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                           <rdf:li><rdf:Description xmpDM:name="Two Factor Full Factorial Design with Replications Raj Jain Washington University in Saint Louis Saint Louis, MO 63130 Jain@cse.wustl.edu" xmpDM:startTime="0" xmpDM:duration="1000"/></rdf:li><rdf:li><rdf:Description xmpDM:name="These slides are available on-line at: http://www.cse.wustl.edu/~jain/cse567-17/" xmpDM:startTime="0" xmpDM:duration="1000"/></rdf:li><rdf:li><rdf:Description xmpDM:name="" xmpDM:startTime="0" xmpDM:duration="1000"/></rdf:li><rdf:li><rdf:Description xmpDM:name="Overview Model Computation of Effects Estimating Experimental Errors Allocation of Variation ANOVA Table and F-Test Confidence Intervals For Effects" xmpDM:startTime="6567" xmpDM:duration="1000"/></rdf:li><rdf:li><rdf:Description xmpDM:name="Model Replications allow separating out the interactions from experimental errors." xmpDM:startTime="17733" xmpDM:duration="1000"/></rdf:li><rdf:li><rdf:Description xmpDM:name="Model: With r replications 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xmpDM:startTime="604833" xmpDM:duration="1000"/></rdf:li><rdf:li><rdf:Description xmpDM:name="Log Transformation TP_tmp" xmpDM:startTime="604833" xmpDM:duration="1000"/></rdf:li><rdf:li><rdf:Description xmpDM:name="Example 22.1:" xmpDM:startTime="605467" xmpDM:duration="1000"/></rdf:li><rdf:li><rdf:Description xmpDM:name="Computation of Effects An average workload on an average processor requires a code size of 103.94" xmpDM:startTime="605467" xmpDM:duration="1000"/></rdf:li><rdf:li><rdf:Description xmpDM:name="(8710 instructions)." xmpDM:startTime="605467" xmpDM:duration="1000"/></rdf:li><rdf:li><rdf:Description xmpDM:name="Processor W requires 100.23" xmpDM:startTime="605467" xmpDM:duration="1000"/></rdf:li><rdf:li><rdf:Description xmpDM:name="(=1.69)" xmpDM:startTime="605467" xmpDM:duration="1000"/></rdf:li><rdf:li><rdf:Description xmpDM:name="less code than avg processor." xmpDM:startTime="605467" xmpDM:duration="1000"/></rdf:li><rdf:li><rdf:Description xmpDM:name="Processor X requires 100.02" xmpDM:startTime="605467" xmpDM:duration="1000"/></rdf:li><rdf:li><rdf:Description xmpDM:name="(=1.05)" xmpDM:startTime="605467" xmpDM:duration="1000"/></rdf:li><rdf:li><rdf:Description xmpDM:name="less than an average processor and so on." xmpDM:startTime="605467" xmpDM:duration="1000"/></rdf:li><rdf:li><rdf:Description xmpDM:name="The ratio of code sizes of an average workload on processor W and X is 100.21" xmpDM:startTime="605467" xmpDM:duration="1000"/></rdf:li><rdf:li><rdf:Description xmpDM:name="(= 1.62)." xmpDM:startTime="605467" xmpDM:duration="1000"/></rdf:li><rdf:li><rdf:Description xmpDM:name="TP_tmp" xmpDM:startTime="605467" xmpDM:duration="1000"/></rdf:li><rdf:li><rdf:Description xmpDM:name="Example 22.1:" xmpDM:startTime="607867" xmpDM:duration="1000"/></rdf:li><rdf:li><rdf:Description xmpDM:name="Interactions Check: The row as well column sums of interactions are zero." xmpDM:startTime="607867" xmpDM:duration="1000"/></rdf:li><rdf:li><rdf:Description xmpDM:name="Interpretation: Workload I on processor W requires 0.02" xmpDM:startTime="607867" xmpDM:duration="1000"/></rdf:li><rdf:li><rdf:Description xmpDM:name="less log code size than an average workload on processor W or equivalently 0.02" xmpDM:startTime="607867" xmpDM:duration="1000"/></rdf:li><rdf:li><rdf:Description xmpDM:name="less log code size than I on an average processor." xmpDM:startTime="607867" xmpDM:duration="1000"/></rdf:li><rdf:li><rdf:Description xmpDM:name="TP_tmp" xmpDM:startTime="607867" xmpDM:duration="1000"/></rdf:li><rdf:li><rdf:Description xmpDM:name="Computation of Errors Estimated Response: Error in the kth replication: Example 22.2:" xmpDM:startTime="616000" xmpDM:duration="1000"/></rdf:li><rdf:li><rdf:Description xmpDM:name="Cell mean for (1,1) = 3.8427" xmpDM:startTime="616000" xmpDM:duration="1000"/></rdf:li><rdf:li><rdf:Description xmpDM:name="Errors in the observations in this cell are: 3.8455-3.8427" xmpDM:startTime="616000" xmpDM:duration="1000"/></rdf:li><rdf:li><rdf:Description xmpDM:name="= 0.0028" xmpDM:startTime="616000" xmpDM:duration="1000"/></rdf:li><rdf:li><rdf:Description xmpDM:name="3.8191-3.8427" xmpDM:startTime="616000" xmpDM:duration="1000"/></rdf:li><rdf:li><rdf:Description xmpDM:name="= -0.0236," xmpDM:startTime="616000" xmpDM:duration="1000"/></rdf:li><rdf:li><rdf:Description xmpDM:name="and 3.8634-3.8427" xmpDM:startTime="616000" xmpDM:duration="1000"/></rdf:li><rdf:li><rdf:Description xmpDM:name="= 0.0208" xmpDM:startTime="616000" xmpDM:duration="1000"/></rdf:li><rdf:li><rdf:Description xmpDM:name="Check: Sum of the three errors is zero." xmpDM:startTime="616000" xmpDM:duration="1000"/></rdf:li><rdf:li><rdf:Description xmpDM:name="TP_tmp TP_tmp" xmpDM:startTime="616000" xmpDM:duration="1000"/></rdf:li><rdf:li><rdf:Description xmpDM:name="Example 22.1:" xmpDM:startTime="618167" xmpDM:duration="1000"/></rdf:li><rdf:li><rdf:Description xmpDM:name="Interactions Check: The row as well column