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			<revisedBy> Marc Artzrouni </revisedBy>
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					<b>
						<i>LECTURE on left designed to be projected in a lecture hall /classroom -<sp count="2"/>
						</i>
					</b>
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					<b>
						<i>text in </i>
					</b>
					<b>
						<i>small black italic letters are reminders<sp count="2"/>for instructor;</i>
					</b>
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						<b>
							<i>
								<c val="#f00">- red italics are "pedagogical notes"</c>
							</i>
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					</f>
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					<b>
						<f size="14">
							<c val="#f00">
								<i>for colleagues. </i>
							</c>
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						<b>
							<i>
								<c val="#f00">When I'm done creating the lecture here on the left, I save the MathCad file as "FillInNotes.xmcd" from which I delete things I want students to fill by hand<sp count="2"/>based on the projection of this "complete"<sp count="2"/>MC file.<sp count="2"/>
								</c>
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						<b>
							<i>
								<c val="#f00">I print "FillInNotes.xmcd" as a pdf<sp count="2"/>and send it to the pprintshop<sp count="2"/>- These paper "Fill-in lecture notes"<sp count="3"/>are handed to students at the first lecture and they fill </c>
							</i>
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						<b>
							<i>
								<c val="#f00">them as the "complete" lecture on the left unfolds on screen.<sp count="2"/>
								</c>
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					<b>
						<i>
							<c val="#f00">
								<f size="14">It's important<sp count="2"/>not to talk while students fill in the blanks; they have difficulty listening to one thing and writing another, so while they write, I shut up and catch my breath! </f>
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				<p style="Head24" margin-left="0" margin-right="0" text-indent="0" text-align="center" list-style-type="none" tabs="inherit">
					<u>Normal Distribution and Applications</u>
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					<f size="12">
						<i>
							<u>(S</u>
						</i>
					</f>
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						<i>
							<inlineAttr underline="false">ample MathCad lecture by Marc.Artzrouni@univ-pau.fr; February 2011)</inlineAttr>
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						<u>
							<inlineAttr line-through="false">1.Normal distribution:</inlineAttr>
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				<p style="Normal" margin-left="0" margin-right="0" text-indent="0" text-align="left" list-style-type="none" tabs="inherit">The random variable (r.v.) denoted<sp count="3"/>
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								<ml:id xml:space="preserve">N</ml:id>
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									<ml:id xml:space="preserve">μ</ml:id>
									<ml:id xml:space="preserve">σ</ml:id>
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					<sp count="2"/>with a density </p>
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							<ml:id xml:space="preserve">μ</ml:id>
							<ml:id xml:space="preserve">σ</ml:id>
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						<ml:mult style="auto-select"/>
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							<ml:div/>
							<ml:real>1</ml:real>
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								<ml:apply>
									<ml:sqrt/>
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										<ml:mult/>
										<ml:real>2</ml:real>
										<ml:id xml:space="preserve">π</ml:id>
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								</ml:apply>
								<ml:id xml:space="preserve">σ</ml:id>
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						</ml:apply>
						<ml:apply>
							<ml:id xml:space="preserve">exp</ml:id>
							<ml:apply>
								<ml:mult/>
								<ml:real>-0.5</ml:real>
								<ml:parens>
									<ml:apply>
										<ml:pow/>
										<ml:parens>
											<ml:apply>
												<ml:div/>
												<ml:apply>
													<ml:minus/>
													<ml:id xml:space="preserve">x</ml:id>
													<ml:id xml:space="preserve">μ</ml:id>
												</ml:apply>
												<ml:id xml:space="preserve">σ</ml:id>
											</ml:apply>
										</ml:parens>
										<ml:real>2</ml:real>
									</ml:apply>
								</ml:parens>
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			<text use-page-width="false" push-down="false" lock-width="true">
				<p style="Normal" margin-left="inherit" margin-right="inherit" text-indent="inherit" text-align="inherit" list-style-type="inherit" tabs="inherit">
					<f family="Arial" charset="0" size="18">
						<inlineAttr font-weight="normal" font-style="normal" underline="false" line-through="false">is called a normal (or Gaussian) r.v. with parameters</inlineAttr>
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					<i>
						<inlineAttr line-through="false">
							<sp count="2"/>
						</inlineAttr>
					</i>
					<f family="Symbol" charset="2">
						<i>
							<inlineAttr line-through="false">m</inlineAttr>
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					<i>
						<inlineAttr line-through="false">
							<sp/>
						</inlineAttr>
					</i>
					<inlineAttr font-style="normal" line-through="false">and</inlineAttr>
					<i>
						<inlineAttr line-through="false">
							<sp/>
						</inlineAttr>
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					<f family="Symbol" charset="2">
						<i>
							<inlineAttr line-through="false">s&gt;0</inlineAttr>
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					<i>
						<inlineAttr line-through="false">.</inlineAttr>
					</i> Example below:<sp count="2"/>
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						<math optimize="false" disable-calc="false">
							<ml:globalDefine xmlns:ml="http://schemas.mathsoft.com/math30">
								<ml:id xml:space="preserve">μ</ml:id>
