describedby="status_463a41121fa74d3799d6da3e4a691352_2_1">
\( x_6 \le 74 &#8211; M (1 &#8211; w_4)\)
</label>
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<input type="checkbox" name="input_463a41121fa74d3799d6da3e4a691352_2_1[]" id="input_463a41121fa74d3799d6da3e4a691352_2_1_choice_6" class="field-input input-checkbox" value="choice_6"/><label id="463a41121fa74d3799d6da3e4a691352_2_1-choice_6-label" for="input_463a41121fa74d3799d6da3e4a691352_2_1_choice_6" class="response-label field-label label-inline" aria-describedby="status_463a41121fa74d3799d6da3e4a691352_2_1">
\( w_2 + w_3 + w_4 \ge 1, w_2, w_3, w_4 \in \{0, 1\}\)
</label>
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<input type="checkbox" name="input_463a41121fa74d3799d6da3e4a691352_2_1[]" id="input_463a41121fa74d3799d6da3e4a691352_2_1_choice_7" class="field-input input-checkbox" value="choice_7"/><label id="463a41121fa74d3799d6da3e4a691352_2_1-choice_7-label" for="input_463a41121fa74d3799d6da3e4a691352_2_1_choice_7" class="response-label field-label label-inline" aria-describedby="status_463a41121fa74d3799d6da3e4a691352_2_1">
\( w_2 + w_3 + w_4 \le 1, w_2, w_3, w_4 \in \{0, 1\}\)
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<h3 class="hd hd-3 problem-header" id="382dcf1d014e4633b5203b268716eabd-problem-title" aria-describedby="block-v1:MITx+15.053x+3T2016+type@problem+block@382dcf1d014e4633b5203b268716eabd-problem-progress" tabindex="-1">
PART E
</h3>
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<p>Add a single integer variable \(w_5\) and a constraint that ensures that \(x_6\) is divisible by 2 but not divisible by 4. Equivalently, the remainder when dividing by 4 must be 2. Which of the following constraints satisfies these conditions? Select only one of them.</p>
<div class="wrapper-problem-response" tabindex="-1" aria-label="Question 1" role="group"><div class="choicegroup capa_inputtype" id="inputtype_382dcf1d014e4633b5203b268716eabd_2_1">
<fieldset aria-describedby="status_382dcf1d014e4633b5203b268716eabd_2_1">
<div class="field">
<input type="radio" name="input_382dcf1d014e4633b5203b268716eabd_2_1" id="input_382dcf1d014e4633b5203b268716eabd_2_1_choice_0" class="field-input input-radio" value="choice_0"/><label id="382dcf1d014e4633b5203b268716eabd_2_1-choice_0-label" for="input_382dcf1d014e4633b5203b268716eabd_2_1_choice_0" class="response-label field-label label-inline" aria-describedby="status_382dcf1d014e4633b5203b268716eabd_2_1"> \(x_6 + 2w_5 = 4, w_5 \ge 0, w_5 \in \bf{Z}\)
</label>
</div>
<div class="field">
<input type="radio" name="input_382dcf1d014e4633b5203b268716eabd_2_1" id="input_382dcf1d014e4633b5203b268716eabd_2_1_choice_1" class="field-input input-radio" value="choice_1"/><label id="382dcf1d014e4633b5203b268716eabd_2_1-choice_1-label" for="input_382dcf1d014e4633b5203b268716eabd_2_1_choice_1" class="response-label field-label label-inline" aria-describedby="status_382dcf1d014e4633b5203b268716eabd_2_1"> \(x_6 &#8211; 2w_5 = 4, w_5 \ge 0, w_5 \in \bf{Z}\)
</label>
</div>
<div class="field">
<input type="radio" name="input_382dcf1d014e4633b5203b268716eabd_2_1" id="input_382dcf1d014e4633b5203b268716eabd_2_1_choice_2" class="field-input input-radio" value="choice_2"/><label id="382dcf1d014e4633b5203b268716eabd_2_1-choice_2-label" for="input_382dcf1d014e4633b5203b268716eabd_2_1_choice_2" class="response-label field-label label-inline" aria-describedby="status_382dcf1d014e4633b5203b268716eabd_2_1"> \(x_6 &#8211; 4w_5 = 2, w_5 \ge 0, w_5 \in \bf{Z}\)
</label>
</div>
<div class="field">
<input type="radio" name="input_382dcf1d014e4633b5203b268716eabd_2_1" id="input_382dcf1d014e4633b5203b268716eabd_2_1_choice_3" class="field-input input-radio" value="choice_3"/><label id="382dcf1d014e4633b5203b268716eabd_2_1-choice_3-label" for="input_382dcf1d014e4633b5203b268716eabd_2_1_choice_3" class="response-label field-label label-inline" aria-describedby="status_382dcf1d014e4633b5203b268716eabd_2_1"> \(x_6 + 4w_5 = 2, w_5 \ge 0, w_5 \in \bf{Z}\)
</label>
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PART F
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<p>Add three binary variables \(w_6, w_7, \) and \( w_8 \) and two constraints that ensures that \(x_6 = 13\) or \(39\) or \(88\). Select the two correct constraints from below.</p>
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\( x_6 = 13w_6 &#8211; 39w_7 &#8211; 88w_8 \)
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\( x_6 = 13w_6 + 39w_7 + 88w_8 \)
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\( w_6 + w_7 + w_8 \ge 1, w_6, w_7, w_8 \in \{0, 1\} \)
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\( w_6 + w_7 + w_8 \le 1, w_6, w_7, w_8 \in \{0, 1\}\)
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\( w_6 + w_7 + w_8 = 1, w_6, w_7, w_8 \in \{0, 1\} \)
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<h2 class="hd hd-2 unit-title">Problem 2</h2>
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PART A
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<p>Integer Programming Formulation, eHarmony</p>
<p>eHarmony is an online dating site focused on long term relationships. It takes a scientific approach to love and marriage. About nearly 4% of US marriages in 2012 are a result of eHarmony. The company has generated over $1 billion in cumulative revenue from 2000, the year it was founded. Unlike other online dating websites, eHarmony does not have users browse others' profiles.