sums of interactions are zero." xmpDM:startTime="618167" xmpDM:duration="1000"/></rdf:li><rdf:li><rdf:Description xmpDM:name="Interpretation: Workload I on processor W requires 0.02" xmpDM:startTime="618167" xmpDM:duration="1000"/></rdf:li><rdf:li><rdf:Description xmpDM:name="less log code size than an average workload on processor W or equivalently 0.02" xmpDM:startTime="618167" xmpDM:duration="1000"/></rdf:li><rdf:li><rdf:Description xmpDM:name="less log code size than I on an average processor." xmpDM:startTime="618167" xmpDM:duration="1000"/></rdf:li><rdf:li><rdf:Description xmpDM:name="TP_tmp" xmpDM:startTime="618167" xmpDM:duration="1000"/></rdf:li><rdf:li><rdf:Description xmpDM:name="Example 22.1:" xmpDM:startTime="636567" xmpDM:duration="1000"/></rdf:li><rdf:li><rdf:Description xmpDM:name="Computation of Effects An average workload on an average processor requires a code size of 103.94" xmpDM:startTime="636567" xmpDM:duration="1000"/></rdf:li><rdf:li><rdf:Description xmpDM:name="(8710 instructions)." xmpDM:startTime="636567" xmpDM:duration="1000"/></rdf:li><rdf:li><rdf:Description xmpDM:name="Processor W requires 100.23" xmpDM:startTime="636567" xmpDM:duration="1000"/></rdf:li><rdf:li><rdf:Description xmpDM:name="(=1.69)" xmpDM:startTime="636567" xmpDM:duration="1000"/></rdf:li><rdf:li><rdf:Description xmpDM:name="less code than avg processor." xmpDM:startTime="636567" xmpDM:duration="1000"/></rdf:li><rdf:li><rdf:Description xmpDM:name="Processor X requires 100.02" xmpDM:startTime="636567" xmpDM:duration="1000"/></rdf:li><rdf:li><rdf:Description xmpDM:name="(=1.05)" xmpDM:startTime="636567" xmpDM:duration="1000"/></rdf:li><rdf:li><rdf:Description xmpDM:name="less than an average processor and so on." xmpDM:startTime="636567" xmpDM:duration="1000"/></rdf:li><rdf:li><rdf:Description xmpDM:name="The ratio of code sizes of an average workload on processor W and X is 100.21" xmpDM:startTime="636567" xmpDM:duration="1000"/></rdf:li><rdf:li><rdf:Description xmpDM:name="(= 1.62)." xmpDM:startTime="636567" xmpDM:duration="1000"/></rdf:li><rdf:li><rdf:Description xmpDM:name="TP_tmp" xmpDM:startTime="636567" xmpDM:duration="1000"/></rdf:li><rdf:li><rdf:Description xmpDM:name="Example 22.1:" xmpDM:startTime="636800" xmpDM:duration="1000"/></rdf:li><rdf:li><rdf:Description xmpDM:name="Log Transformation TP_tmp" xmpDM:startTime="636800" xmpDM:duration="1000"/></rdf:li><rdf:li><rdf:Description xmpDM:name="Example 22.1:" xmpDM:startTime="637033" xmpDM:duration="1000"/></rdf:li><rdf:li><rdf:Description xmpDM:name="Code Size TP_tmp" xmpDM:startTime="637033" xmpDM:duration="1000"/></rdf:li><rdf:li><rdf:Description xmpDM:name="Computation of Effects Averaging the observations in each cell: Similarly,  Use cell means to compute row and column effects." xmpDM:startTime="637267" xmpDM:duration="1000"/></rdf:li><rdf:li><rdf:Description xmpDM:name="TP_tmp TP_tmp TP_tmp TP_tmp TP_tmp TP_tmp" xmpDM:startTime="637267" xmpDM:duration="1000"/></rdf:li><rdf:li><rdf:Description xmpDM:name="Model (Cont) The effects are computed so that their sum is zero: The interactions are computed so that their row" xmpDM:startTime="637500" xmpDM:duration="1000"/></rdf:li><rdf:li><rdf:Description xmpDM:name="as well as column sums are zero: The errors in each experiment add up to zero: TP_tmp TP_tmp TP_tmp TP_tmp" xmpDM:startTime="637500" xmpDM:duration="1000"/></rdf:li><rdf:li><rdf:Description xmpDM:name="" xmpDM:startTime="637500" xmpDM:duration="1000"/></rdf:li><rdf:li><rdf:Description xmpDM:name="Model Replications allow separating out the interactions from experimental errors." xmpDM:startTime="638400" xmpDM:duration="1000"/></rdf:li><rdf:li><rdf:Description xmpDM:name="Model: With r replications Here, TP_tmp TP_tmp" xmpDM:startTime="638400" xmpDM:duration="1000"/></rdf:li><rdf:li><rdf:Description xmpDM:name="Model (Cont) The effects are computed so that their sum is zero: The interactions are computed so that their row" xmpDM:startTime="669633" xmpDM:duration="1000"/></rdf:li><rdf:li><rdf:Description xmpDM:name="as well as column sums are zero: The errors in each experiment add up to zero: TP_tmp TP_tmp TP_tmp TP_tmp" xmpDM:startTime="669633" xmpDM:duration="1000"/></rdf:li><rdf:li><rdf:Description xmpDM:name="" xmpDM:startTime="669633" xmpDM:duration="1000"/></rdf:li><rdf:li><rdf:Description xmpDM:name="Computation of Effects Averaging the observations in each cell: Similarly,  Use cell means to compute row and column effects." xmpDM:startTime="670033" xmpDM:duration="1000"/></rdf:li><rdf:li><rdf:Description xmpDM:name="TP_tmp TP_tmp TP_tmp TP_tmp TP_tmp TP_tmp" xmpDM:startTime="670033" xmpDM:duration="1000"/></rdf:li><rdf:li><rdf:Description xmpDM:name="Example 22.1:" xmpDM:startTime="670567" xmpDM:duration="1000"/></rdf:li><rdf:li><rdf:Description xmpDM:name="Code Size TP_tmp" xmpDM:startTime="670567" xmpDM:duration="1000"/></rdf:li><rdf:li><rdf:Description xmpDM:name="Example 22.1:" xmpDM:startTime="671467" xmpDM:duration="1000"/></rdf:li><rdf:li><rdf:Description xmpDM:name="Log Transformation