								<ml:real>2</ml:real>
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						<math optimize="false" disable-calc="false">
							<ml:globalDefine xmlns:ml="http://schemas.mathsoft.com/math30">
								<ml:id xml:space="preserve">σ</ml:id>
								<ml:real>0.5</ml:real>
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					<sp/>
					<f size="10">
						<sp/>
					</f>
					<f family="Arial" charset="0" size="10">
						<b>
							<i>
								<inlineAttr line-through="false">(</inlineAttr>
							</i>
						</b>
					</f>
					<f size="10">
						<b>
							<i>Ctrl F9 to</i>
						</b>
					</f>
					<f family="Arial" charset="0" size="10">
						<b>
							<i>
								<inlineAttr line-through="false">
									<sp count="2"/>simulate si1<sp count="2"/>below,<sp count="2"/>with<sp count="3"/>σ=0.5 then<sp count="2"/>
								</inlineAttr>
							</i>
						</b>
					</f>
					<f size="10">
						<b>
							<i>σ=</i>
						</b>
					</f>
					<f family="Arial" charset="0" size="10">
						<b>
							<i>
								<inlineAttr line-through="false">4 - emphasize dnorm is name of built-in density function in<sp count="2"/>MathCad and other softwares)</inlineAttr>
							</i>
						</b>
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			<text use-page-width="false" push-down="false" lock-width="true">
				<p style="Normal" margin-left="inherit" margin-right="inherit" text-indent="inherit" text-align="inherit" list-style-type="inherit" tabs="inherit">simul : </p>
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			<math optimize="false" disable-calc="false">
				<ml:define xmlns:ml="http://schemas.mathsoft.com/math30">
					<ml:id xml:space="preserve">si1</ml:id>
					<ml:eval placeholderMultiplicationStyle="default">
						<ml:apply>
							<ml:id xml:space="preserve">rnorm</ml:id>
							<ml:sequence>
								<ml:real>1</ml:real>
								<ml:id xml:space="preserve">μ</ml:id>
								<ml:id xml:space="preserve">σ</ml:id>
							</ml:sequence>
						</ml:apply>
						<result xmlns="http://schemas.mathsoft.com/math30">
							<ml:matrix rows="1" cols="1">
								<ml:real>1.7805145914255278</ml:real>
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					<math optimize="false" disable-calc="false">
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								<ml:sequence>
									<ml:real>-15</ml:real>
									<ml:real>-14.9</ml:real>
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								<ml:real>15</ml:real>
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				<p style="Normal" margin-left="inherit" margin-right="inherit" text-indent="inherit" text-align="inherit" list-style-type="inherit" tabs="inherit">.<sp count="2"/>
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						<b>
							<i>
								<c val="#f00">This system<sp count="2"/>saves a lot of time compared<sp count="2"/>to<sp count="2"/>writing everything from scratch (not to mention the difficulty there would be drawing graphs, etc). At the same time students<sp count="2"/>are made to write the important stuff which helps<sp count="2"/>the learning process.</c>
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							<i>
								<c val="#f00">The system is very flexible and easily fine-tuned by leaving<sp count="2"/>more or less out of the fill-in notes.<sp count="2"/>For example sometimes students get distracted/don't pay attention<sp count="2"/>during the lecture if too much text is left in, so I "trim" things a bit by taking more out in the next version of the fill-in notes.<sp count="2"/>
								</c>
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				<p style="Normal" margin-left="inherit" margin-right="inherit" text-indent="inherit" text-align="inherit" list-style-type="inherit" tabs="inherit">
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						<i>
							<c val="#f00">There are<sp count="2"/>very short exercices </c>
						</i>
					</f>
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						<i>
							<c val="#f00">that students do immediately after</c>
						</i>
					</f>
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						<i>
							<c val="#f00">a notion is introduced as a form</c>
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					<i>
						<c val="#f00">
							<f size="14">of "instant consolidation" of the concept</f>
						</c>
					</i>
				</p>
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					<f size="14">
						<c val="#f00">
							<i>just introduced.</i>
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							<sp count="2"/>and<sp count="2"/>
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						<inlineAttr font-style="normal" line-through="false">.</inlineAttr>
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						<inlineAttr font-style="normal" line-through="false">= 1 for any μ and σ.</inlineAttr>
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						<b>
							<i>
								<c val="#f00">The red dotted line in diagram<sp count="2"/>shows simulated values - done with σ = 0.5, then 4. </c>
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				<p style="Normal" margin-left="0" margin-right="0" text-indent="0" text-align="left" list-style-type="none" tabs="inherit">Calculations done in exercise sessions:</p>
				<p style="Normal" margin-left="inherit" margin-right="inherit" text-indent="inherit" text-align="inherit" list-style-type="inherit" tabs="inherit">E(<region region-id="4081" left="48" top="636" width="42.75" height="24.75" align-x="68.25" align-y="651.75" show-border="false" show-highlight="false" is-protected="true" z-order="0" background-color="inherit" tag="">
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					</region>)<sp count="2"/>= <region region-id="3098" left="123.75" top="611.25" width="198" height="69" align-x="168" align-y="651.75" show-border="false" show-highlight="false" is-protected="true" z-order="0" background-color="inherit" tag="">
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					<f size="12">
						<b>
							<i>
								<u>technical detail:</u>
							</i>
						</b>
					</f>
					<f size="12">
						<b>