Instead, eHarmony computes a compatibility score between two people and uses optimization algorithms to determine their users' best matches. In this problem, we are going to see how eHamony uses integer programming to
find good matches. The compatibility scores in the table below indicates how compatible a match is. A higher number indicates that the compatibility is greater.</p>
<center>
<table>
<tbody>
<tr>
<th scope="col" style="text-align: center; border: 1px solid black; padding: 10px;"/>
<th scope="col" style="text-align: center; border: 1px solid black; padding: 10px;">Woman 1</th>
<th scope="col" style="text-align: center; border: 1px solid black; padding: 10px;">Woman 2</th>
<th scope="col" style="text-align: center; border: 1px solid black; padding: 10px;">Woman 3</th>
</tr>
<tr>
<th scope="row" style="text-align: center; border: 1px solid black; padding: 10px;">Man 1</th>
<td style="text-align: center; border: 1px solid black; padding: 10px;">1</td>
<td style="text-align: center; border: 1px solid black; padding: 10px;">3</td>
<td style="text-align: center; border: 1px solid black; padding: 10px;">5</td>
</tr>
<tr>
<th scope="row" style="text-align: center; border: 1px solid black; padding: 10px;">Man 2</th>
<td style="text-align: center; border: 1px solid black; padding: 10px;">4</td>
<td style="text-align: center; border: 1px solid black; padding: 10px;">2</td>
<td style="text-align: center; border: 1px solid black; padding: 10px;">2</td>
</tr>
<tr>
<th scope="row" style="text-align: center; border: 1px solid black; padding: 10px;">Man 3</th>
<td style="text-align: center; border: 1px solid black; padding: 10px;">1</td>
<td style="text-align: center; border: 1px solid black; padding: 10px;">5</td>
<td style="text-align: center; border: 1px solid black; padding: 10px;">3</td>
</tr>
</tbody>
<caption>Table 1: Compatibility Scores</caption>
</table>
</center>
<p/>
<p>Decision variables:</p>
<ul>
<li>\(x_{ij} \in \{0,1\}\), indicator variable. \( x_{ij}=1 \) is man \(i\) is matched with woman \(j\); 0 if man \(i\) is not matched with woman \(j\) </li>
</ul>
<p>Objective Function:</p>
<ul>
<li>\(x_{11} + 3x_{12} + 5x_{13} + 4x_{21} + 2x_{22} + 2x_{23} + x_{31} + 5x_{32} + 3x_{33}\)</li>
</ul>
<p>Should the objective function be maximized or minimized?</p>
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MAX
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MIN
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PART B
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<p>Which of the following constraints corresponds to the constraint "Each man should be matched to exactly one woman"? There are three constraints that should be selected.</p>
<p>Check all that apply</p>
<div class="wrapper-problem-response" tabindex="-1" aria-label="Question 1" role="group"><div class="choicegroup capa_inputtype" id="inputtype_4201fe74bbbd4643be95ce498ee86729_2_1">
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<input type="checkbox" name="input_4201fe74bbbd4643be95ce498ee86729_2_1[]" id="input_4201fe74bbbd4643be95ce498ee86729_2_1_choice_0" class="field-input input-checkbox" value="choice_0"/><label id="4201fe74bbbd4643be95ce498ee86729_2_1-choice_0-label" for="input_4201fe74bbbd4643be95ce498ee86729_2_1_choice_0" class="response-label field-label label-inline" aria-describedby="status_4201fe74bbbd4643be95ce498ee86729_2_1">
\(x_{11} + x_{12} + x_{13} = 1\).
</label>
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<input type="checkbox" name="input_4201fe74bbbd4643be95ce498ee86729_2_1[]" id="input_4201fe74bbbd4643be95ce498ee86729_2_1_choice_1" class="field-input input-checkbox" value="choice_1"/><label id="4201fe74bbbd4643be95ce498ee86729_2_1-choice_1-label" for="input_4201fe74bbbd4643be95ce498ee86729_2_1_choice_1" class="response-label field-label label-inline" aria-describedby="status_4201fe74bbbd4643be95ce498ee86729_2_1">
\(x_{21} + x_{22} + x_{23} = 1\)
</label>
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<div class="field">
<input type="checkbox" name="input_4201fe74bbbd4643be95ce498ee86729_2_1[]" id="input_4201fe74bbbd4643be95ce498ee86729_2_1_choice_2" class="field-input input-checkbox" value="choice_2"/><label id="4201fe74bbbd4643be95ce498ee86729_2_1-choice_2-label" for="input_4201fe74bbbd4643be95ce498ee86729_2_1_choice_2" class="response-label field-label label-inline" aria-describedby="status_4201fe74bbbd4643be95ce498ee86729_2_1">
\(x_{31} + x_{32} + x_{33} = 1\)
</label>
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<input type="checkbox" name="input_4201fe74bbbd4643be95ce498ee86729_2_1[]" id="input_4201fe74bbbd4643be95ce498ee86729_2_1_choice_3" class="field-input input-checkbox" value="choice_3"/><label id="4201fe74bbbd4643be95ce498ee86729_2_1-choice_3-label" for="input_4201fe74bbbd4643be95ce498ee86729_2_1_choice_3" class="response-label field-label label-inline" aria-describedby="status_4201fe74bbbd4643be95ce498ee86729_2_1">
\(x_{11} + x_{21} + x_{31} = 1\)
</label>
</div>
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<input type="checkbox" name="input_4201fe74bbbd4643be95ce498ee86729_2_1[]" id="input_4201fe74bbbd4643be95ce498ee86729_2_1_choice_4" class="field-input input-checkbox" value="choice_4"/><label id="4201fe74bbbd4643be95ce498ee86729_2_1-choice_4-label" for="input_4201fe74bbbd4643be95ce498ee86729_2_1_choice_4" class="response-label field-label label-inline" aria-describedby="status_4201fe74bbbd4643be95ce498ee86729_2_1">
\(x_{12} + x_{22} + x_{32} = 1\)
</label>
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<input type="checkbox" name="input_4201fe74bbbd4643be95ce498ee86729_2_1[]" id="input_4201fe74bbbd4643be95ce498ee86729_2_1_choice_5" class="field-input input-checkbox" value="choice_5"/><label id="4201fe74bbbd4643be95ce498ee86729_2_1-choice_5-label" for="input_4201fe74bbbd4643be95ce498ee86729_2_1_choice_5" class="response-label field-label label-inline" aria-describedby="status_4201fe74bbbd4643be95ce498ee86729_2_1">
