\documentclass[10pt,a4paper]{article} % Packages \usepackage{fancyhdr} % For header and footer \usepackage{multicol} % Allows multicols in tables \usepackage{tabularx} % Intelligent column widths \usepackage{tabulary} % Used in header and footer \usepackage{hhline} % Border under tables \usepackage{graphicx} % For images \usepackage{xcolor} % For hex colours %\usepackage[utf8x]{inputenc} % For unicode character support \usepackage[T1]{fontenc} % Without this we get weird character replacements \usepackage{colortbl} % For coloured tables \usepackage{setspace} % For line height \usepackage{lastpage} % Needed for total page number \usepackage{seqsplit} % Splits long words. %\usepackage{opensans} % Can't make this work so far. Shame. Would be lovely. \usepackage[normalem]{ulem} % For underlining links % Most of the following are not required for the majority % of cheat sheets but are needed for some symbol support. \usepackage{amsmath} % Symbols \usepackage{MnSymbol} % Symbols \usepackage{wasysym} % Symbols %\usepackage[english,german,french,spanish,italian]{babel} % Languages % Document Info \author{eevyern} \pdfinfo{ /Title (cs4249.pdf) /Creator (Cheatography) /Author (eevyern) /Subject (CS4249 Cheat Sheet) } % Lengths and widths \addtolength{\textwidth}{6cm} \addtolength{\textheight}{-1cm} \addtolength{\hoffset}{-3cm} \addtolength{\voffset}{-2cm} \setlength{\tabcolsep}{0.2cm} % Space between columns \setlength{\headsep}{-12pt} % Reduce space between header and content \setlength{\headheight}{85pt} % If less, LaTeX automatically increases it \renewcommand{\footrulewidth}{0pt} % Remove footer line \renewcommand{\headrulewidth}{0pt} % Remove header line \renewcommand{\seqinsert}{\ifmmode\allowbreak\else\-\fi} % Hyphens in seqsplit % This two commands together give roughly % the right line height in the tables \renewcommand{\arraystretch}{1.3} \onehalfspacing % Commands \newcommand{\SetRowColor}[1]{\noalign{\gdef\RowColorName{#1}}\rowcolor{\RowColorName}} % Shortcut for row colour \newcommand{\mymulticolumn}[3]{\multicolumn{#1}{>{\columncolor{\RowColorName}}#2}{#3}} % For coloured multi-cols \newcolumntype{x}[1]{>{\raggedright}p{#1}} % New column types for ragged-right paragraph columns \newcommand{\tn}{\tabularnewline} % Required as custom column type in use % Font and Colours \definecolor{HeadBackground}{HTML}{333333} \definecolor{FootBackground}{HTML}{666666} \definecolor{TextColor}{HTML}{333333} \definecolor{DarkBackground}{HTML}{2F005E} \definecolor{LightBackground}{HTML}{F8F7F9} \renewcommand{\familydefault}{\sfdefault} \color{TextColor} % Header and Footer \pagestyle{fancy} \fancyhead{} % Set header to blank \fancyfoot{} % Set footer to blank \fancyhead[L]{ \noindent \begin{multicols}{3} \begin{tabulary}{5.8cm}{C} \SetRowColor{DarkBackground} \vspace{-7pt} {\parbox{\dimexpr\textwidth-2\fboxsep\relax}{\noindent \hspace*{-6pt}\includegraphics[width=5.8cm]{/web/www.cheatography.com/public/images/cheatography_logo.pdf}} } \end{tabulary} \columnbreak \begin{tabulary}{11cm}{L} \vspace{-2pt}\large{\bf{\textcolor{DarkBackground}{\textrm{CS4249 Cheat Sheet}}}} \\ \normalsize{by \textcolor{DarkBackground}{eevyern} via \textcolor{DarkBackground}{\uline{cheatography.com/71068/cs/18011/}}} \end{tabulary} \end{multicols}} \fancyfoot[L]{ \footnotesize \noindent \begin{multicols}{3} \begin{tabulary}{5.8cm}{LL} \SetRowColor{FootBackground} \mymulticolumn{2}{p{5.377cm}}{\bf\textcolor{white}{Cheatographer}} \\ \vspace{-2pt}eevyern \\ \uline{cheatography.com/eevyern} \\ \end{tabulary} \vfill \columnbreak \begin{tabulary}{5.8cm}{L} \SetRowColor{FootBackground} \mymulticolumn{1}{p{5.377cm}}{\bf\textcolor{white}{Cheat Sheet}} \\ \vspace{-2pt}Published 25th November, 2018.\\ Updated 25th November, 2018.\\ Page {\thepage} of \pageref{LastPage}. \end{tabulary} \vfill \columnbreak \begin{tabulary}{5.8cm}{L} \SetRowColor{FootBackground} \mymulticolumn{1}{p{5.377cm}}{\bf\textcolor{white}{Sponsor}} \\ \SetRowColor{white} \vspace{-5pt} %\includegraphics[width=48px,height=48px]{dave.jpeg} Measure your website readability!\\ www.readability-score.com \end{tabulary} \end{multicols}} \begin{document} \raggedright \raggedcolumns % Set font size to small. Switch to any value % from this page to resize cheat sheet text: % www.emerson.emory.edu/services/latex/latex_169.html \footnotesize % Small font. \begin{multicols*}{3} \begin{tabularx}{5.377cm}{p{0.59501 cm} x{2.01388 cm} x{1.96811 cm} } \SetRowColor{DarkBackground} \mymulticolumn{3}{x{5.377cm}}{\bf\textcolor{white}{Scales of Measurement}} \tn % Row 0 \SetRowColor{LightBackground} {\bf{Scale}} & {\bf{Description}} & {\bf{Examples}} \tn % Row Count 2 (+ 2) % Row 1 \SetRowColor{white} {\bf{Nominal}} & Catergorical; order doesn't matter & {\emph{Gender}}: 1 (male), 2 (female) \tn % Row Count 5 (+ 3) % Row 2 \SetRowColor{LightBackground} {\bf{Ordinal}} & Ordered values. Order matters, but not difference between values & {\emph{Agreement}}: 1 (SD), 2 (D), 3 (Neutral), 4 (A), 5 (SA). {\emph{Pain Scale}} (1-10) \tn % Row Count 10 (+ 5) % Row 3 \SetRowColor{white} {\bf{Interval}} & Numeric. Difference between values is meaningful & {\emph{Relative Temperature}}: °C, °F, pH \tn % Row Count 13 (+ 3) % Row 4 \SetRowColor{LightBackground} {\bf{Ratio}} & Numeric. Zero and ratios are meaningful & {\emph{Height, Weight, Absolute Temperature (K)}} \tn % Row Count 16 (+ 3) \hhline{>{\arrayrulecolor{DarkBackground}}---} \SetRowColor{LightBackground} \mymulticolumn{3}{x{5.377cm}}{Measurement is the process of observing and recording the observations collected as a part of a research effort.} \tn \hhline{>{\arrayrulecolor{DarkBackground}}---} \end{tabularx} \par\addvspace{1.3em} \begin{tabularx}{5.377cm}{x{3.08574 cm} x{1.89126 cm} } \SetRowColor{DarkBackground} \mymulticolumn{2}{x{5.377cm}}{\bf\textcolor{white}{Step 1: Define Research Questions}} \tn % Row 0 \SetRowColor{LightBackground} \mymulticolumn{2}{x{5.377cm}}{eg. How does your technique...