							<i> when demonstrating the effect of<sp count="2"/>changing<sp count="2"/>parameters</i>
						</b>
					</f>
				</p>
				<p style="Normal" margin-left="inherit" margin-right="inherit" text-indent="inherit" text-align="inherit" list-style-type="inherit" tabs="inherit">
					<f size="12">
						<b>
							<i>(eg σ) it's very important to fix the scales on the x, y axes; colleagues will know,</i>
						</b>
					</f>
				</p>
				<p style="Normal" margin-left="inherit" margin-right="inherit" text-indent="inherit" text-align="inherit" list-style-type="inherit" tabs="inherit">
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						<b>
							<i> understand<sp count="2"/>why. </i>
						</b>
					</f>
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				<p style="Normal" margin-left="inherit" margin-right="inherit" text-indent="inherit" text-align="inherit" list-style-type="inherit" tabs="inherit">which shows that the parameter μ is the expected value.</p>
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				<p style="Normal" margin-left="inherit" margin-right="inherit" text-indent="inherit" text-align="inherit" list-style-type="inherit" tabs="inherit">Similarly the standard deviation is<sp count="2"/>
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					<f family="Arial" charset="0">1. The<sp count="2"/>density dnorm(x,</f>
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						<p style="Normal" margin-left="0" margin-right="0" text-indent="0" text-align="left" list-style-type="none" tabs="inherit">Chaque taille de femme et d'homme:<sp count="3"/>v.a.<sp count="2"/>TF ou TM. Ci-dessous les fréquences<sp count="2"/>observées pour les deux sexes (par groupe de taille quinquennal) et les densités normales<sp count="2"/>qui les approximent: les<sp count="3"/>
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							<sub>fe </sub> ,<f family="Arial" charset="0">s</f>
							<sub>fe </sub>et<sp count="2"/>
							<f family="Arial" charset="0">m</f>
							<sub>me </sub> ,<f family="Arial" charset="0">s</f>
							<sub>me<sp count="2"/>
							</sub>utilisés sont <i>
								<c val="#000">des estimateurs</c>
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								<sp/>
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							<c val="#000"> des espérances et écarts-types théoriques mais inconnues </c>
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								<sub>f </sub>
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								<c val="#000">s</c>
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								<sub>f</sub>
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								<c val="#000">m </c>
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								<sub>m</sub>
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								<sp/>
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							<c val="#000">de TM.<sp count="2"/>(voir ci-dessous). </c>
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				<p style="Normal" margin-left="inherit" margin-right="inherit" text-indent="inherit" text-align="inherit" list-style-type="inherit" tabs="inherit"> = number of females </p>
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				<p style="Normal" margin-left="inherit" margin-right="inherit" text-indent="inherit" text-align="inherit" list-style-type="inherit" tabs="inherit">In histogram area of each rectangle = relative frquency </p>
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					<b>
						<i>
							<c val="#f00">superimposed </c>
						</i>
					</b>
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					<b>
						<i>
							<c val="#f00">normal density</c>
						</i>
					</b>
				</p>
				<p style="Normal" margin-left="inherit" margin-right="inherit" text-indent="inherit" text-align="inherit" list-style-type="inherit" tabs="inherit">
					<b>
						<i>
							<c val="#f00">explained below -</c>
						</i>
					</b>
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				<p style="Normal" margin-left="inherit" margin-right="inherit" text-indent="inherit" text-align="inherit" list-style-type="inherit" tabs="inherit">
					<i>
						<c val="#f00">
							<b>oral comments</b>
						</c>
					</i>
				</p>
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					<i>
						<c val="#f00">
							<b>about roughness</b>
						</c>
					</i>
				</p>
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					<b>
						<i>
							<c val="#f00">of fit, small samples, </c>
						</i>
					</b>
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					<b>
						<i>
							<c val="#f00">etc.<sp count="2"/>
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					</b>
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					<i>ii. Normal approximation of empirical distribution<sp count="2"/>
					</i>
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				<p style="Normal" margin-left="0" margin-right="0" text-indent="0" text-align="left" list-style-type="none" tabs="inherit">Male parameters<inlineAttr font-style="normal">
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					</i>
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						<i>m</i>
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					<i>
						<sub>m</sub>
					</i>
					<i>, </i>
					<f family="Symbol" charset="2">
						<i>s</i>
					</f>
					<i>
						<sub>m </sub>
					</i>
					<i>
						<sp count="3"/>; females: </i>
					<i>
						<f family="Symbol" charset="2">m</f>
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					<i>
						<sub>f</sub>
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					<i>, </i>
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						<i>
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							<inlineAttr font-style="normal" underline="false" line-through="false">unknown! </inlineAttr>
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				<p style="Normal" margin-left="0" margin-right="0" text-indent="0" text-align="left" list-style-type="none" tabs="inherit">a. Expectation <f family="Symbol" charset="2">
						<i>m</i>
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						<sub>f </sub>