TP_tmp" xmpDM:startTime="671467" xmpDM:duration="1000"/></rdf:li><rdf:li><rdf:Description xmpDM:name="Example 22.1:" xmpDM:startTime="675367" xmpDM:duration="1000"/></rdf:li><rdf:li><rdf:Description xmpDM:name="Computation of Effects An average workload on an average processor requires a code size of 103.94" xmpDM:startTime="675367" xmpDM:duration="1000"/></rdf:li><rdf:li><rdf:Description xmpDM:name="(8710 instructions)." xmpDM:startTime="675367" xmpDM:duration="1000"/></rdf:li><rdf:li><rdf:Description xmpDM:name="Processor W requires 100.23" xmpDM:startTime="675367" xmpDM:duration="1000"/></rdf:li><rdf:li><rdf:Description xmpDM:name="(=1.69)" xmpDM:startTime="675367" xmpDM:duration="1000"/></rdf:li><rdf:li><rdf:Description xmpDM:name="less code than avg processor." xmpDM:startTime="675367" xmpDM:duration="1000"/></rdf:li><rdf:li><rdf:Description xmpDM:name="Processor X requires 100.02" xmpDM:startTime="675367" xmpDM:duration="1000"/></rdf:li><rdf:li><rdf:Description xmpDM:name="(=1.05)" xmpDM:startTime="675367" xmpDM:duration="1000"/></rdf:li><rdf:li><rdf:Description xmpDM:name="less than an average processor and so on." xmpDM:startTime="675367" xmpDM:duration="1000"/></rdf:li><rdf:li><rdf:Description xmpDM:name="The ratio of code sizes of an average workload on processor W and X is 100.21" xmpDM:startTime="675367" xmpDM:duration="1000"/></rdf:li><rdf:li><rdf:Description xmpDM:name="(= 1.62)." xmpDM:startTime="675367" xmpDM:duration="1000"/></rdf:li><rdf:li><rdf:Description xmpDM:name="TP_tmp" xmpDM:startTime="675367" xmpDM:duration="1000"/></rdf:li><rdf:li><rdf:Description xmpDM:name="Example 22.1:" xmpDM:startTime="680167" xmpDM:duration="1000"/></rdf:li><rdf:li><rdf:Description xmpDM:name="Log Transformation TP_tmp" xmpDM:startTime="680167" xmpDM:duration="1000"/></rdf:li><rdf:li><rdf:Description xmpDM:name="Example 22.1:" xmpDM:startTime="687300" xmpDM:duration="1000"/></rdf:li><rdf:li><rdf:Description xmpDM:name="Computation of Effects An average workload on an average processor requires a code size of 103.94" xmpDM:startTime="687300" xmpDM:duration="1000"/></rdf:li><rdf:li><rdf:Description xmpDM:name="(8710 instructions)." xmpDM:startTime="687300" xmpDM:duration="1000"/></rdf:li><rdf:li><rdf:Description xmpDM:name="Processor W requires 100.23" xmpDM:startTime="687300" xmpDM:duration="1000"/></rdf:li><rdf:li><rdf:Description xmpDM:name="(=1.69)" xmpDM:startTime="687300" xmpDM:duration="1000"/></rdf:li><rdf:li><rdf:Description xmpDM:name="less code than avg processor." xmpDM:startTime="687300" xmpDM:duration="1000"/></rdf:li><rdf:li><rdf:Description xmpDM:name="Processor X requires 100.02" xmpDM:startTime="687300" xmpDM:duration="1000"/></rdf:li><rdf:li><rdf:Description xmpDM:name="(=1.05)" xmpDM:startTime="687300" xmpDM:duration="1000"/></rdf:li><rdf:li><rdf:Description xmpDM:name="less than an average processor and so on." xmpDM:startTime="687300" xmpDM:duration="1000"/></rdf:li><rdf:li><rdf:Description xmpDM:name="The ratio of code sizes of an average workload on processor W and X is 100.21" xmpDM:startTime="687300" xmpDM:duration="1000"/></rdf:li><rdf:li><rdf:Description xmpDM:name="(= 1.62)." xmpDM:startTime="687300" xmpDM:duration="1000"/></rdf:li><rdf:li><rdf:Description xmpDM:name="TP_tmp" xmpDM:startTime="687300" xmpDM:duration="1000"/></rdf:li><rdf:li><rdf:Description xmpDM:name="Example 22.1:" xmpDM:startTime="696267" xmpDM:duration="1000"/></rdf:li><rdf:li><rdf:Description xmpDM:name="Log Transformation TP_tmp" xmpDM:startTime="696267" xmpDM:duration="1000"/></rdf:li><rdf:li><rdf:Description xmpDM:name="Example 22.1:" xmpDM:startTime="738700" xmpDM:duration="1000"/></rdf:li><rdf:li><rdf:Description xmpDM:name="Computation of Effects An average workload on an average processor requires a code size of 103.94" xmpDM:startTime="738700" xmpDM:duration="1000"/></rdf:li><rdf:li><rdf:Description xmpDM:name="(8710 instructions)." xmpDM:startTime="738700" xmpDM:duration="1000"/></rdf:li><rdf:li><rdf:Description xmpDM:name="Processor W requires 100.23" xmpDM:startTime="738700" xmpDM:duration="1000"/></rdf:li><rdf:li><rdf:Description xmpDM:name="(=1.69)" xmpDM:startTime="738700" xmpDM:duration="1000"/></rdf:li><rdf:li><rdf:Description xmpDM:name="less code than avg processor." xmpDM:startTime="738700" xmpDM:duration="1000"/></rdf:li><rdf:li><rdf:Description xmpDM:name="Processor X requires 100.02" xmpDM:startTime="738700" xmpDM:duration="1000"/></rdf:li><rdf:li><rdf:Description xmpDM:name="(=1.05)" xmpDM:startTime="738700" xmpDM:duration="1000"/></rdf:li><rdf:li><rdf:Description xmpDM:name="less than an average processor and so on." xmpDM:startTime="738700" xmpDM:duration="1000"/></rdf:li><rdf:li><rdf:Description xmpDM:name="The ratio of code sizes of an average workload on processor W and X is 100.21" xmpDM:startTime="738700" xmpDM:duration="1000"/></rdf:li><rdf:li><rdf:Description xmpDM:name="(= 1.62)." xmpDM:startTime="738700" xmpDM:duration="1000"/></rdf:li><rdf:li><rdf:Description xmpDM:name="TP_tmp" xmpDM:startTime="738700" xmpDM:duration="1000"/></rdf:li><rdf:li><rdf:Description