} \tn % Row Count 1 (+ 1) % Row 1 \SetRowColor{white} • Compare with alternative techniques? & {\bf{Techniques}} \tn % Row Count 3 (+ 2) % Row 2 \SetRowColor{LightBackground} • For which target population? & {\bf{Target users}} \tn % Row Count 5 (+ 2) % Row 3 \SetRowColor{white} • For what tasks? & {\bf{Tasks}} \tn % Row Count 6 (+ 1) % Row 4 \SetRowColor{LightBackground} • In terms of what measures? & {\bf{Performance measures}} \tn % Row Count 8 (+ 2) % Row 5 \SetRowColor{white} • In what context? & {\bf{Other factors}} \tn % Row Count 10 (+ 2) \hhline{>{\arrayrulecolor{DarkBackground}}--} \SetRowColor{LightBackground} \mymulticolumn{2}{x{5.377cm}}{{\bf{Target users}}: need to be specific - students who have been using the desired medium {\emph{consistently}}, for example \newline {\bf{Performance measures}}: like {\emph{speed, accuracy}} \newline {\bf{Other factors}}: other than different techniques, what factors can {\emph{influence the measures?}}} \tn \hhline{>{\arrayrulecolor{DarkBackground}}--} \end{tabularx} \par\addvspace{1.3em} \begin{tabularx}{5.377cm}{x{1.69218 cm} x{3.28482 cm} } \SetRowColor{DarkBackground} \mymulticolumn{2}{x{5.377cm}}{\bf\textcolor{white}{Step 2: Define Variables}} \tn % Row 0 \SetRowColor{LightBackground} {\bf{IV}} & • Factors manipulated in the experiment \{\{nl\}\} • Have multiple levels \tn % Row Count 3 (+ 3) % Row 1 \SetRowColor{white} {\bf{DV}} & • Factors being measured \tn % Row Count 4 (+ 1) % Row 2 \SetRowColor{LightBackground} {\bf{Control variables}} & • Attributes fixed throughout the experiment \{\{nl\}\} • {\bf{Confounders}} - attributes that vary and aren't accounted for \tn % Row Count 9 (+ 5) % Row 3 \SetRowColor{white} {\bf{Random variables}} & • Attributes that are randomly sampled \{\{nl\}\} • Increases generalisability \tn % Row Count 12 (+ 3) \hhline{>{\arrayrulecolor{DarkBackground}}--} \SetRowColor{LightBackground} \mymulticolumn{2}{x{5.377cm}}{{\bf{Confounders}} rather than IVs could have caused changes in DV. \newline They make it difficult/impossible to draw conclusions. \newline {\emph{Order of presentation}} and {\emph{prior experience}} are two important confounders that we need to control. (by counter-balancing and proper sampling)} \tn \hhline{>{\arrayrulecolor{DarkBackground}}--} \end{tabularx} \par\addvspace{1.3em} \begin{tabularx}{5.377cm}{x{2.4885 cm} x{2.4885 cm} } \SetRowColor{DarkBackground} \mymulticolumn{2}{x{5.377cm}}{\bf\textcolor{white}{Step 3: Arranging Conditions (Within-Subjects)}} \tn % Row 0 \SetRowColor{LightBackground} List the {\bf{IV}} and their {\bf{levels}} & eg. \{\{nl\}\}Technique (2 levels: Gesture, Marking) \{\{nl\}\} Menu depth (2 levels: 1, 2) \tn % Row Count 5 (+ 5) % Row 1 \SetRowColor{white} Determine {\bf{counter-balancing strategies}} for each IV & • Full counter-balancing ({\bf{n!