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						<sp/>
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					<sp count="3"/>estimated by the r.v. sample mean:<sp count="2"/>
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				<p style="Normal" margin-left="0" margin-right="0" text-indent="0" text-align="left" list-style-type="none" tabs="inherit">These estimators are unbiased: as rv's their expectations are equal to the unknown parameters <region region-id="4655" left="288" top="2634" width="17.25" height="24.75" align-x="295.5" align-y="2649.75" show-border="false" show-highlight="false" is-protected="true" z-order="0" background-color="inherit" tag="">
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					<c val="#000"> . Indeed:<sp count="2"/>
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					<sp count="4"/>
					<c val="#000">E(</c>
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					<c val="#000">)= </c>
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					<c val="#000"> = </c>
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										<ml:id xml:space="preserve">f</ml:id>
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										<ml:id xml:space="preserve">μ</ml:id>
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					<c val="#000"> = </c>
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					<c val="#000"> .<sp count="13"/>(2) </c>
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					<c val="#000">b. To estimate standard deviation, recall </c>
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				<p style="Normal" margin-left="inherit" margin-right="inherit" text-indent="inherit" text-align="inherit" list-style-type="inherit" tabs="inherit"> (3) </p>
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				<p style="Normal" margin-left="inherit" margin-right="inherit" text-indent="inherit" text-align="inherit" list-style-type="inherit" tabs="inherit">could be estimated by: </p>
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				<p style="Normal" margin-left="inherit" margin-right="inherit" text-indent="inherit" text-align="inherit" list-style-type="inherit" tabs="inherit">biased<sp count="2"/>-<sp count="3"/>so better:<sp count="2"/>
				</p>
			</text>
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			<text use-page-width="false" push-down="false" lock-width="true">
				<p style="Normal" margin-left="inherit" margin-right="inherit" text-indent="inherit" text-align="inherit" list-style-type="inherit" tabs="inherit">unbiased</p>
				<p style="Normal" margin-left="inherit" margin-right="inherit" text-indent="inherit" text-align="inherit" list-style-type="inherit" tabs="inherit">
					<f size="14">
						<i>
							<c val="#f00">(no details)</c>
						</i>
					</f>
				</p>
			</text>
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				<p style="Normal" margin-left="inherit" margin-right="inherit" text-indent="inherit" text-align="inherit" list-style-type="inherit" tabs="inherit"> (4) </p>
			</text>
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				<p style="Normal" margin-left="0" margin-right="0" text-indent="0" text-align="left" list-style-type="none" tabs="inherit">For calculations we need: </p>
				<p style="Normal" margin-left="0" margin-right="0" text-indent="0" text-align="left" list-style-type="none" tabs="inherit">i. <region region-id="3585" left="24" top="3162" width="69" height="25.5" align-x="49.5" align-y="3177.75" show-border="false" show-highlight="false" is-protected="true" z-order="0" background-color="inherit" tag="">
						<math optimize="false" disable-calc="false">
							<ml:eval placeholderMultiplicationStyle="default" xmlns:ml="http://schemas.mathsoft.com/math30">
								<ml:id xml:space="preserve" subscript="f">n</ml:id>
								<result xmlns="http://schemas.mathsoft.com/math30">
									<ml:real>23</ml:real>
								</result>
							</ml:eval>
						</math>
						<rendering item-idref="43"/>
					</region>
					<f family="Arial" charset="0" size="18">
						<inlineAttr font-weight="normal" font-style="normal" underline="false" line-through="false">
							<sp count="6"/>
						</inlineAttr>
					</f>
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						<math optimize="false" disable-calc="false">
							<ml:eval placeholderMultiplicationStyle="default" xmlns:ml="http://schemas.mathsoft.com/math30">
								<ml:id xml:space="preserve" subscript="m">n</ml:id>
								<result xmlns="http://schemas.mathsoft.com/math30">
									<ml:real>20</ml:real>
								</result>
							</ml:eval>
						</math>
						<rendering item-idref="44"/>
					</region>
				</p>
				<p style="Normal" margin-left="inherit" margin-right="inherit" text-indent="inherit" text-align="inherit" list-style-type="inherit" tabs="inherit"> ii.<sp count="3"/>
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						<math optimize="false" disable-calc="false">
							<ml:eval placeholderMultiplicationStyle="default" xmlns:ml="http://schemas.mathsoft.com/math30">
								<ml:id xml:space="preserve">somTF</ml:id>
								<result xmlns="http://schemas.mathsoft.com/math30">
									<ml:real>3790</ml:real>
								</result>
							</ml:eval>
							<resultFormat numeric-only="true">
								<general precision="3" show-trailing-zeros="false" radix="dec" complex-threshold="10" zero-threshold="15" imaginary-value="i" exponential-threshold="8"/>
								<matrix display-style="auto" expand-nested-arrays="false"/>
								<unit format-units="false" simplify-units="false" fractional-unit-exponent="false"/>
							</resultFormat>
						</math>
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					</region>
					<sp/>
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							<sp/>
						</inlineAttr>
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						<math optimize="false" disable-calc="false">
							<ml:eval placeholderMultiplicationStyle="default" xmlns:ml="http://schemas.mathsoft.com/math30">
								<ml:id xml:space="preserve">somTM</ml:id>
								<result xmlns="http://schemas.mathsoft.com/math30">
									<ml:real>3546</ml:real>
								</result>
							</ml:eval>
							<resultFormat numeric-only="true">