xmpDM:name="Example 22.1:" xmpDM:startTime="739400" xmpDM:duration="1000"/></rdf:li><rdf:li><rdf:Description xmpDM:name="Interactions Check: The row as well column sums of interactions are zero." xmpDM:startTime="739400" xmpDM:duration="1000"/></rdf:li><rdf:li><rdf:Description xmpDM:name="Interpretation: Workload I on processor W requires 0.02" xmpDM:startTime="739400" xmpDM:duration="1000"/></rdf:li><rdf:li><rdf:Description xmpDM:name="less log code size than an average workload on processor W or equivalently 0.02" xmpDM:startTime="739400" xmpDM:duration="1000"/></rdf:li><rdf:li><rdf:Description xmpDM:name="less log code size than I on an average processor." xmpDM:startTime="739400" xmpDM:duration="1000"/></rdf:li><rdf:li><rdf:Description xmpDM:name="TP_tmp" xmpDM:startTime="739400" xmpDM:duration="1000"/></rdf:li><rdf:li><rdf:Description xmpDM:name="Computation of Errors Estimated Response: Error in the kth replication: Example 22.2:" xmpDM:startTime="742933" xmpDM:duration="1000"/></rdf:li><rdf:li><rdf:Description xmpDM:name="Cell mean for (1,1) = 3.8427" xmpDM:startTime="742933" xmpDM:duration="1000"/></rdf:li><rdf:li><rdf:Description xmpDM:name="Errors in the observations in this cell are: 3.8455-3.8427" xmpDM:startTime="742933" xmpDM:duration="1000"/></rdf:li><rdf:li><rdf:Description xmpDM:name="= 0.0028" xmpDM:startTime="742933" xmpDM:duration="1000"/></rdf:li><rdf:li><rdf:Description xmpDM:name="3.8191-3.8427" xmpDM:startTime="742933" xmpDM:duration="1000"/></rdf:li><rdf:li><rdf:Description xmpDM:name="= -0.0236," xmpDM:startTime="742933" xmpDM:duration="1000"/></rdf:li><rdf:li><rdf:Description xmpDM:name="and 3.8634-3.8427" xmpDM:startTime="742933" xmpDM:duration="1000"/></rdf:li><rdf:li><rdf:Description xmpDM:name="= 0.0208" xmpDM:startTime="742933" xmpDM:duration="1000"/></rdf:li><rdf:li><rdf:Description xmpDM:name="Check: Sum of the three errors is zero." xmpDM:startTime="742933" xmpDM:duration="1000"/></rdf:li><rdf:li><rdf:Description xmpDM:name="TP_tmp TP_tmp" xmpDM:startTime="742933" xmpDM:duration="1000"/></rdf:li><rdf:li><rdf:Description xmpDM:name="Allocation of Variation Interactions explain less than 5% of variation Þ may be ignored." xmpDM:startTime="753967" xmpDM:duration="1000"/></rdf:li><rdf:li><rdf:Description xmpDM:name="TP_tmp TP_tmp" xmpDM:startTime="753967" xmpDM:duration="1000"/></rdf:li><rdf:li><rdf:Description xmpDM:name="Computation of Errors Estimated Response: Error in the kth replication: Example 22.2:" xmpDM:startTime="756667" xmpDM:duration="1000"/></rdf:li><rdf:li><rdf:Description xmpDM:name="Cell mean for (1,1) = 3.8427" xmpDM:startTime="756667" xmpDM:duration="1000"/></rdf:li><rdf:li><rdf:Description xmpDM:name="Errors in the observations in this cell are: 3.8455-3.8427" xmpDM:startTime="756667" xmpDM:duration="1000"/></rdf:li><rdf:li><rdf:Description xmpDM:name="= 0.0028" xmpDM:startTime="756667" xmpDM:duration="1000"/></rdf:li><rdf:li><rdf:Description xmpDM:name="3.8191-3.8427" xmpDM:startTime="756667" xmpDM:duration="1000"/></rdf:li><rdf:li><rdf:Description xmpDM:name="= -0.0236," xmpDM:startTime="756667" xmpDM:duration="1000"/></rdf:li><rdf:li><rdf:Description xmpDM:name="and 3.8634-3.8427" xmpDM:startTime="756667" xmpDM:duration="1000"/></rdf:li><rdf:li><rdf:Description xmpDM:name="= 0.0208" xmpDM:startTime="756667" xmpDM:duration="1000"/></rdf:li><rdf:li><rdf:Description xmpDM:name="Check: Sum of the three errors is zero." xmpDM:startTime="756667" xmpDM:duration="1000"/></rdf:li><rdf:li><rdf:Description xmpDM:name="TP_tmp TP_tmp" xmpDM:startTime="756667" xmpDM:duration="1000"/></rdf:li><rdf:li><rdf:Description xmpDM:name="Allocation of Variation Interactions explain less than 5% of variation Þ may be ignored." xmpDM:startTime="758200" xmpDM:duration="1000"/></rdf:li><rdf:li><rdf:Description xmpDM:name="TP_tmp TP_tmp" xmpDM:startTime="758200" xmpDM:duration="1000"/></rdf:li><rdf:li><rdf:Description xmpDM:name="Computation of Errors Estimated Response: Error in the kth replication: Example 22.2:" xmpDM:startTime="759267" xmpDM:duration="1000"/></rdf:li><rdf:li><rdf:Description xmpDM:name="Cell mean for (1,1) = 3.8427" xmpDM:startTime="759267" xmpDM:duration="1000"/></rdf:li><rdf:li><rdf:Description xmpDM:name="Errors in the observations in this cell are: 3.8455-3.8427" xmpDM:startTime="759267" xmpDM:duration="1000"/></rdf:li><rdf:li><rdf:Description xmpDM:name="= 0.0028" xmpDM:startTime="759267" xmpDM:duration="1000"/></rdf:li><rdf:li><rdf:Description xmpDM:name="3.8191-3.8427" xmpDM:startTime="759267" xmpDM:duration="1000"/></rdf:li><rdf:li><rdf:Description xmpDM:name="= -0.0236," xmpDM:startTime="759267" xmpDM:duration="1000"/></rdf:li><rdf:li><rdf:Description xmpDM:name="and 3.8634-3.8427" xmpDM:startTime="759267" xmpDM:duration="1000"/></rdf:li><rdf:li><rdf:Description xmpDM:name="= 0.0208" xmpDM:startTime="759267" xmpDM:duration="1000"/></rdf:li><rdf:li><rdf:Description xmpDM:name="Check: Sum of the three errors is zero." xmpDM:startTime="759267" xmpDM:duration="1000"/></rdf:li><rdf:li><rdf:Description xmpDM:name="TP_tmp