}} conditions) \{\{nl\}\} • Latin Square ({\bf{n}} conditions) \{\{nl\}\} • No counter-balancing (sequential) ({\bf{1}} condition) \tn % Row Count 13 (+ 8) % Row 2 \SetRowColor{LightBackground} Determine {\bf{minimum no.}} of participants & Multiply all conditions together \tn % Row Count 16 (+ 3) % Row 3 \SetRowColor{white} Determine {\bf{factorial arrangement}} of conditions & Put the permutations together \tn % Row Count 19 (+ 3) % Row 4 \SetRowColor{LightBackground} \mymulticolumn{2}{x{5.377cm}}{Determine arrangement for {\bf{each participant}}} \tn % Row Count 20 (+ 1) \hhline{>{\arrayrulecolor{DarkBackground}}--} \SetRowColor{LightBackground} \mymulticolumn{2}{x{5.377cm}}{{\bf{Condition reduction strategies}}: \newline • Pick the most important/interesting factors to test \newline • Run a few IVs at a time - if strong effect, include IV in future studies, otherwise, pick {\emph{fixed control value}} for it} \tn \hhline{>{\arrayrulecolor{DarkBackground}}--} \end{tabularx} \par\addvspace{1.3em} \begin{tabularx}{5.377cm}{x{2.4885 cm} x{2.4885 cm} } \SetRowColor{DarkBackground} \mymulticolumn{2}{x{5.377cm}}{\bf\textcolor{white}{One-way ANOVA}} \tn % Row 0 \SetRowColor{LightBackground} Basic Idea: ANOVA tries to find the sources of this variance: & • due to difference {\emph{between}} groups \{\{nl\}\} • Variability {\emph{within}} each group \tn % Row Count 5 (+ 5) % Row 1 \SetRowColor{white} Total Variability = BetweenGroup + WithinGroup & 𝑆𝑆\textasciicircum{}𝑇\textasciicircum{}=𝑆𝑆\textasciicircum{}𝑀\textasciicircum{}+𝑆𝑆\textasciicircum{}𝑅\textasciicircum{} \tn % Row Count 8 (+ 3) % Row 2 \SetRowColor{LightBackground} Ratio of Variability & F = (𝑆𝑆\textasciicircum{}𝑀\textasciicircum{}/DF\textasciicircum{}B\textasciicircum{}) / (𝑆𝑆\textasciicircum{}𝑅\textasciicircum{}/DF\textasciicircum{}W\textasciicircum{}) \tn % Row Count 11 (+ 3) % Row 3 \SetRowColor{white} \mymulticolumn{2}{x{5.377cm}}{If the experiment is {\bf{successful}}, then 𝑆𝑆\textasciicircum{}𝑀\textasciicircum{}\textgreater{}𝑆𝑆\textasciicircum{}𝑅\textasciicircum{}. \{\{nl\}\} Between-group variability will explain more variance than within-group.} \tn % Row Count 15 (+ 4) % Row 4 \SetRowColor{LightBackground} \mymulticolumn{2}{x{5.377cm}}{The bigger the {\bf{F value}}, the smaller the {\bf{p value}}, and the less like the null hypothesis (no difference) is true.} \tn % Row Count 18 (+ 3) % Row 5 \SetRowColor{white} \mymulticolumn{2}{x{5.377cm}}{Steps:} \tn % Row Count 19 (+ 1) % Row 6 \SetRowColor{LightBackground} 1. Calculate 𝑆𝑆\textasciicircum{}𝑇\textasciicircum{} & 𝑆𝑆\textasciicircum{}𝑇\textasciicircum{}=𝑠\_𝑔𝑟𝑎𝑛𝑑\textasciicircum{}2\textasciicircum{} (𝑁−1) \{\{nl\}\} DF\textasciicircum{}T\textasciicircum{} = (N-1) \tn % Row Count 23 (+ 4) % Row 7 \SetRowColor{white} 2. Calculate 𝑆𝑆\textasciicircum{}𝑀\textasciicircum{} & 𝑆𝑆\textasciicircum{}𝑀\textasciicircum{}=∑\_i\{\{fa-times\}\}𝑛\_𝑖 \seqsplit{(𝑥 ̅\_𝑖−𝑥 ̅\_𝑔𝑟𝑎𝑛𝑑} )\textasciicircum{}2\textasciicircum{} \{\{nl\}\} • sum of {\emph{n}} \{\{fa-times\}\} difference of means from the grand mean \{\{nl\}\} DF\textasciicircum{}M\textasciicircum{} = (No. of groups - 1) \tn % Row Count 34 (+ 11) \end{tabularx} \par\addvspace{1.3em} \vfill \columnbreak \begin{tabularx}{5.377cm}{x{2.4885 cm} x{2.4885 cm} } \SetRowColor{DarkBackground} \mymulticolumn{2}{x{5.377cm}}{\bf\textcolor{white}{One-way ANOVA (cont)}} \tn % Row 8 \SetRowColor{LightBackground} 3. Calculate 𝑆𝑆\textasciicircum{}𝑅\textasciicircum{} & 𝑆𝑆\textasciicircum{}𝑅\textasciicircum{}=∑\_𝑖\{\{fa-times\}\}𝑠\_𝑖\textasciicircum{}2\textasciicircum{} (𝑛\_𝑖−1) \{\{nl\}\} • sum of variance\{\{fa-times\}\}no. of results in each group \{\{nl\}\} DF\textasciicircum{}R\textasciicircum{} = total no. of results - no. of groups \tn % Row Count 10 (+ 10) % Row 9 \SetRowColor{white} \mymulticolumn{2}{x{5.377cm}}{Double check: 𝑆𝑆\textasciicircum{}𝑇\textasciicircum{}=𝑆𝑆\textasciicircum{}𝑀\textasciicircum{}+𝑆𝑆\textasciicircum{}𝑅\textasciicircum{} \& DF\textasciicircum{}T\textasciicircum{} = DF\textasciicircum{}M\textasciicircum{} - DF\textasciicircum{}R\textasciicircum{}} \tn % Row Count 12 (+ 2) % Row 10 \SetRowColor{LightBackground} 4. Calculate Mean Squared Error & MS\textasciicircum{}M\textasciicircum{} = SS\textasciicircum{}M\textasciicircum{}/DF\textasciicircum{}M\textasciicircum{} \{\{nl\}\} MS\textasciicircum{}R\textasciicircum{} = SS\textasciicircum{}R\textasciicircum{}/DF\textasciicircum{}R\textasciicircum{} \tn % Row Count 15 (+ 3) % Row 11 \SetRowColor{white} 5. Calculate F-ratio & F = MS\textasciicircum{}M\textasciicircum{} / MS\textasciicircum{}R\textasciicircum{} \tn % Row Count 16 (+ 1) % Row 12 \SetRowColor{LightBackground} \mymulticolumn{2}{x{5.377cm}}{if F is lower than value in F-table, then p \textless{} 0.05 \{\{fa-arrow-right\}\} results are statistically significant} \tn % Row Count 19 (+ 3) \hhline{>{\arrayrulecolor{DarkBackground}}--} \end{tabularx} \par\addvspace{1.3em} \begin{tabularx}{5.377cm}{x{1.89126 cm} x{3.08574 cm} } \SetRowColor{DarkBackground} \mymulticolumn{2}{x{5.377cm}}{\bf\textcolor{white}{Behaviour Theories}} \tn % Row 0 \SetRowColor{LightBackground} Health Belief Model & Perceived Benefits v Perceived Barriers, Perceived Theat, Self-Efficacy, Cues to Action all contribute to Likelihood of Engaging in Health-Promoting Behaviour \tn % Row Count 7 (+ 7) % Row 1 \SetRowColor{white} Theory of Reasoned Action & Self-belief + Influenced beliefs, Attitudes, Intention \{\{fa-arrow-right\}\} Behaviour \tn % Row Count 11 (+ 4) % Row 2 \SetRowColor{LightBackground} \seqsplit{Self-Determination} Theory & Intrinsic (self-benefit) v Extrinsic motivation (external benefits) \tn % Row Count 14 (+ 3) % Row 3 \SetRowColor{white} Goal Setting Theory & Basic idea: goal serves as a motivator, work harder as long as they believe goal is achievable. Importance