								<general precision="3" show-trailing-zeros="false" radix="dec" complex-threshold="10" zero-threshold="15" imaginary-value="i" exponential-threshold="8"/>
								<matrix display-style="auto" expand-nested-arrays="false"/>
								<unit format-units="false" simplify-units="false" fractional-unit-exponent="false"/>
							</resultFormat>
						</math>
						<rendering item-idref="46"/>
					</region>
				</p>
				<p style="Normal" margin-left="0" margin-right="0" text-indent="0" text-align="left" list-style-type="none" tabs="inherit">
					<f family="Arial" charset="0" size="18">
						<inlineAttr font-weight="normal" font-style="normal" underline="false" line-through="false">iii. Sums of squares =</inlineAttr>
					</f>
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						<math optimize="false" disable-calc="false">
							<ml:eval placeholderMultiplicationStyle="default" xmlns:ml="http://schemas.mathsoft.com/math30">
								<ml:id xml:space="preserve">som2TF</ml:id>
								<result xmlns="http://schemas.mathsoft.com/math30">
									<ml:real>625478</ml:real>
								</result>
							</ml:eval>
							<resultFormat numeric-only="true">
								<decimal precision="6" show-trailing-zeros="false" radix="dec" complex-threshold="10" zero-threshold="15" imaginary-value="i"/>
								<matrix display-style="auto" expand-nested-arrays="false"/>
								<unit format-units="false" simplify-units="false" fractional-unit-exponent="false"/>
							</resultFormat>
						</math>
						<rendering item-idref="47"/>
					</region>
					<inlineAttr font-weight="normal" font-style="normal" underline="false" line-through="false">
						<f family="Arial" charset="0" size="18">
							<sp/>
						</f>
					</inlineAttr>
					<inlineAttr font-weight="normal" font-style="normal" underline="false" line-through="false">
						<f family="Arial" charset="0" size="18">; </f>
					</inlineAttr>
					<region region-id="4328" left="312" top="3216" width="161.25" height="21.75" align-x="390.75" align-y="3231.75" show-border="false" show-highlight="false" is-protected="true" z-order="0" background-color="inherit" tag="">
						<math optimize="false" disable-calc="false">
							<ml:eval placeholderMultiplicationStyle="default" xmlns:ml="http://schemas.mathsoft.com/math30">
								<ml:id xml:space="preserve">som2TM</ml:id>
								<result xmlns="http://schemas.mathsoft.com/math30">
									<ml:real>629836</ml:real>
								</result>
							</ml:eval>
							<resultFormat numeric-only="true">
								<decimal precision="6" show-trailing-zeros="false" radix="dec" complex-threshold="10" zero-threshold="15" imaginary-value="i"/>
								<matrix display-style="auto" expand-nested-arrays="false"/>
								<unit format-units="false" simplify-units="false" fractional-unit-exponent="false"/>
							</resultFormat>
						</math>
						<rendering item-idref="48"/>
					</region>
				</p>
				<p style="Normal" margin-left="inherit" margin-right="inherit" text-indent="inherit" text-align="inherit" list-style-type="inherit" tabs="inherit">
					<b>
						<i>Exercise: </i>
					</b>ladies in lecture calculate<sp count="2"/>
					<region region-id="4330" left="312" top="3234" width="23.25" height="25.5" align-x="322.5" align-y="3249.75" show-border="false" show-highlight="false" is-protected="true" z-order="0" background-color="inherit" tag="">
						<math optimize="false" disable-calc="false">
							<ml:id xml:space="preserve" subscript="fe" xmlns:ml="http://schemas.mathsoft.com/math30">μ</ml:id>
						</math>
						<rendering item-idref="49"/>
					</region>
					<sub>
						<sp/>
					</sub>
					<inlineAttr font-weight="normal" font-style="normal" underline="false" line-through="false">
						<f family="Arial" charset="0" size="18">, </f>
					</inlineAttr>
					<region region-id="4329" left="348" top="3234" width="23.25" height="25.5" align-x="358.5" align-y="3249.75" show-border="false" show-highlight="false" is-protected="true" z-order="0" background-color="inherit" tag="">
						<math optimize="false" disable-calc="false">
							<ml:id xml:space="preserve" subscript="fe" xmlns:ml="http://schemas.mathsoft.com/math30">σ</ml:id>
						</math>
						<rendering item-idref="50"/>
					</region>
					<inlineAttr font-weight="normal" font-style="normal" underline="false" line-through="false">
						<f family="Arial" charset="0" size="18"> ; </f>
					</inlineAttr>
				</p>
				<p style="Normal" margin-left="inherit" margin-right="inherit" text-indent="inherit" text-align="inherit" list-style-type="inherit" tabs="inherit">
					<f family="Arial" charset="0" size="18">
						<inlineAttr font-weight="normal" font-style="normal" underline="false" line-through="false">gentlemen<sp count="2"/>
						</inlineAttr>
					</f>
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						<math optimize="false" disable-calc="false">
							<ml:id xml:space="preserve" subscript="me" xmlns:ml="http://schemas.mathsoft.com/math30">μ</ml:id>
						</math>
						<rendering item-idref="51"/>
					</region>
					<sub>
						<sp/>
					</sub>, <region region-id="4341" left="156" top="3270" width="30" height="25.5" align-x="170.25" align-y="3285.75" show-border="false" show-highlight="false" is-protected="true" z-order="0" background-color="inherit" tag="">
						<math optimize="false" disable-calc="false">
							<ml:id xml:space="preserve" subscript="me" xmlns:ml="http://schemas.mathsoft.com/math30">σ</ml:id>
						</math>
						<rendering item-idref="52"/>
					</region>
					<sp/>
					<inlineAttr font-weight="normal" font-style="normal" underline="false" line-through="false">
						<f family="Arial" charset="0" size="18">
							<sp count="7"/>
						</f>
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					<inlineAttr underline="false" line-through="false">
						<i>
							<b>
								<f family="Arial" charset="0" size="14">
									<c val="#f00">(done with calculator<sp count="2"/>here and now in class; give them a few minutes then show solution below)</c>
								</f>
							</b>
						</i>
					</inlineAttr>
				</p>
			</text>
		</region>