TP_tmp" xmpDM:startTime="759267" xmpDM:duration="1000"/></rdf:li><rdf:li><rdf:Description xmpDM:name="Allocation of Variation Interactions explain less than 5% of variation Þ may be ignored." xmpDM:startTime="763133" xmpDM:duration="1000"/></rdf:li><rdf:li><rdf:Description xmpDM:name="TP_tmp TP_tmp" xmpDM:startTime="763133" xmpDM:duration="1000"/></rdf:li><rdf:li><rdf:Description xmpDM:name="Analysis of Variance Degrees of freedoms: TP_tmp TP_tmp" xmpDM:startTime="848333" xmpDM:duration="1000"/></rdf:li><rdf:li><rdf:Description xmpDM:name="ANOVA for Two Factors w Replications TP_tmp" xmpDM:startTime="850500" xmpDM:duration="1000"/></rdf:li><rdf:li><rdf:Description xmpDM:name="Example 22.4:" xmpDM:startTime="852233" xmpDM:duration="1000"/></rdf:li><rdf:li><rdf:Description xmpDM:name="Code Size Study All three effects are statistically significant at a significance level of 0.10." xmpDM:startTime="852233" xmpDM:duration="1000"/></rdf:li><rdf:li><rdf:Description xmpDM:name="TP_tmp" xmpDM:startTime="852233" xmpDM:duration="1000"/></rdf:li><rdf:li><rdf:Description xmpDM:name="ANOVA for Two Factors w Replications TP_tmp" xmpDM:startTime="854567" xmpDM:duration="1000"/></rdf:li><rdf:li><rdf:Description xmpDM:name="Example 22.4:" xmpDM:startTime="963367" xmpDM:duration="1000"/></rdf:li><rdf:li><rdf:Description xmpDM:name="Code Size Study All three effects are statistically significant at a significance level of 0.10." xmpDM:startTime="963367" xmpDM:duration="1000"/></rdf:li><rdf:li><rdf:Description 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                           <rdf:li><rdf:Description xmpDM:name="Two Factor  Full Factorial Design  with Replications" xmpDM:startTime="0" tscDM:image="k_22cie_Thumbnails.png" tscDM:imageindex="0" tscDM:imageoffset="0" tscDM:imagerect="0, 0, 75, 56"/></rdf:li><rdf:li><rdf:Description xmpDM:name="Overview" xmpDM:startTime="6567" tscDM:image="k_22cie_Thumbnails.png" tscDM:imageindex="1" tscDM:imageoffset="0" tscDM:imagerect="75, 0, 75, 56"/></rdf:li><rdf:li><rdf:Description xmpDM:name="Model" xmpDM:startTime="17733" tscDM:image="k_22cie_Thumbnails.png" tscDM:imageindex="2" tscDM:imageoffset="0" tscDM:imagerect="150, 0, 75, 56"/></rdf:li><rdf:li><rdf:Description xmpDM:name="Model (Cont)" xmpDM:startTime="55733" tscDM:image="k_22cie_Thumbnails.png" tscDM:imageindex="3" tscDM:imageoffset="0" tscDM:imagerect="225, 0, 75, 56"/></rdf:li><rdf:li><rdf:Description xmpDM:name="Model" xmpDM:startTime="86433" tscDM:image="k_22cie_Thumbnails.png" tscDM:imageindex="4" tscDM:imageoffset="0" tscDM:imagerect="300, 0, 75, 56"/></rdf:li><rdf:li><rdf:Description xmpDM:name="Model (Cont)" xmpDM:startTime="94567" tscDM:image="k_22cie_Thumbnails.png" tscDM:imageindex="5" tscDM:imageoffset="0" tscDM:imagerect="375, 0, 75, 56"/></rdf:li><rdf:li><rdf:Description xmpDM:name="Computation of Effects" xmpDM:startTime="96433" tscDM:image="k_22cie_Thumbnails.png" tscDM:imageindex="6" tscDM:imageoffset="0" tscDM:imagerect="450, 0, 75, 56"/></rdf:li><rdf:li><rdf:Description xmpDM:name="Model (Cont)" xmpDM:startTime="117500" tscDM:image="k_22cie_Thumbnails.png" tscDM:imageindex="7" tscDM:imageoffset="0" tscDM:imagerect="525, 0, 75, 56"/></rdf:li><rdf:li><rdf:Description xmpDM:name="Computation of Effects" xmpDM:startTime="126033" tscDM:image="k_22cie_Thumbnails.png" tscDM:imageindex="8" tscDM:imageoffset="0" tscDM:imagerect="600, 0, 75, 56"/></rdf:li><rdf:li><rdf:Description xmpDM:name="Example 22.1: Code Size" xmpDM:startTime="164533" tscDM:image="k_22cie_Thumbnails.png" tscDM:imageindex="9" tscDM:imageoffset="0" tscDM:imagerect="675, 0, 75, 56"/></rdf:li><rdf:li><rdf:Description xmpDM:name="Example 22.1: Log Transformation" xmpDM:startTime="301000" tscDM:image="k_22cie_Thumbnails.png" tscDM:imageindex="10" tscDM:imageoffset="0" tscDM:imagerect="750, 0, 75, 56"/></rdf:li><rdf:li><rdf:Description xmpDM:name="  Example 22.1: Computation of Effects" xmpDM:startTime="306767" tscDM:image="k_22cie_Thumbnails.png" tscDM:imageindex="11" tscDM:imageoffset="0" tscDM:imagerect="825, 0, 75, 56"/></rdf:li><rdf:li><rdf:Description xmpDM:name="Example 22.1: Log Transformation" xmpDM:startTime="308733" tscDM:image="k_22cie_Thumbnails.png" tscDM:imageindex="12" tscDM:imageoffset="0" tscDM:imagerect="900, 0, 75, 56"/></rdf:li><rdf:li><rdf:Description xmpDM:name="Example 22.1: Code Size" xmpDM:startTime="313733" tscDM:image="k_22cie_Thumbnails.png" tscDM:imageindex="13" tscDM:imageoffset="0" tscDM:imagerect="975, 0, 75, 56"/></rdf:li><rdf:li><rdf:Description xmpDM:name="Example 22.1: Log Transformation" xmpDM:startTime="325967" tscDM:image="k_22cie_Thumbnails.png" tscDM:imageindex="14" tscDM:imageoffset="0" tscDM:imagerect="1050, 0, 75, 56"/></rdf:li><rdf:li><rdf:Description xmpDM:name="Example 22.1: Code Size" xmpDM:startTime="334133" tscDM:image="k_22cie_Thumbnails.png" tscDM:imageindex="15" tscDM:imageoffset="0" tscDM:imagerect="1125, 0, 75, 56"/></rdf:li><rdf:li><rdf:Description xmpDM:name="Example 22.1: Log Transformation" xmpDM:startTime="357733" tscDM:image="k_22cie_Thumbnails.png" tscDM:imageindex="16" tscDM:imageoffset="0" tscDM:imagerect="1200, 