\(x_{13} + x_{23} + x_{33} = 1\)
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<h3 class="hd hd-3 problem-header" id="e16c89d34b004117b945393d48ad6cec-problem-title" aria-describedby="block-v1:MITx+15.053x+3T2016+type@problem+block@e16c89d34b004117b945393d48ad6cec-problem-progress" tabindex="-1">
PART C
</h3>
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<p>What is the female assignment constraint "Each woman should be matched to exactly one man"?</p>
<p>Check all that apply</p>
<div class="wrapper-problem-response" tabindex="-1" aria-label="Question 1" role="group"><div class="choicegroup capa_inputtype" id="inputtype_e16c89d34b004117b945393d48ad6cec_2_1">
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<input type="checkbox" name="input_e16c89d34b004117b945393d48ad6cec_2_1[]" id="input_e16c89d34b004117b945393d48ad6cec_2_1_choice_0" class="field-input input-checkbox" value="choice_0"/><label id="e16c89d34b004117b945393d48ad6cec_2_1-choice_0-label" for="input_e16c89d34b004117b945393d48ad6cec_2_1_choice_0" class="response-label field-label label-inline" aria-describedby="status_e16c89d34b004117b945393d48ad6cec_2_1">
\(x_{11} + x_{12} + x_{13} = 1\)
</label>
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<input type="checkbox" name="input_e16c89d34b004117b945393d48ad6cec_2_1[]" id="input_e16c89d34b004117b945393d48ad6cec_2_1_choice_1" class="field-input input-checkbox" value="choice_1"/><label id="e16c89d34b004117b945393d48ad6cec_2_1-choice_1-label" for="input_e16c89d34b004117b945393d48ad6cec_2_1_choice_1" class="response-label field-label label-inline" aria-describedby="status_e16c89d34b004117b945393d48ad6cec_2_1">
\(x_{21} + x_{22} + x_{23} = 1\)
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<input type="checkbox" name="input_e16c89d34b004117b945393d48ad6cec_2_1[]" id="input_e16c89d34b004117b945393d48ad6cec_2_1_choice_2" class="field-input input-checkbox" value="choice_2"/><label id="e16c89d34b004117b945393d48ad6cec_2_1-choice_2-label" for="input_e16c89d34b004117b945393d48ad6cec_2_1_choice_2" class="response-label field-label label-inline" aria-describedby="status_e16c89d34b004117b945393d48ad6cec_2_1">
\(x_{31} + x_{32} + x_{33} = 1\)
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<input type="checkbox" name="input_e16c89d34b004117b945393d48ad6cec_2_1[]" id="input_e16c89d34b004117b945393d48ad6cec_2_1_choice_3" class="field-input input-checkbox" value="choice_3"/><label id="e16c89d34b004117b945393d48ad6cec_2_1-choice_3-label" for="input_e16c89d34b004117b945393d48ad6cec_2_1_choice_3" class="response-label field-label label-inline" aria-describedby="status_e16c89d34b004117b945393d48ad6cec_2_1">
\(x_{11} + x_{21} + x_{31} = 1\)
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<input type="checkbox" name="input_e16c89d34b004117b945393d48ad6cec_2_1[]" id="input_e16c89d34b004117b945393d48ad6cec_2_1_choice_4" class="field-input input-checkbox" value="choice_4"/><label id="e16c89d34b004117b945393d48ad6cec_2_1-choice_4-label" for="input_e16c89d34b004117b945393d48ad6cec_2_1_choice_4" class="response-label field-label label-inline" aria-describedby="status_e16c89d34b004117b945393d48ad6cec_2_1">
\(x_{12} + x_{22} + x_{32} = 1\)
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<input type="checkbox" name="input_e16c89d34b004117b945393d48ad6cec_2_1[]" id="input_e16c89d34b004117b945393d48ad6cec_2_1_choice_5" class="field-input input-checkbox" value="choice_5"/><label id="e16c89d34b004117b945393d48ad6cec_2_1-choice_5-label" for="input_e16c89d34b004117b945393d48ad6cec_2_1_choice_5" class="response-label field-label label-inline" aria-describedby="status_e16c89d34b004117b945393d48ad6cec_2_1">
\(x_{13} + x_{23} + x_{33} = 1\)
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PART D
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<p>Solve the integer program above. What is the optimal objective function value?</p>
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PART D II
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<p>Now solve the problem as a linear program by relaxing the integrality/binary constraints. What is the optimal objective function value now?</p>
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PART E
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<p>Consider the following two logic constraints eHarmony wants to impose</p>
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<li>If man 1 matches woman 3, then man 2 must match woman 2</li>
<li>If man 3 matches woman 3, then man 2 must match woman 2</li>
</ul>
<p>Write two more constraints on top of part (a) to achieve these two logic requirements</p>
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\(x_{13} \geq x_{22}\\
x_{33} \geq x_{22}\)
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\(x_{13} \geq x_{22}\\
x_{33} \leq x_{22}\)
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\(x_{13} \leq x_{22}\\
x_{33} \geq x_{22}\)
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\(x_{13} = x_{22}\\
x_{33} = x_{22}\)
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PART F
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<p>Solve the IP, and include the constraints from part E. What is the optimal objective function value?</p>
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PART F II
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<p>Solve the linear problem, and include the constraints from part E. Remove the integrality constraints. What is the optimal objective function value?</p>
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PART G
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<p> Suppose we have n men and n women. Denote \(c_{ij}\) as the compatibility score between man i and woman j. Define appropriate decision variables and write an algebraic integer programming formulation to match pairs that maximizes the total compatibility. Each man (woman) should be matched to exactly one woman (man).