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			<text use-page-width="false" push-down="false" lock-width="true">
				<p style="Normal" margin-left="inherit" margin-right="inherit" text-indent="inherit" text-align="inherit" list-style-type="inherit" tabs="inherit">
					<region region-id="4342" left="36" top="3336" width="23.25" height="25.5" align-x="46.5" align-y="3351.75" show-border="false" show-highlight="false" is-protected="true" z-order="0" background-color="inherit" tag="">
						<math optimize="false" disable-calc="false">
							<ml:id xml:space="preserve" subscript="fe" xmlns:ml="http://schemas.mathsoft.com/math30">μ</ml:id>
						</math>
						<rendering item-idref="53"/>
					</region>
					<sp count="2"/>
					<sub>
						<sp/>
					</sub>= <region region-id="3588" left="90" top="3324" width="158.25" height="51" align-x="160.5" align-y="3351.75" show-border="false" show-highlight="false" is-protected="true" z-order="0" background-color="inherit" tag="">
						<math optimize="false" disable-calc="false">
							<ml:eval placeholderMultiplicationStyle="default" xmlns:ml="http://schemas.mathsoft.com/math30">
								<ml:apply>
									<ml:div/>
									<ml:id xml:space="preserve">somTF</ml:id>
									<ml:id xml:space="preserve" subscript="f">n</ml:id>
								</ml:apply>
								<result xmlns="http://schemas.mathsoft.com/math30">
									<ml:real>164.78260869565219</ml:real>
								</result>
							</ml:eval>
						</math>
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						<inlineAttr font-weight="normal" font-style="normal" underline="false" line-through="false">
							<sp count="14"/>
						</inlineAttr>
					</f>
					<f family="Arial" charset="0" size="18">
						<inlineAttr font-weight="normal" font-style="normal" underline="false" line-through="false">and </inlineAttr>
					</f>
					<sp/>
				</p>
				<p style="Normal" margin-left="inherit" margin-right="inherit" text-indent="inherit" text-align="inherit" list-style-type="inherit" tabs="inherit">
					<region region-id="4088" left="36" top="3402" width="25.5" height="24.75" align-x="48" align-y="3417.75" show-border="false" show-highlight="false" is-protected="true" z-order="0" background-color="inherit" tag="">
						<math optimize="false" disable-calc="false">
							<ml:apply xmlns:ml="http://schemas.mathsoft.com/math30">
								<ml:indexer/>
								<ml:id xml:space="preserve">σ</ml:id>
								<ml:id xml:space="preserve">fe</ml:id>
							</ml:apply>
						</math>
						<rendering item-idref="55"/>
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					<f family="Arial" charset="0" size="18">
						<inlineAttr font-weight="normal" font-style="normal" underline="false" line-through="false">
							<sp/>
						</inlineAttr>
					</f>
					<c val="#000">= </c>
					<c val="#000">
						<sp count="4"/>
					</c>
					<region region-id="3614" left="102" top="3350.25" width="303.75" height="90.75" align-x="337.5" align-y="3417.75" show-border="false" show-highlight="false" is-protected="true" z-order="0" background-color="inherit" tag="">
						<math optimize="false" disable-calc="false">
							<ml:eval placeholderMultiplicationStyle="default" xmlns:ml="http://schemas.mathsoft.com/math30">
								<ml:apply>
									<ml:sqrt/>
									<ml:apply>
										<ml:minus/>
										<ml:apply>
											<ml:div/>
											<ml:id xml:space="preserve">som2TF</ml:id>
											<ml:parens>
												<ml:apply>
													<ml:minus/>
													<ml:id xml:space="preserve" subscript="f">n</ml:id>
													<ml:real>1</ml:real>
												</ml:apply>
											</ml:parens>
										</ml:apply>
										<ml:apply>
											<ml:div/>
											<ml:apply>
												<ml:mult/>
												<ml:id xml:space="preserve" subscript="f">n</ml:id>
												<ml:apply>
													<ml:pow/>
													<ml:parens>
														<ml:apply>
															<ml:div/>
															<ml:id xml:space="preserve">somTF</ml:id>
															<ml:id xml:space="preserve" subscript="f">n</ml:id>
														</ml:apply>
													</ml:parens>
													<ml:real>2</ml:real>
												</ml:apply>
											</ml:apply>
											<ml:parens>
												<ml:apply>
													<ml:minus/>
													<ml:id xml:space="preserve" subscript="f">n</ml:id>
													<ml:real>1</ml:real>
												</ml:apply>
											</ml:parens>
										</ml:apply>
									</ml:apply>
								</ml:apply>
								<result xmlns="http://schemas.mathsoft.com/math30">
									<ml:real>6.57790047838613</ml:real>
								</result>
							</ml:eval>
						</math>
						<rendering item-idref="56"/>
					</region>
					<c val="#000">
						<sp count="10"/>
					</c>
				</p>
				<p style="Normal" margin-left="inherit" margin-right="inherit" text-indent="inherit" text-align="inherit" list-style-type="inherit" tabs="inherit">
					<c val="#000">( </c>
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						<math optimize="false" disable-calc="false">
							<ml:eval placeholderMultiplicationStyle="default" xmlns:ml="http://schemas.mathsoft.com/math30">
								<ml:id xml:space="preserve" subscript="fe">σ</ml:id>
								<result xmlns="http://schemas.mathsoft.com/math30">
									<ml:real>6.5779004783865327</ml:real>
								</result>
							</ml:eval>
						</math>
						<rendering item-idref="57"/>
					</region>
					<c val="#000">
						<b>
							<f size="12">vérif</f>
						</b>
					</c>
					<c val="#000"> )<sp count="3"/>
					</c>
					<sp/>
					<f size="12">
						<b>
							<sp/>
						</b>
					</f>
					<b>
						<i>
							<f size="12">(note possible simplif. above)</f>
						</i>
					</b>
					<sp count="2"/>
				</p>
			</text>
		</region>
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			<text use-page-width="false" push-down="false" lock-width="true">
				<p style="Normal" margin-left="inherit" margin-right="inherit" text-indent="inherit" text-align="inherit" list-style-type="inherit" tabs="inherit">
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						<math optimize="false" disable-calc="false">
							<ml:id xml:space="preserve" subscript="me" xmlns:ml="http://schemas.mathsoft.com/math30">μ</ml:id>
						</math>