0, 75, 56"/></rdf:li><rdf:li><rdf:Description xmpDM:name="  Example 22.1: Computation of Effects" xmpDM:startTime="368933" tscDM:image="k_22cie_Thumbnails.png" tscDM:imageindex="17" tscDM:imageoffset="0" tscDM:imagerect="1275, 0, 75, 56"/></rdf:li><rdf:li><rdf:Description xmpDM:name="Example 22.1: Interactions" xmpDM:startTime="439433" tscDM:image="k_22cie_Thumbnails.png" tscDM:imageindex="18" tscDM:imageoffset="0" tscDM:imagerect="1350, 0, 75, 56"/></rdf:li><rdf:li><rdf:Description xmpDM:name="  Example 22.1: Computation of Effects" xmpDM:startTime="456100" tscDM:image="k_22cie_Thumbnails.png" tscDM:imageindex="19" tscDM:imageoffset="0" tscDM:imagerect="1425, 0, 75, 56"/></rdf:li><rdf:li><rdf:Description xmpDM:name="Example 22.1: Log Transformation" xmpDM:startTime="457167" tscDM:image="k_22cie_Thumbnails.png" tscDM:imageindex="20" tscDM:imageoffset="0" tscDM:imagerect="1500, 0, 75, 56"/></rdf:li><rdf:li><rdf:Description xmpDM:name="Example 22.1: Code Size" xmpDM:startTime="457800" tscDM:image="k_22cie_Thumbnails.png" tscDM:imageindex="21" tscDM:imageoffset="0" tscDM:imagerect="1575, 0, 75, 56"/></rdf:li><rdf:li><rdf:Description xmpDM:name="Computation of Effects" xmpDM:startTime="458533" tscDM:image="k_22cie_Thumbnails.png" tscDM:imageindex="22" tscDM:imageoffset="0" tscDM:imagerect="1650, 0, 75, 56"/></rdf:li><rdf:li><rdf:Description xmpDM:name="Example 22.1: Code Size" xmpDM:startTime="471900" tscDM:image="k_22cie_Thumbnails.png" tscDM:imageindex="23" tscDM:imageoffset="0" tscDM:imagerect="1725, 0, 75, 56"/></rdf:li><rdf:li><rdf:Description xmpDM:name="Example 22.1: Log Transformation" xmpDM:startTime="472500" tscDM:image="k_22cie_Thumbnails.png" tscDM:imageindex="24" tscDM:imageoffset="0" tscDM:imagerect="1800, 0, 75, 56"/></rdf:li><rdf:li><rdf:Description xmpDM:name="  Example 22.1: Computation of Effects" xmpDM:startTime="472933" tscDM:image="k_22cie_Thumbnails.png" tscDM:imageindex="25" tscDM:imageoffset="0" tscDM:imagerect="1875, 0, 75, 56"/></rdf:li><rdf:li><rdf:Description xmpDM:name="Example 22.1: Interactions" xmpDM:startTime="530833" tscDM:image="k_22cie_Thumbnails.png" tscDM:imageindex="26" tscDM:imageoffset="0" tscDM:imagerect="1950, 0, 75, 56"/></rdf:li><rdf:li><rdf:Description xmpDM:name="  Example 22.1: Computation of Effects" xmpDM:startTime="585700" tscDM:image="k_22cie_Thumbnails.png" tscDM:imageindex="27" tscDM:imageoffset="0" tscDM:imagerect="2025, 0, 75, 56"/></rdf:li><rdf:li><rdf:Description xmpDM:name="Example 22.1: Log Transformation" xmpDM:startTime="586067" tscDM:image="k_22cie_Thumbnails.png" tscDM:imageindex="28" tscDM:imageoffset="0" tscDM:imagerect="2100, 0, 75, 56"/></rdf:li><rdf:li><rdf:Description xmpDM:name="Example 22.1: Code Size" xmpDM:startTime="586333" tscDM:image="k_22cie_Thumbnails.png" tscDM:imageindex="29" tscDM:imageoffset="0" tscDM:imagerect="2175, 0, 75, 56"/></rdf:li><rdf:li><rdf:Description xmpDM:name="Computation of Effects" xmpDM:startTime="586600" tscDM:image="k_22cie_Thumbnails.png" tscDM:imageindex="30" tscDM:imageoffset="0" tscDM:imagerect="2250, 0, 75, 56"/></rdf:li><rdf:li><rdf:Description xmpDM:name="Model (Cont)" xmpDM:startTime="586833" tscDM:image="k_22cie_Thumbnails.png" tscDM:imageindex="31" tscDM:imageoffset="0" tscDM:imagerect="2325, 0, 75, 56"/></rdf:li><rdf:li><rdf:Description xmpDM:name="Computation of Effects" xmpDM:startTime="588133" tscDM:image="k_22cie_Thumbnails.png" tscDM:imageindex="32" tscDM:imageoffset="0" tscDM:imagerect="2400, 0, 75, 56"/></rdf:li><rdf:li><rdf:Description xmpDM:name="Example 22.1: Code Size" xmpDM:startTime="604400" tscDM:image="k_22cie_Thumbnails.png" tscDM:imageindex="33" tscDM:imageoffset="0" tscDM:imagerect="2475, 0, 75, 56"/></rdf:li><rdf:li><rdf:Description xmpDM:name="Example 22.1: Log Transformation" xmpDM:startTime="604833" tscDM:image="k_22cie_Thumbnails.png" tscDM:imageindex="34" tscDM:imageoffset="0" tscDM:imagerect="2550, 0, 75, 56"/></rdf:li><rdf:li><rdf:Description xmpDM:name="  Example 22.1: Computation of Effects" xmpDM:startTime="605467" tscDM:image="k_22cie_Thumbnails.png" tscDM:imageindex="35" tscDM:imageoffset="0" tscDM:imagerect="2625, 0, 75, 56"/></rdf:li><rdf:li><rdf:Description xmpDM:name="Example 22.1: Interactions" xmpDM:startTime="607867" tscDM:image="k_22cie_Thumbnails.png" tscDM:imageindex="36" tscDM:imageoffset="0" tscDM:imagerect="2700, 0, 75, 56"/></rdf:li><rdf:li><rdf:Description xmpDM:name="Computation of Errors" xmpDM:startTime="616000" tscDM:image="k_22cie_Thumbnails.png" tscDM:imageindex="37" tscDM:imageoffset="0" tscDM:imagerect="2775, 0, 75, 56"/></rdf:li><rdf:li><rdf:Description xmpDM:name="Example 22.1: Interactions" xmpDM:startTime="618167" tscDM:image="k_22cie_Thumbnails.png" tscDM:imageindex="38" tscDM:imageoffset="0" tscDM:imagerect="2850, 0, 75, 56"/></rdf:li><rdf:li><rdf:Description xmpDM:name="  Example 22.1: Computation of Effects" xmpDM:startTime="636567" tscDM:image="k_22cie_Thumbnails.png" tscDM:imageindex="39" tscDM:imageoffset="0" tscDM:imagerect="2925, 0, 75, 56"/></rdf:li><rdf:li><rdf:Description