</p>
<p>Decision variables:</p>
<ul>
<li>\(x_{ij} \in \{0,1\}\), indicator variable. \( x_{ij}=1 \) is man \(i\) is matched with woman \(j\); 0 if man \(i\) is not matched with woman \(j\) </li>
</ul>
<p>Formulation:</p>
<span>
<p class="equation">\[\left.\begin{array}{rrcl} \min &amp; \sum_{i=1}^n \sum_{j=1}^n c_{ij}x_{ij} \\
\text {s.t.:} &amp; &amp; &amp; \\
\text{(1)} &amp; \sum_{j=1}^n x_{ij} = 1, \forall i = 1, \ldots, n\\
\text{(2)} &amp; \sum_{i=1}^n x_{ij} = 1, \forall j = 1, \ldots, n\\
\text{(3)} &amp; x_{ij} \in \{0,1\}, \forall i,j=1,\ldots,n \end{array}\right\}\]</p>
</span>
<p>You are concerned that some of the inequalities have been reversed. Which of the following is the best response? Select the best answer.</p>
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The linear program is correct
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The objective should be maximized
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Constraints (1), (2) should have \( \leq \) inequalities
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Constraints (1), (2) should have \( \geq \) inequalities
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The objective should be maximized and constraints (1), (2) should have \( \leq \) inequalities
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The objective should be maximized and constraints (1), (2) should have \( \geq \) inequalities
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PART H. This part is optional.
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<p> This problem and the following are optional. If you are interested in using Julia and JuMP in practice, we encourage you to try it out. This exercise and the following one are similar to PART D and PART D II. Instead of solving a problem using a 3 x 3 matrix, this problem includes a 1000 x 1000 matrix. If you solve the problem, you can honestly say that you have solved a million variable integer program. </p>
<p> Till now, eHarmony has 33 million members. Spreadsheet optimization is too cumbersome to use for day-to-day operations. Instead they need to rely on "modeling languages." In this part, we are going to use Julia/JuMP to solve a large-scale matching problem for eHarmony. In the material of problem set 3, you will find a csv (comma-separated values) file <a class="modal-content" href="/assets/courseware/v1/c5dbb469e204229e2f34ef810a33d424/asset-v1:MITx+15.053x+3T2016+type@asset+block/compatibility_score_integers.zip"> compatibility_score_integers.csv</a>, which represents compatibility score among 1000 men and 1000 women. The numbers in "compatibility_score.csv" constitutes a 1000 x 1000 matrix, where each row corresponds to a man, each column corresponds to a woman. Your task here is to solve this 1000 x 1000 matching problem based on the integer programming formulation in PART G using Julia/JuMP. The "readcsv" function in Julia will be helpful. We also provide a smaller data set 20 x 20 <a class="modal-content" href="/assets/courseware/v1/46437bdee89ffcfb07925892bf99fae8/asset-v1:MITx+15.053x+3T2016+type@asset+block/compatibility_score_debug_integers.csv"> compatibility_score_debug_integers.csv </a> in the problem set materials. You may debug your model with this smaller data set first before try the 1000 x 1000 version. Any bug in the 1000 x 1000 version could possibly take an absurdly long time to fix. (If you have correctly solved the 1000 x 1000 instance of this problem, then you have solved your first linear (integer) program with 1 million variables.)</p>
<p>What is the optimal (integral) objective value? Error checking hint: the optimal value is between 99970 and 99989.</p>
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PART I. This part is optional.
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<p>Solve the problem from PART H without integral constraints (i.e. replacing \(x_{ij} \in \{0,1\} \) with \(0 \le x_{ij} \le 1, \forall i, j =1, \ldots, n\)) using data in "compatibility_score_integers.csv". What is the optimal objective value in the output? HINT: It should be the same as for the integer program. </p>
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<h2 class="hd hd-2 unit-title">Problem 3</h2>
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PART A
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<p>A <i>combinatorial auction</i> is an auction in which participants can place bids on sets of items, instead of placing bids on individual items. A combinatorial auction is useful in many situations.
For example, consider the problem of an airline company buying takeoff and landing slots at
an airport: clearly, the value of a single slot may be small if the slot is taken by itself, but the
value may be much larger if several slots can be bought at the same time, allowing the company to setup flight routes according to the desired timetable. Thus, the airport wants to sell
its available slots to airline companies maximizing its own profit (i.e. the total value at which
the slots are sold), allowing airlines to bid on sets of items and choosing the most profitable
combination of bids among the received ones. Many other examples exist. In this problem, we
study a simple formulation for a combinatorial auction.
</p>
<p>Consider a set composed by 5 items, labeled for simplicity: \(\{1, 2, 3, 4, 5\}\). We auction off these
items and receive the following bids, where each bid is placed on a subset of the items and
assigns a value to the whole subset:
</p>
<ul>
<li>Bid 1: subset \(\{1, 5\}\) valued at 10.</li>
<li>Bid 2: subset \(\{1, 2, 4\}\) valued at 20.</li>
<li>Bid 3: subset \(\{3\}\) valued at 8.</li>
<li>Bid 4: subset \(\{5\}\) valued at 4.</li>
<li>Bid 5: subset \(\{2, 4\}\) valued at 15.</li>
<li>Bid 6: subset \(\{2, 3, 4, 5\}\) valued at 30.</li>
<li>Bid 7: subset \(\{1, 2, 3\}\) valued at 18.</li>
</ul>
<p>Let \(x_j\) be 1 if the j-th bid is accepted, 0 if it is not. These are all the variables we need.</p>
<p>Formulate an integer program to choose the subset of bids that maximizes profit for the auctioneer, i.e., the total value for which the items are sold is maximum. We remark that each item can be sold at most once, and that bids cannot be split; that is: a bid for items \(\{1, 2\}\) can only be accepted if both item 1 and 2 are available.