						<rendering item-idref="58"/>
					</region>
					<sp count="2"/>
					<sub>
						<sp/>
					</sub>= <region region-id="4344" left="84" top="3558" width="141.75" height="51" align-x="157.5" align-y="3585.75" show-border="false" show-highlight="false" is-protected="true" z-order="0" background-color="inherit" tag="">
						<math optimize="false" disable-calc="false">
							<ml:eval placeholderMultiplicationStyle="default" xmlns:ml="http://schemas.mathsoft.com/math30">
								<ml:apply>
									<ml:div/>
									<ml:id xml:space="preserve">somTM</ml:id>
									<ml:id xml:space="preserve" subscript="m">n</ml:id>
								</ml:apply>
								<result xmlns="http://schemas.mathsoft.com/math30">
									<ml:real>177.3</ml:real>
								</result>
							</ml:eval>
						</math>
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					</region>
					<f family="Arial" charset="0" size="18">
						<inlineAttr font-weight="normal" font-style="normal" underline="false" line-through="false">
							<sp count="4"/>and </inlineAttr>
					</f>
					<sp/>
				</p>
				<p style="Normal" margin-left="inherit" margin-right="inherit" text-indent="inherit" text-align="inherit" list-style-type="inherit" tabs="inherit">
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						<math optimize="false" disable-calc="false">
							<ml:apply xmlns:ml="http://schemas.mathsoft.com/math30">
								<ml:indexer/>
								<ml:id xml:space="preserve">σ</ml:id>
								<ml:id xml:space="preserve">me</ml:id>
							</ml:apply>
						</math>
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						<inlineAttr font-weight="normal" font-style="normal" underline="false" line-through="false">
							<sp/>
						</inlineAttr>
					</f>
					<c val="#000">= </c>
					<c val="#000">
						<sp count="4"/>
					</c>
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						<math optimize="false" disable-calc="false">
							<ml:eval placeholderMultiplicationStyle="default" xmlns:ml="http://schemas.mathsoft.com/math30">
								<ml:apply>
									<ml:sqrt/>
									<ml:apply>
										<ml:minus/>
										<ml:apply>
											<ml:div/>
											<ml:id xml:space="preserve">som2TM</ml:id>
											<ml:parens>
												<ml:apply>
													<ml:minus/>
													<ml:id xml:space="preserve" subscript="m">n</ml:id>
													<ml:real>1</ml:real>
												</ml:apply>
											</ml:parens>
										</ml:apply>
										<ml:apply>
											<ml:div/>
											<ml:apply>
												<ml:mult/>
												<ml:id xml:space="preserve" subscript="m">n</ml:id>
												<ml:apply>
													<ml:pow/>
													<ml:parens>
														<ml:apply>
															<ml:div/>
															<ml:id xml:space="preserve">somTM</ml:id>
															<ml:id xml:space="preserve" subscript="m">n</ml:id>
														</ml:apply>
													</ml:parens>
													<ml:real>2</ml:real>
												</ml:apply>
											</ml:apply>
											<ml:parens>
												<ml:apply>
													<ml:minus/>
													<ml:id xml:space="preserve" subscript="m">n</ml:id>
													<ml:real>1</ml:real>
												</ml:apply>
											</ml:parens>
										</ml:apply>
									</ml:apply>
								</ml:apply>
								<result xmlns="http://schemas.mathsoft.com/math30">
									<ml:real>7.7126007627982416</ml:real>
								</result>
							</ml:eval>
						</math>
						<rendering item-idref="61"/>
					</region>
					<c val="#000">
						<sp count="10"/>
					</c>
				</p>
				<p style="Normal" margin-left="inherit" margin-right="inherit" text-indent="inherit" text-align="inherit" list-style-type="inherit" tabs="inherit">
					<c val="#000">( </c>
					<region region-id="4347" left="36" top="3726" width="108" height="25.5" align-x="75.75" align-y="3741.75" show-border="false" show-highlight="false" is-protected="true" z-order="0" background-color="inherit" tag="">
						<math optimize="false" disable-calc="false">
							<ml:eval placeholderMultiplicationStyle="default" xmlns:ml="http://schemas.mathsoft.com/math30">
								<ml:id xml:space="preserve" subscript="me">σ</ml:id>
								<result xmlns="http://schemas.mathsoft.com/math30">
									<ml:real>7.7126007627980684</ml:real>
								</result>
							</ml:eval>
						</math>
						<rendering item-idref="62"/>
					</region>
					<c val="#000">
						<b>
							<f size="12">vérif</f>
						</b>
					</c>
					<c val="#000"> )<sp count="3"/>
					</c>
					<sp/>
					<f size="12">
						<b>
							<sp/>
						</b>
					</f>
					<sp/>
				</p>
			</text>
		</region>
		<region region-id="4664" left="570" top="3659.25" width="114" height="105" align-x="579" align-y="3675.75" show-border="false" show-highlight="false" is-protected="true" z-order="0" background-color="inherit" tag="">
			<text use-page-width="false" push-down="false" lock-width="true">
				<p style="Normal" margin-left="inherit" margin-right="inherit" text-indent="inherit" text-align="inherit" list-style-type="inherit" tabs="inherit">
					<i>
						<c val="#008000">26 Feb :</c>
					</i>
					<i>
						<c val="#f00">
							<sp/>
						</c>
					</i>
				</p>
				<p style="Normal" margin-left="inherit" margin-right="inherit" text-indent="inherit" text-align="inherit" list-style-type="inherit" tabs="inherit">
					<i>
						<c val="#f00">date written at end of class to remember how far I got! </c>
					</i>
				</p>
			</text>
		</region>
		<region region-id="4402" left="24" top="3774" width="502.5" height="281.25" align-x="24" align-y="3789.75" show-border="false" show-highlight="false" is-protected="true" z-order="0" background-color="inherit" tag="">
			<text use-page-width="false" push-down="true" lock-width="true">
				<p style="Normal" margin-left="0" margin-right="0" text-indent="0" text-align="left" list-style-type="none" tabs="inherit">
					<f family="Arial" charset="0">
						<u>
							<inlineAttr font-style="normal" line-through="false">
								<c val="#800000">Exercise 1:</c>
							</inlineAttr>
						</u>
					</f>
					<f family="Arial" charset="0">
						<inlineAttr font-style="normal" underline="false" line-through="false">
							<c val="#800000">