xmpDM:name="Example 22.1: Log Transformation" xmpDM:startTime="636800" tscDM:image="k_22cie_Thumbnails.png" tscDM:imageindex="40" tscDM:imageoffset="0" tscDM:imagerect="3000, 0, 75, 56"/></rdf:li><rdf:li><rdf:Description xmpDM:name="Example 22.1: Code Size" xmpDM:startTime="637033" tscDM:image="k_22cie_Thumbnails.png" tscDM:imageindex="41" tscDM:imageoffset="0" tscDM:imagerect="3075, 0, 75, 56"/></rdf:li><rdf:li><rdf:Description xmpDM:name="Computation of Effects" xmpDM:startTime="637267" tscDM:image="k_22cie_Thumbnails.png" tscDM:imageindex="42" tscDM:imageoffset="0" tscDM:imagerect="3150, 0, 75, 56"/></rdf:li><rdf:li><rdf:Description xmpDM:name="Model (Cont)" xmpDM:startTime="637500" tscDM:image="k_22cie_Thumbnails.png" tscDM:imageindex="43" tscDM:imageoffset="0" tscDM:imagerect="3225, 0, 75, 56"/></rdf:li><rdf:li><rdf:Description xmpDM:name="Model" xmpDM:startTime="638400" tscDM:image="k_22cie_Thumbnails.png" tscDM:imageindex="44" tscDM:imageoffset="0" tscDM:imagerect="3300, 0, 75, 56"/></rdf:li><rdf:li><rdf:Description xmpDM:name="Model (Cont)" xmpDM:startTime="669633" tscDM:image="k_22cie_Thumbnails.png" tscDM:imageindex="45" tscDM:imageoffset="0" tscDM:imagerect="3375, 0, 75, 56"/></rdf:li><rdf:li><rdf:Description xmpDM:name="Computation of Effects" xmpDM:startTime="670033" tscDM:image="k_22cie_Thumbnails.png" tscDM:imageindex="46" tscDM:imageoffset="0" tscDM:imagerect="3450, 0, 75, 56"/></rdf:li><rdf:li><rdf:Description xmpDM:name="Example 22.1: Code Size" xmpDM:startTime="670567" tscDM:image="k_22cie_Thumbnails.png" tscDM:imageindex="47" tscDM:imageoffset="0" tscDM:imagerect="3525, 0, 75, 56"/></rdf:li><rdf:li><rdf:Description xmpDM:name="Example 22.1: Log Transformation" xmpDM:startTime="671467" tscDM:image="k_22cie_Thumbnails.png" tscDM:imageindex="48" tscDM:imageoffset="0" tscDM:imagerect="3600, 0, 75, 56"/></rdf:li><rdf:li><rdf:Description xmpDM:name="  Example 22.1: Computation of Effects" xmpDM:startTime="675367" tscDM:image="k_22cie_Thumbnails.png" tscDM:imageindex="49" tscDM:imageoffset="0" tscDM:imagerect="3675, 0, 75, 56"/></rdf:li><rdf:li><rdf:Description xmpDM:name="Example 22.1: Log Transformation" xmpDM:startTime="680167" tscDM:image="k_22cie_Thumbnails.png" tscDM:imageindex="50" tscDM:imageoffset="0" tscDM:imagerect="3750, 0, 75, 56"/></rdf:li><rdf:li><rdf:Description xmpDM:name="  Example 22.1: Computation of Effects" xmpDM:startTime="687300" tscDM:image="k_22cie_Thumbnails.png" tscDM:imageindex="51" tscDM:imageoffset="0" tscDM:imagerect="3825, 0, 75, 56"/></rdf:li><rdf:li><rdf:Description xmpDM:name="Example 22.1: Log Transformation" xmpDM:startTime="696267" tscDM:image="k_22cie_Thumbnails.png" tscDM:imageindex="52" tscDM:imageoffset="0" tscDM:imagerect="3900, 0, 75, 56"/></rdf:li><rdf:li><rdf:Description xmpDM:name="  Example 22.1: Computation of Effects" xmpDM:startTime="738700" tscDM:image="k_22cie_Thumbnails.png" tscDM:imageindex="53" tscDM:imageoffset="0" tscDM:imagerect="3975, 0, 75, 56"/></rdf:li><rdf:li><rdf:Description xmpDM:name="Example 22.1: Interactions" xmpDM:startTime="739400" tscDM:image="k_22cie_Thumbnails.png" tscDM:imageindex="54" tscDM:imageoffset="0" tscDM:imagerect="50, 56, 75, 56"/></rdf:li><rdf:li><rdf:Description xmpDM:name="Computation of Errors" xmpDM:startTime="742933" tscDM:image="k_22cie_Thumbnails.png" tscDM:imageindex="55" tscDM:imageoffset="0" tscDM:imagerect="125, 56, 75, 56"/></rdf:li><rdf:li><rdf:Description xmpDM:name="Allocation of Variation" xmpDM:startTime="753967" tscDM:image="k_22cie_Thumbnails.png" tscDM:imageindex="56" tscDM:imageoffset="0" tscDM:imagerect="200, 56, 75, 56"/></rdf:li><rdf:li><rdf:Description xmpDM:name="Computation of Errors" xmpDM:startTime="756667" tscDM:image="k_22cie_Thumbnails.png" tscDM:imageindex="57" tscDM:imageoffset="0" tscDM:imagerect="275, 56, 75, 56"/></rdf:li><rdf:li><rdf:Description xmpDM:name="Allocation of Variation" xmpDM:startTime="758200" tscDM:image="k_22cie_Thumbnails.png" tscDM:imageindex="58" tscDM:imageoffset="0" tscDM:imagerect="350, 56, 75, 56"/></rdf:li><rdf:li><rdf:Description xmpDM:name="Computation of Errors" xmpDM:startTime="759267" tscDM:image="k_22cie_Thumbnails.png" tscDM:imageindex="59" tscDM:imageoffset="0" tscDM:imagerect="425, 56, 75, 56"/></rdf:li><rdf:li><rdf:Description xmpDM:name="Allocation of Variation" xmpDM:startTime="763133" tscDM:image="k_22cie_Thumbnails.png" tscDM:imageindex="60" tscDM:imageoffset="0" tscDM:imagerect="500, 56, 75, 56"/></rdf:li><rdf:li><rdf:Description xmpDM:name="Analysis of Variance" xmpDM:startTime="848333" tscDM:image="k_22cie_Thumbnails.png" tscDM:imageindex="61" tscDM:imageoffset="0" tscDM:imagerect="575, 56, 75, 56"/></rdf:li><rdf:li><rdf:Description xmpDM:name="ANOVA for  Two Factors w Replications" xmpDM:startTime="850500" tscDM:image="k_22cie_Thumbnails.png" tscDM:imageindex="62" tscDM:imageoffset="0" tscDM:imagerect="650, 56, 75, 56"/></rdf:li><rdf:li><rdf:Description xmpDM:name="      Example 22.4: Code Size Study" xmpDM:startTime="852233" tscDM:image="k_22cie_Thumbnails.png" tscDM:imageindex="63" tscDM:imageoffset="0" tscDM:imagerect="725, 