Which integer program below properly models the situation? </p>
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<text>
<p class="equation">\[\left.\begin{array}{rrcl} \max &amp; 10x_1 + 20x_2 + 8x_3 + 4x_4 + 15x_5 + 30x_6 + 18x_7 \\
\text {s.t.:} &amp; &amp; &amp; \\
&amp; x_1 + x_2 + x_7 \leq 1 \\
&amp; x_2 + x_5 + x_6 + x_7 \leq 1 \\
&amp; x_3 + x_6 + x_7 \leq 1 \\
&amp; x_2 + x_5 + x_6 \leq 1 \\
&amp; x_1 + x_4 + x_6 \leq 1 \\
&amp; x_1, x_2, x_3, x_4, x_5, x_6, x_7\in \{0,1\} \end{array}\right\}\]</p>
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<text>
<p class="equation">\[\left.\begin{array}{rrcl} \max &amp; 10x_1 + 20x_2 + 8x_3 + 4x_4 + 15x_5 + 30x_6 + 18x_7 \\
\text {s.t.:} &amp; &amp; &amp; \\
&amp; x_1 + x_2 + x_7 \geq 1 \\
&amp; x_2 + x_5 + x_6 + x_7 \geq 1 \\
&amp; x_3 + x_6 + x_7 \geq 1 \\
&amp; x_2 + x_5 + x_6 \geq 1 \\
&amp; x_1 + x_4 + x_6 \geq 1 \\
&amp; x_1, x_2, x_3, x_4, x_5, x_6, x_7\in \{0,1\} \end{array}\right\}\]</p>
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<text>
<p class="equation">\[\left.\begin{array}{rrcl} \max &amp; 10x_1 + 20x_2 + 8x_3 + 4x_4 + 15x_5 + 30x_6 + 18x_7 \\
\text {s.t.:} &amp; &amp; &amp; \\
&amp; x_1 + x_5 \leq 1 \\
&amp; x_1 + x_2 + x_4 \leq 1 \\
&amp; x_3 \leq 1 \\
&amp; x_5 \leq 1 \\
&amp; x_2 + x_4 \leq 1 \\
&amp; x_1, x_2, x_3, x_4, x_5, x_6, x_7\in \{0,1\} \end{array}\right\}\]</p>
</text>
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PART B
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<p>Suppose now that we are still auctioning off the set of items \(\{1, 2, 3, 4, 5\}\), but
now we have two copies each of items 1, 2, 3. In other words, the set of items for auctions looks like this: \(\{1, 1, 2, 2, 3, 3, 4, 5\}\). The set of received bids does not change, and each bid can only be accepted at most once. Which IP properly models the situation?
</p>
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<text>
<p class="equation">\[\left.\begin{array}{rrcl} \max &amp; 10x_1 + 20x_2 + 8x_3 + 4x_4 + 15x_5 + 30x_6 + 18x_7 \\
\text {s.t.:} &amp; &amp; &amp; \\
&amp; x_1 + x_2 + x_7 \geq 2 \\
&amp; x_2 + x_5 + x_6 + x_7 \geq 2 \\
&amp; x_3 + x_6 + x_7 \leq 1 \\
&amp; x_2 + x_5 + x_6 \leq 1 \\
&amp; x_1 + x_4 + x_6 \leq 1 \\
&amp; x_1, x_2, x_3, x_4, x_5, x_6, x_7\in \{0,1\} \end{array}\right\}\]</p>
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<text>
<p class="equation">\[\left.\begin{array}{rrcl} \max &amp; 10x_1 + 20x_2 + 8x_3 + 4x_4 + 15x_5 + 30x_6 + 18x_7 \\
\text {s.t.:} &amp; &amp; &amp; \\
&amp; x_1 + x_2 + x_7 \leq 2 \\
&amp; x_2 + x_5 + x_6 + x_7 \leq 2 \\
&amp; x_3 + x_6 + x_7 \leq 2 \\
&amp; x_2 + x_5 + x_6 \leq 1 \\
&amp; x_1 + x_4 + x_6 \leq 1 \\
&amp; x_1, x_2, x_3, x_4, x_5, x_6, x_7\in \{0,1\} \end{array}\right\}\]</p>
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<text>
<p class="equation">\[\left.\begin{array}{rrcl} \max &amp; 10x_1 + 20x_2 + 8x_3 + 4x_4 + 15x_5 + 30x_6 + 18x_7 \\
\text {s.t.:} &amp; &amp; &amp; \\
&amp; x_1 + x_2 + x_7 \leq 2 \\
&amp; x_2 + x_3 + x_4 + x_7 \leq 1 \\
&amp; x_3 + x_6 + x_7 \leq 1 \\
&amp; x_2 + x_5 + x_7 \leq 2 \\
&amp; x_1 + x_4 + x_6 \leq 2 \\
&amp; x_1, x_2, x_3, x_4, x_5, x_6, x_7\in \{0,1\} \end{array}\right\}\]</p>
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<text>
<p class="equation">\[\left.\begin{array}{rrcl} \max &amp; 10x_1 - 20x_2 - 8x_3 - 4x_4 - 15x_5 - 30x_6 - 18x_7 \\
\text {s.t.:} &amp; &amp; &amp; \\
&amp; x_1 + x_5 \leq 2 \\
&amp; x_1 + x_2 + x_4 \leq 2 \\
&amp; x_3 \leq 2 \\
&amp; x_5 \leq 1 \\
&amp; x_2 + x_4 \leq 1 \\
&amp; x_1, x_2, x_3, x_4, x_5, x_6, x_7\in \{0,1\} \end{array}\right\}\]</p>
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PART C
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<p>Write an algebraic formulation for the problem of maximizing profit of the
auctioneer, using the following notation: \(N = \{1, . . . , n\}\) is the set of auctioned items, each item is available with multiplicity \(\lambda_i \geq 1\) (i.e., there are \(\lambda_i\) copies of item \(i, i = 1, . . . , n)\), and we received \(b\) bids, where each bid consists of a subset \(S_j \subseteq N\) and a corresponding value \(p_j, j = 1,\ldots, b\). Which LP choice properly models the situation?