in Clarity, Challenge and Feedback \tn % Row Count 20 (+ 6) % Row 4 \SetRowColor{LightBackground} Social Cognitive Theory & Cognitive, Environmental and Behavioural factors determine human behaviour \tn % Row Count 24 (+ 4) % Row 5 \SetRowColor{white} Fogg Behavioural Model & Behaviour = Motivators, Ability, Triggers \{\{nl\}\} • Motivators: Sensation, Anticipation, Social Cohesion \{\{nl\}\} • Ability: Train or Simplify \{\{nl\}\} • Triggers: Spark, Signal or Facilitator \tn % Row Count 33 (+ 9) \hhline{>{\arrayrulecolor{DarkBackground}}--} \end{tabularx} \par\addvspace{1.3em} \begin{tabularx}{5.377cm}{X} \SetRowColor{DarkBackground} \mymulticolumn{1}{x{5.377cm}}{\bf\textcolor{white}{Testable Research Questions}} \tn \SetRowColor{LightBackground} \mymulticolumn{1}{p{5.377cm}}{\vspace{1px}\centerline{\includegraphics[width=5.1cm]{/web/www.cheatography.com/public/uploads/eevyern_1543000521_Picture1.png}}} \tn \hhline{>{\arrayrulecolor{DarkBackground}}-} \SetRowColor{LightBackground} \mymulticolumn{1}{x{5.377cm}}{{\bf{Weak questions}} are {\emph{untestable}} and broad \newline {\bf{Stronger questions}} are {\emph{more testable}}, but {\emph{less generalizable}}} \tn \hhline{>{\arrayrulecolor{DarkBackground}}-} \end{tabularx} \par\addvspace{1.3em} \begin{tabularx}{5.377cm}{x{2.4885 cm} x{2.4885 cm} } \SetRowColor{DarkBackground} \mymulticolumn{2}{x{5.377cm}}{\bf\textcolor{white}{Step 4: Define Trials}} \tn % Row 0 \SetRowColor{LightBackground} Estimate the {\bf{time for each trial}} & around 5-10 seconds? \tn % Row Count 2 (+ 2) % Row 1 \SetRowColor{white} Estimate the {\bf{time for each condition}} & Time for each trial \{\{fa-times\}\} no. of trials for each condition \tn % Row Count 6 (+ 4) % Row 2 \SetRowColor{LightBackground} \mymulticolumn{2}{x{5.377cm}}{{\bf{Balance}} the trials (so experiment is within 45 min)} \tn % Row Count 8 (+ 2) % Row 3 \SetRowColor{white} Combine with the {\bf{condition arrangement}} & Essentially, find the total time the experiment will take \tn % Row Count 11 (+ 3) \hhline{>{\arrayrulecolor{DarkBackground}}--} \SetRowColor{LightBackground} \mymulticolumn{2}{x{5.377cm}}{Trials: a single repetition of a single condition \newline Typically want to have at least {\bf{3 trials per condition}} to increase reliability \newline Consider time: trials should last for {\bf{45 minutes}} (excluding pre and post interviews)} \tn \hhline{>{\arrayrulecolor{DarkBackground}}--} \end{tabularx} \par\addvspace{1.3em} \begin{tabularx}{5.377cm}{X} \SetRowColor{DarkBackground} \mymulticolumn{1}{x{5.377cm}}{\bf\textcolor{white}{Interaction Effect}} \tn \SetRowColor{LightBackground} \mymulticolumn{1}{p{5.377cm}}{\vspace{1px}\centerline{\includegraphics[width=5.1cm]{/web/www.cheatography.com/public/uploads/eevyern_1543067834_Picture4.png}}} \tn \hhline{>{\arrayrulecolor{DarkBackground}}-} \end{tabularx} \par\addvspace{1.3em} \begin{tabularx}{5.377cm}{X} \SetRowColor{DarkBackground} \mymulticolumn{1}{x{5.377cm}}{\bf\textcolor{white}{Which t-test or ANOVA?