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Repeated Measures ANOVA Comparison of Task Completion Times of 4 Navigation Techniques and 2 Input Methods by 36 Subjects Source: F.-G. Wu, H. Lin, M. You (2011). "The Enhanced Navigator for the Touch Screen: A Comparative Study on Navigational Techniques of Web Maps," Displays, Vol. 32, pp. 284-295.
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Data Description and Model Experiment Conducted to Compare Effects of Navigation Technique and Input Method on Task Completion Times Factor A (Fixed): Navigation Technique: CPB, DPB, ENCC, G&D CPB = Combined Panning Buttons, DPB = Distributed Panning Buttons ENCC = Enhanced Navigator w/ Continuous Control, G&D = Grab&Drag Factor B (Fixed): Input Method: Direct-Touch, Mouse Factor C (Random): 36 Subjects measured on all 8 Treatments Response is time to complete navigation task. Data simulated to match authors’ results (Means, F-tests)
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Data – Multivariate Form
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Variance-Covariance Matrix for 8 Navigation Treatments The Variance of the 36 measurements for NavTrt 1 (NavTech=1, InpMeth=1) is 1057.12 The Covariance of the 36 Measurements for NavTrt’s 1 and 2 (NT=1, IM=2) is -8.03
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Sphericity Assumption
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Sphericity Assumption Continued
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Mauchley Test
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C Matrix and CSC’ Matrix
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Mauchley Test
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Degrees of Freedom Adjustments
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Multivariate Tests for Within-Subjects Factor(s)
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Multivariate Tests for Within Subjects Factor(s)
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S E S H (S E ) -1 S H Matrices
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Wilk’s
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Pillai’s Trace
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Hotelling-Lawley Trace
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Roy’s Largest Root Largest eigenvalue is 2.899115 (Computed in R)
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Multivariate Tests for Within-Subjects Factor(s)
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Test For Navigation Technique Wilks’ Pillai’s Trace Hotelling-Lawley Trace & Roy’s Largest Root
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F-Tests for Navigation Technique Effects
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Test For Input Method Wilks’ Pillai’s Trace Hotelling-Lawley Trace & Roy’s Largest Root
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F-Tests for Input Method Effects
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Test For NavTech/InpMeth Interaction Wilks’ Pillai’s Trace Hotelling-Lawley Trace & Roy’s Largest Root
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F-Tests for Navigation Technique Effects
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