</p>
<p>Recall that ":" means such that</p>
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<p class="equation">\[\left.\begin{array}{rrcl} \max &amp; \sum_{j=1}^b S_jx_j \\
\text {s.t.:} &amp; &amp; &amp; \\
&amp; \sum_{j: i \in S_j} x_j \leq \lambda_i, \forall i = 1, \ldots, n\\
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<p class="equation">\[\left.\begin{array}{rrcl} \max &amp; \sum_{j=1}^b p_jx_j \\
\text {s.t.:} &amp; &amp; &amp; \\
&amp; \sum_{j: i \in b} x_j \leq \lambda_i, \forall i = 1, \ldots, n\\
&amp; x_j \in \{0,1\}, \forall j=1,\ldots,b \end{array}\right\}\]</p>
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<p class="equation">\[\left.\begin{array}{rrcl} \max &amp; \sum_{j=1}^b p_jx_j \\
\text {s.t.:} &amp; &amp; &amp; \\
&amp; \sum_{j: i \in S_j} p_j \leq \lambda_i, \forall i = 1, \ldots, n\\
&amp; x_j \in \{0,1\}, \forall j=1,\ldots,b \end{array}\right\}\]</p>
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<text>
<p class="equation">\[\left.\begin{array}{rrcl} \max &amp; \sum_{j=1}^b p_jx_j \\
\text {s.t.:} &amp; &amp; &amp; \\
&amp; \sum_{j: i \in S_j} x_j \leq \lambda_i, \forall i = 1, \ldots, n\\
&amp; x_j \in \{0,1\}, \forall j=1,\ldots,b \end{array}\right\}\]</p>
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PART D
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<p>Using the data provided in <a class="modal-content" href="/assets/courseware/v1/db4bd88e0e2425bc3db38dc3b3692bfc/asset-v1:MITx+15.053x+3T2016+type@asset+block/pset3_p3.xlsx"> pset3_p3.xlsx</a>, solve the combinatorial auction problem.</p>
<p>What is the optimal revenue? Error checking hint: the optimal value is between 85 and 95.</p>
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<h2 class="hd hd-2 unit-title">Problem 4</h2>
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PART A
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<p>The local post office requires full-time employees to meet demands that vary from day to day. The number of full-time employees required on each day is given in Table 1. Each full-time employee must work five consecutive days and then receive two days off. For example, an employee who works Monday to Friday must be off on Saturday and Sunday. This schedule for employees repeats every week. We want to formulate an integer program that the post office can use to minimize the number of full-time employees who must be hired.</p>
<center>
<table>
<tbody>
<tr>
<th scope="col" style="text-align: center; border: 1px solid black; padding: 10px;"/>
<th scope="col" style="text-align: center; border: 1px solid black; padding: 10px;">Number of full time employees required</th>
</tr>
<tr>
<th scope="row" style="text-align: center; border: 1px solid black; padding: 10px;">1=Monday</th>
<td style="text-align: center; border: 1px solid black; padding: 10px;">17</td>
</tr>
<tr>
<th scope="row" style="text-align: center; border: 1px solid black; padding: 10px;">2=Tuesday</th>
<td style="text-align: center; border: 1px solid black; padding: 10px;">13</td>
</tr>
<tr>
<th scope="row" style="text-align: center; border: 1px solid black; padding: 10px;">3=Wednesday</th>
<td style="text-align: center; border: 1px solid black; padding: 10px;">15</td>
</tr>
<tr>
<th scope="row" style="text-align: center; border: 1px solid black; padding: 10px;">4=Thursday</th>
<td style="text-align: center; border: 1px solid black; padding: 10px;">19</td>
</tr>
<tr>
<th scope="row" style="text-align: center; border: 1px solid black; padding: 10px;">5=Friday</th>
<td style="text-align: center; border: 1px solid black; padding: 10px;">14</td>
</tr>
<tr>
<th scope="row" style="text-align: center; border: 1px solid black; padding: 10px;">6=Saturday</th>
<td style="text-align: center; border: 1px solid black; padding: 10px;">16</td>
</tr>
<tr>
<th scope="row" style="text-align: center; border: 1px solid black; padding: 10px;">7=Sunday</th>
<td style="text-align: center; border: 1px solid black; padding: 10px;">11</td>
</tr>
</tbody>
<caption>Table 1: Requirements for the local post office</caption>
</table>
</center>
<p/>
<p>We define the decision variables as follows:</p>
<ul>
<li>Let \(x_1\) be the number of full-time employees who work Monday to Friday</li>
<li>Let \(x_2\) be the number of full-time employees who work Tuesday to Saturday</li>
<li>\(\ldots \)</li>
<li>Let \(x_7\) be the number of full-time employees who work Sunday to Thursday</li>
</ul>
<p>Then the integer program to minimize the number of total employees is given as follows:</p>
<span>
<p class="equation">\[\left.\begin{array}{rrcl} \min &amp; z=x_1 + x_2 + x_3 + x_4 + x_5 + x_6 + x_7 \\
\text {s.t.:} &amp; &amp; &amp; \\
&amp; x_1 + x_4 + x_5 + x_6 + x_7 \geq 17 &amp; \text{(1)}\\
&amp; x_1 + x_2 + x_5 + x_6 + x_7 \geq 13 &amp; \text{(2)}\\
&amp; x_1 + x_2 + x_3 + x_6 + x_7 \geq 15 &amp; \text{(3)}\\
&amp; x_1 + x_2 + x_3 + x_4 + x_7 \geq 19 &amp; \text{(4)}\\
&amp; x_1 + x_2 + x_3 + x_4 + x_5 \geq 14 &amp; \text{(5)}\\
&amp; x_2 + x_3 + x_4 + x_5 + x_6 \geq 16 &amp; \text{(6)}\\
&amp; x_3 + x_4 + x_5 + x_6 + x_7 \geq 11 &amp; \text{(7)}\\
&amp; x_1, x_2, x_3, x_4, x_5, x_6, x_7 \in Z^+ \end{array}\right\}\]</p>
</span>
<p>Constraints (1) &#8211; (7) represents that the number of employees who work on Monday to Sunday respectively should satisfy the requirement stated in Table 1. The objective function is the total number of employees required.</p>
<p>The following parts are INDEPENDENT from each other. They are all based on the formulation above.</p>
<p>Use the spreadsheet <a class="modal-content" href="/assets/courseware/v1/f1881475b89ae62cc7f462e005be2e28/asset-v1:MITx+15.053x+3T2016+type@asset+block/pset3_p4.xlsx"> pset3_p4.xlsx</a> to solve the above integer program. What is the minimum workers that the post office needs?</p>
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PART B