								<sp/>
							</c>
						</inlineAttr>
					</f>
					<f family="Arial" charset="0">
						<inlineAttr underline="false" line-through="false">
							<c val="#800000"> We have three sampled values</c>
						</inlineAttr>
					</f>
					<c val="#800000"> X</c>
					<f family="Arial" charset="0" size="18">
						<c val="#800000">
							<inlineAttr font-weight="normal" font-style="normal" underline="false" line-through="false">
								<sub>1</sub>
							</inlineAttr>
						</c>
					</f>
					<c val="#800000">=0, </c>
					<c val="#800000"> X</c>
					<c val="#800000">
						<sub>2</sub>
					</c>
					<c val="#800000">=0, </c>
					<c val="#800000"> X</c>
					<c val="#800000">
						<sub>3</sub>
					</c>
					<c val="#800000">=1,of a binary rv<sp count="2"/>(e.g. flipped coin). Use<sp count="2"/>eq. (1) and<sp count="2"/>(4) to </c>
				</p>
				<p style="Normal" margin-left="0" margin-right="0" text-indent="0" text-align="left" list-style-type="none" tabs="inherit">
					<c val="#800000">calculate estimated values<sp count="3"/>
					</c>
					<f family="Symbol" charset="2">
						<c val="#800000">m</c>
					</f>
					<c val="#800000">
						<sub>e</sub>
					</c>
					<c val="#800000"> of </c>
					<c val="#800000">
						<f family="Symbol" charset="2">m</f>
					</c>
					<c val="#800000">
						<sp count="2"/>and </c>
					<f family="Symbol" charset="2">
						<c val="#800000">s</c>
					</f>
					<c val="#800000">
						<sub>e</sub>
					</c>
					<c val="#800000"> of </c>
					<f family="Symbol" charset="2">
						<c val="#800000">s. </c>
					</f>
				</p>
				<p style="Normal" margin-left="0" margin-right="0" text-indent="0" text-align="left" list-style-type="none" tabs="inherit">
					<f family="Symbol" charset="2">
						<c val="#800000">m</c>
					</f>
					<sub>
						<c val="#800000">e</c>
					</sub>
					<c val="#800000"> =<sp count="10"/>
					</c>
				</p>
				<p style="Normal" margin-left="0" margin-right="0" text-indent="0" text-align="left" list-style-type="none" tabs="inherit"/>
				<p style="Normal" margin-left="0" margin-right="0" text-indent="0" text-align="left" list-style-type="none" tabs="inherit">
					<c val="#800000">
						<sp count="2"/>
					</c>
				</p>
				<p style="Normal" margin-left="0" margin-right="0" text-indent="0" text-align="left" list-style-type="none" tabs="inherit"/>
				<p style="Normal" margin-left="0" margin-right="0" text-indent="0" text-align="left" list-style-type="none" tabs="inherit"/>
				<p style="Normal" margin-left="0" margin-right="0" text-indent="0" text-align="left" list-style-type="none" tabs="inherit"/>
				<p style="Normal" margin-left="0" margin-right="0" text-indent="0" text-align="left" list-style-type="none" tabs="inherit"/>
				<p style="Normal" margin-left="0" margin-right="0" text-indent="0" text-align="left" list-style-type="none" tabs="inherit"/>
				<p style="Normal" margin-left="0" margin-right="0" text-indent="0" text-align="left" list-style-type="none" tabs="inherit"/>
			</text>
		</region>
		<region region-id="4669" left="582" top="3797.25" width="164.25" height="63" align-x="612.75" align-y="3813.75" show-border="false" show-highlight="false" is-protected="true" z-order="0" background-color="inherit" tag="">
			<text use-page-width="false" push-down="false" lock-width="true">
				<p style="Normal" margin-left="inherit" margin-right="inherit" text-indent="inherit" text-align="inherit" list-style-type="inherit" tabs="inherit">
					<i>
						<c val="#f00">solution on right </c>
					</i>
				</p>
				<p style="Normal" margin-left="inherit" margin-right="inherit" text-indent="inherit" text-align="inherit" list-style-type="inherit" tabs="inherit">
					<i>
						<c val="#f00">shown after students</c>
					</i>
				</p>
				<p style="Normal" margin-left="inherit" margin-right="inherit" text-indent="inherit" text-align="inherit" list-style-type="inherit" tabs="inherit">
					<i>
						<c val="#f00">did work: </c>
					</i>
				</p>
			</text>
		</region>
		<region region-id="4404" left="666" top="3870" width="198.75" height="47.25" align-x="696.75" align-y="3897.75" show-border="false" show-highlight="false" is-protected="true" z-order="0" background-color="inherit" tag="">
			<math optimize="false" disable-calc="false">
				<ml:define xmlns:ml="http://schemas.mathsoft.com/math30">
					<ml:id xml:space="preserve" subscript="e">μ</ml:id>
					<ml:eval placeholderMultiplicationStyle="default">
						<ml:apply>
							<ml:div/>
							<ml:apply>
								<ml:plus/>
								<ml:apply>
									<ml:plus/>
									<ml:real>0</ml:real>
									<ml:real>0</ml:real>
								</ml:apply>
								<ml:real>1</ml:real>
							</ml:apply>
							<ml:real>3</ml:real>
						</ml:apply>
						<result xmlns="http://schemas.mathsoft.com/math30">
							<ml:real>0.33333333333333331</ml:real>
						</result>
					</ml:eval>
				</ml:define>
			</math>
			<rendering item-idref="63"/>
		</region>
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			<math optimize="false" disable-calc="false">
				<ml:eval placeholderMultiplicationStyle="default" xmlns:ml="http://schemas.mathsoft.com/math30">
					<ml:apply>
						<ml:sqrt/>
						<ml:apply>
							<ml:minus/>
							<ml:apply>
								<ml:div/>
								<ml:real>1</ml:real>
								<ml:apply>
									<ml:minus/>
									<ml:real>3</ml:real>
									<ml:real>1</ml:real>
								</ml:apply>
							</ml:apply>
							<ml:apply>
								<ml:mult/>
								<ml:apply>
									<ml:div/>
									<ml:real>3</ml:real>
									<ml:apply>
										<ml:minus/>
										<ml:real>3</ml:real>
										<ml:real>1</ml:real>
									</ml:apply>
								</ml:apply>
								<ml:apply>
									<ml:pow/>
									<ml:parens>
										<ml:apply>
											<ml:div/>
											<ml:real>1</ml:real>
											<ml:real>3</ml:real>
										</ml:apply>
									</ml:parens>
									<ml:real>2</ml:real>
								</ml:apply>
							</ml:apply>
						</ml:apply>
					</ml:apply>
					<result xmlns="http://schemas.mathsoft.com/math30">
						<ml:real>0.57735026918962584</ml:real>
					</result>
				</ml:eval>
			</math>
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