56, 75, 56"/></rdf:li><rdf:li><rdf:Description xmpDM:name="ANOVA for  Two Factors w Replications" xmpDM:startTime="854567" tscDM:image="k_22cie_Thumbnails.png" tscDM:imageindex="64" tscDM:imageoffset="0" tscDM:imagerect="800, 56, 75, 56"/></rdf:li><rdf:li><rdf:Description xmpDM:name="      Example 22.4: Code Size Study" xmpDM:startTime="963367" tscDM:image="k_22cie_Thumbnails.png" tscDM:imageindex="65" tscDM:imageoffset="0" tscDM:imagerect="875, 56, 75, 56"/></rdf:li><rdf:li><rdf:Description xmpDM:name="    Confidence Intervals For Effects" xmpDM:startTime="1045533" tscDM:image="k_22cie_Thumbnails.png" tscDM:imageindex="66" tscDM:imageoffset="0" tscDM:imagerect="950, 56, 75, 56"/></rdf:li><rdf:li><rdf:Description xmpDM:name="      Example 22.5: Code Size Study" xmpDM:startTime="1047300" tscDM:image="k_22cie_Thumbnails.png" tscDM:imageindex="67" tscDM:imageoffset="0" tscDM:imagerect="1025, 56, 75, 56"/></rdf:li><rdf:li><rdf:Description xmpDM:name="    Confidence Intervals For Effects" xmpDM:startTime="1048800" tscDM:image="k_22cie_Thumbnails.png" tscDM:imageindex="68" tscDM:imageoffset="0" tscDM:imagerect="1100, 56, 75, 56"/></rdf:li><rdf:li><rdf:Description xmpDM:name="      Example 22.5: Code Size Study" xmpDM:startTime="1072733" tscDM:image="k_22cie_Thumbnails.png" tscDM:imageindex="69" tscDM:imageoffset="0" tscDM:imagerect="1175, 56, 75, 56"/></rdf:li><rdf:li><rdf:Description xmpDM:name="    Confidence Intervals For Effects" xmpDM:startTime="1100667" tscDM:image="k_22cie_Thumbnails.png" tscDM:imageindex="70" tscDM:imageoffset="0" tscDM:imagerect="1250, 56, 75, 56"/></rdf:li><rdf:li><rdf:Description xmpDM:name="      Example 22.5: Code Size Study" xmpDM:startTime="1194700" tscDM:image="k_22cie_Thumbnails.png" tscDM:imageindex="71" tscDM:imageoffset="0" tscDM:imagerect="1325, 56, 75, 56"/></rdf:li><rdf:li><rdf:Description xmpDM:name="Example 22.5: Conf. Intervals (Cont)" xmpDM:startTime="1200133" tscDM:image="k_22cie_Thumbnails.png" tscDM:imageindex="72" tscDM:imageoffset="0" tscDM:imagerect="1400, 56, 75, 56"/></rdf:li><rdf:li><rdf:Description xmpDM:name="  Example 22.5: CI for Interactions" xmpDM:startTime="1236467" tscDM:image="k_22cie_Thumbnails.png" tscDM:imageindex="73" tscDM:imageoffset="0" tscDM:imagerect="1475, 56, 75, 56"/></rdf:li><rdf:li><rdf:Description xmpDM:name="Example 22.5: Visual Tests" xmpDM:startTime="1237800" tscDM:image="k_22cie_Thumbnails.png" tscDM:imageindex="74" tscDM:imageoffset="0" tscDM:imagerect="1550, 56, 75, 56"/></rdf:li><rdf:li><rdf:Description xmpDM:name="Summary" xmpDM:startTime="1237867" tscDM:image="k_22cie_Thumbnails.png" tscDM:imageindex="75" tscDM:imageoffset="0" tscDM:imagerect="1625, 56, 75, 56"/></rdf:li><rdf:li><rdf:Description xmpDM:name="Example 22.5: Visual Tests" xmpDM:startTime="1239067" tscDM:image="k_22cie_Thumbnails.png" tscDM:imageindex="76" tscDM:imageoffset="0" tscDM:imagerect="1700, 56, 75, 56"/></rdf:li><rdf:li><rdf:Description xmpDM:name="  Example 22.5: CI for Interactions" xmpDM:startTime="1239933" tscDM:image="k_22cie_Thumbnails.png" tscDM:imageindex="77" tscDM:imageoffset="0" tscDM:imagerect="1775, 56, 75, 56"/></rdf:li><rdf:li><rdf:Description xmpDM:name="Example 22.5: Visual Tests" xmpDM:startTime="1299933" tscDM:image="k_22cie_Thumbnails.png" tscDM:imageindex="78" tscDM:imageoffset="0" tscDM:imagerect="1850, 56, 75, 56"/></rdf:li><rdf:li><rdf:Description xmpDM:name="  Example 22.5: CI for Interactions" xmpDM:startTime="1508067" tscDM:image="k_22cie_Thumbnails.png" tscDM:imageindex="79" tscDM:imageoffset="0" tscDM:imagerect="1925, 56, 75, 56"/></rdf:li><rdf:li><rdf:Description xmpDM:name="Example 22.5: Conf. Intervals (Cont)" xmpDM:startTime="1508433" tscDM:image="k_22cie_Thumbnails.png" tscDM:imageindex="80" tscDM:imageoffset="0" tscDM:imagerect="2000, 56, 75, 56"/></rdf:li><rdf:li><rdf:Description xmpDM:name="      Example 22.5: Code Size Study" xmpDM:startTime="1509200" tscDM:image="k_22cie_Thumbnails.png" tscDM:imageindex="81" tscDM:imageoffset="0" tscDM:imagerect="2075, 56, 75, 56"/></rdf:li><rdf:li><rdf:Description xmpDM:name="    Confidence Intervals For Effects" xmpDM:startTime="1509833" tscDM:image="k_22cie_Thumbnails.png" tscDM:imageindex="82" tscDM:imageoffset="0" tscDM:imagerect="2150, 56, 75, 56"/></rdf:li><rdf:li><rdf:Description xmpDM:name="      Example 22.4: Code Size Study" xmpDM:startTime="1510633" tscDM:image="k_22cie_Thumbnails.png" tscDM:imageindex="83" tscDM:imageoffset="0" tscDM:imagerect="2225, 56, 75, 56"/></rdf:li><rdf:li><rdf:Description xmpDM:name="    Confidence Intervals For Effects" xmpDM:startTime="1518667" tscDM:image="k_22cie_Thumbnails.png" tscDM:imageindex="84" tscDM:imageoffset="0" tscDM:imagerect="2300, 56, 75, 56"/></rdf:li><rdf:li><rdf:Description xmpDM:name="      Example 22.5: Code Size Study" xmpDM:startTime="1519333" tscDM:image="k_22cie_Thumbnails.png" tscDM:imageindex="85" tscDM:imageoffset="0" tscDM:imagerect="2375, 56, 75, 56"/></rdf:li><rdf:li><rdf:Description xmpDM:name="Example 22.5: Conf. 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