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<p>Let \(s_2, s_5, \text{ and } s_7\) (assume integers) denote the surplus number of workers on Tuesday, Friday, and
Sunday. For example, if there are 18 workers on Tuesday, then the \( s_2=5 \). Suppose that the current objective is to minimize \(z=max \{s_2,s_5,s_7 \}\). Reformulate that as an IP. Include all constraints that contain \(s_2, s_5 \text{ or } s_7\), other than the non-negativity and integrality constraints, as well as any other changes from the original formulation. Which of the following are necessary changes to the original integer program? Select 6 of the constraints.
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\(z \leq s_2\) (new constraint)
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\(z \geq s_2\) (new constraint)
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\(z \leq s_5\) (new constraint)
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\(z \geq s_5\) (new constraint)
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\(z \leq s_7\) (new constraint)
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\(z \geq s_7\) (new constraint)
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\(x_1 + x_2 + x_5 + x_6 + x_7 + s_2 = 13\) (replace constraint 2)
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\(x_1 + x_2 + x_5 + x_6 + x_7 - s_2 = 13\) (replace constraint 2)
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\(x_1 + x_2 + x_3 + x_4 + x_5 + s_5 = 14\) (replace constraint 5)
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\(x_1 + x_2 + x_3 + x_4 + x_5 - s_5 = 14\) (replace constraint 5)
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\(x_3 + x_4 + x_5 + x_6 + x_7 + s_7 = 11\) (replace constraint 7)
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\(x_3 + x_4 + x_5 + x_6 + x_7 - s_7 = 11\) (replace constraint 7)
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PART C
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<p> Let \( s_1 \) be the number of excess workers on Monday. Suppose that there is a penalty for having too many workers on Monday. The linear penalty due to \(s_1 \) is 0.1. That is, there is no penalty for having 17 workers; there is a penalty of 0.1 for having 18 workers; there is a penalty of 0.2 for having 19 workers (0.1 for both the 18th and 19th workers). The penalty increases if there are more than 19 workers. Here the linear penalty is .25 per worker. For example, if there are 20 workers, the total penalty is .45, which includes a penalty of .25 for the 20th worker. The objective function is to minimize the penalty cost for extra workers on Monday. Let \(s_1^{'} \) be the surplus for the first 2 extra workers and \(s_1^{''}\) be the surplus for extra workers more than two. Thus \(s_1=s_1^{'}+s_1{''}\).</p>
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<legend id="829bad51a1a4494c9cc1d30f2a815a40_2_1-legend" class="response-fieldset-legend field-group-hd">What would the new objective function be?</legend>
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\(\text{MIN } 0.1s_1{'} + 0.25s_1^{''}\)
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\(\text{MIN } 0.25s_1{'} + 0.1s_1^{''}\)
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\(\text{MIN } 0.1s_1{'} + 0.1s_1^{''}\)
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PART D
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<p>In order to incorporate the requirement in the previous part, what modifications should be made to the Monday constraint (constraint 1)? Select three of the following.</p>
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\(x_1 + x_4 + x_5 + x_6 + x_7 - s_1^{'} - s_1^{''} = 17\)
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\(x_1 + x_4 + x_5 + x_6 + x_7 - s_1^{'} = 17\)
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\(x_1 + x_4 + x_5 + x_6 + x_7 - s_1^{''} = 17\)
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\(x_1 + x_4 + x_5 + x_6 + x_7 + s_1^{'} + s_1^{''} = 17\)
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\(x_1 + x_4 + x_5 + x_6 + x_7 + s_1^{'} = 17\)
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\(x_1 + x_4 + x_5 + x_6 + x_7 + s_1^{''} = 17\)
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\(0 \leq s_1^{'} \leq 2\)
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\(s_1^{''} \geq 0\)
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\(s_1^{''} \geq 2\)
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PART E
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<p>Suppose we want to minimize the absolute difference between the number of workers who start on Saturday \((x_6)\) and the number of workers who start on Tuesday \((x_2)\). Let \( z \) be the new objective. Which of the following are necessary changes to the original integer program?</p>
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<text>
<td class="equation">\[\left.\begin{array}{rrcl} \min &amp; z \text{ (new objective)}\\
\text {s.t.:} &amp; &amp; &amp; \\
&amp; z \geq x_2 - x_6 \text{ (new constraint)}\\
&amp; z \geq x_6 - x_2 \text{ (new constraint)} \end{array}\right\}\]</td>
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<text>
<td class="equation">\[\left.\begin{array}{rrcl} \max &amp; z \text{ (new objective)}\\
\text {s.t.:} &amp; &amp; &amp; \\
&amp; z \leq x_2 - x_6 \text{ (new constraint)}\\
&amp; z \leq x_6 - x_2 \text{ (new constraint)} \end{array}\right\}\]</td>
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<text>
<td class="equation">\[\left.\begin{array}{rrcl} \min &amp; z \text{ (new objective)}\\
\text {s.t.:} &amp; &amp; &amp; \\
&amp; z \leq x_2 - x_6 \text{ (new constraint)}\\
&amp; z \leq x_6 - x_2 \text{ (new constraint)} \end{array}\right\}\]</td>
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<text>
<td class="equation">\[\left.\begin{array}{rrcl} \max &amp; z \text{ (new objective)}\\
\text {s.t.:} &amp; &amp; &amp; \\
&amp; z \geq x_2 - x_6 \text{ (new constraint)}\\
&amp; z \geq x_6 - x_2 \text{ (new constraint)} \end{array}\right\}\]</td>
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PART F
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<p>Suppose that we added the constraint that \( x_i \leq 19 \) for each \(i=1,\ldots,7\). </p>
<p>Would this change the feasible region?</p>
<p>Hint: You'll need to check the original formulation.</p>
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PART G
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<p>Would this change the optimal solution?</p>
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<h2 class="hd hd-2 unit-title">Problem 5</h2>
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PART A
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<p>This problem will be based on the game of Fiver. It is also sometimes called called Lights Out and you can try your hand at the game <a target="_blank" class="modal-content" href="http://www.logicgamesonline.com/lightsout/"> here </a> and for more details check out the Wikipedia page <a target="_blank" class="modal-content" href="https://en.wikipedia.org/wiki/Lights_Out_(game)"> here. </a></p>
<p>Assume we have a 5x5 grid that initially consists of all white blocks. When we click on a block,
it flips its color (from white to black or from black to white)
and that of adjacent (vertical and horizontal) blocks. Can you make all of
the blocks black? The game is illustrated in this figure. For a documented illustration, click <a target="_blank" class="modal-content" href="/assets/courseware/v1/6bc0701a6d5b7bdb610b5b80a6551ddd/asset-v1:MITx+15.053x+3T2016+type@asset+block/Fiver_picture.pdf"> here. </a></p>
<p>We wish to write an optimization problem whose solution solves the problem in the fewest moves.</p>
<p>We will model it is an integer program. Let \(x(i,j)\geq 0\) denote the number of times we click on the block in row \(i\) and
column \(j\).</p>
<p>Consider the element in row 3, column 2. Write a constraint that guarantees it turns black.</p>
<p>
<i>Hint: Consider the outcome when a square is selected
\(1,2 \text{ or } 3 \) times. </i>
</p>
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\(
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\) is even
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PART B
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<p>Transform the following constraint into integer linear constraints.</p>
<p>\(x \text{ is odd }, x \geq 0, x \text{ integer }\)</p>
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\(
x-y=1, x,y \geq 0; x,y \text{ integer }
\)
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\(
x-2y=1, x,y \geq 0; x,y \text{ integer }
\)
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\(
2x-y=1, x,y \geq 0; x,y \text{ integer }
\)
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\(
x-2y=1, y \geq x \geq 0; x,y \text{ integer }
\)
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PART C
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<p>Is it always true that in an optimal answer each of the variables \(x(i, j)\) will be binary?</p>
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False
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PART D
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<p>Consider the element in row 3, column 2 again. Using the results from PARTS A, B, and C, write a constraint that guarantees it turns black. For the answers, assume that there is a constraint
\[x(i,j) + x(i,j-1) + x(i,j+1) + x(i-1,j) + x(i+1,j) = w(i, j) \]
Assume also that \( x(i', j') \) is binary for all \( i', j' \) and \( y(i, j) \in \{0, 1, 2 \} \) .</p>
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\(w(i, j) +2y(i,j) =1, \text{ for }(i,j)=(3,2)\)
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\( w(i,j) + 2y(i,j) = -1, \text{ for }(i,j)=(3,2)\).
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\( w(i, j) - 2y(i,j) = 1, \text{ for }(i,j)=(3,2)\).
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\( w(i, j) - 2y(i,j)= -1, \text{ for }(i,j)=(3,2)\).
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PART E
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<p>Using the formulation suggested by PART A, one can, in principle, write an integer program to optimize the game of fiver. If one did it in the most straightforward manner, there would be 25 different constraints, one for each block. That would take a very long time (and a lot of space) to have to write out in detail. </p>
<p> Perhaps one could express it more succinctly in a manner similar to the way that the constraint in PART D is given. Ideally, one would only need to write a constraint for Block\( (i, j) \) and let \( i \) vary from 1 to 5 and let \( j \) vary from 1 to 5. One runs into a difficulty though. The constraint for Blocks (1, 1) includes just three of the \( x \) decision variables. It would be \[ x(1, 1) + x(1, 2) + x(2, 1) - 2y(1, 1) = 1, \] where all four of these variables are binary. (Do you see why \( y(1, 1) \) can be restricted to be binary?) Similarly for Blocks (1, 5), (5, 1) and (5, 5). Other Blocks in which \( i \) or \( j \) = 1 or 5 include 4 decision variables. It would seem difficult to be able to express all 25 constraints very succinctly. However, there is a way to do so. It involves creating "dummy decision variables." How many additional dummy variables do you think are needed? HINT: it is more than 23 and less than 25. (Yes, the previous question was intended as a joke. But now that you know the answer, see if you can figure out a clever way of writing the constraints succinctly if you are allowed the 24 extra dummy variables. This number arises because \( 7^2 - 5^2 = 24 \). The explanation for this exercise will be given when the solutions for the problem set are released.) </p>
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