}} \tn \SetRowColor{LightBackground} \mymulticolumn{1}{p{5.377cm}}{\vspace{1px}\centerline{\includegraphics[width=5.1cm]{/web/www.cheatography.com/public/uploads/eevyern_1543067872_Picture5.png}}} \tn \hhline{>{\arrayrulecolor{DarkBackground}}-} \end{tabularx} \par\addvspace{1.3em} \begin{tabularx}{5.377cm}{p{0.4977 cm} p{0.4977 cm} } \SetRowColor{DarkBackground} \mymulticolumn{2}{x{5.377cm}}{\bf\textcolor{white}{Cognition Processes}} \tn % Row 0 \SetRowColor{LightBackground} \mymulticolumn{2}{x{5.377cm}}{Attention} \tn % Row Count 1 (+ 1) % Row 1 \SetRowColor{white} \mymulticolumn{2}{x{5.377cm}}{Perception} \tn % Row Count 2 (+ 1) % Row 2 \SetRowColor{LightBackground} \mymulticolumn{2}{x{5.377cm}}{Memory} \tn % Row Count 3 (+ 1) % Row 3 \SetRowColor{white} \mymulticolumn{2}{x{5.377cm}}{Learning} \tn % Row Count 4 (+ 1) % Row 4 \SetRowColor{LightBackground} \mymulticolumn{2}{x{5.377cm}}{Reading, speaking \& listening} \tn % Row Count 5 (+ 1) % Row 5 \SetRowColor{white} \mymulticolumn{2}{x{5.377cm}}{Problem-solving, planning, reasoning \& decision-making} \tn % Row Count 7 (+ 2) \hhline{>{\arrayrulecolor{DarkBackground}}--} \end{tabularx} \par\addvspace{1.3em} \begin{tabularx}{5.377cm}{x{1.64241 cm} x{3.33459 cm} } \SetRowColor{DarkBackground} \mymulticolumn{2}{x{5.377cm}}{\bf\textcolor{white}{Attention}} \tn % Row 0 \SetRowColor{LightBackground} \mymulticolumn{2}{x{5.377cm}}{Selecting things to concentrate on at {\emph{a point in time}} from the mass of stimuli around us} \tn % Row Count 2 (+ 2) % Row 1 \SetRowColor{white} \mymulticolumn{2}{x{5.377cm}}{Focus on information that's {\bf{relevant}} to what we are doing} \tn % Row Count 4 (+ 2) % Row 2 \SetRowColor{LightBackground} \mymulticolumn{2}{x{5.377cm}}{Involves audio/visual senses} \tn % Row Count 5 (+ 1) % Row 3 \SetRowColor{white} Design \seqsplit{implications:} & • Make information {\bf{salient}} if it needs attending to \{\{nl\}\} • make things {\bf{stand out}} \{\{nl\}\} •{\bf{avoid cluttering}} interface \tn % Row Count 11 (+ 6) \hhline{>{\arrayrulecolor{DarkBackground}}--} \end{tabularx} \par\addvspace{1.3em} \begin{tabularx}{5.377cm}{x{1.14471 cm} x{3.83229 cm} } \SetRowColor{DarkBackground} \mymulticolumn{2}{x{5.377cm}}{\bf\textcolor{white}{Perception}} \tn % Row 0 \SetRowColor{LightBackground} \mymulticolumn{2}{x{5.377cm}}{How information is {\bf{acquired}} from the world, and transformed into experiences} \tn % Row Count 2 (+ 2) % Row 1 \SetRowColor{white} \mymulticolumn{2}{x{5.377cm}}{Design representations that are readily perceivable} \tn % Row Count 4 (+ 2) % Row 2 \SetRowColor{LightBackground} \seqsplit{Implication:} & • Group information \{\{nl\}\} • Text should bne legible and distinguishable from the background \tn % Row Count 8 (+ 4) \hhline{>{\arrayrulecolor{DarkBackground}}--} \end{tabularx} \par\addvspace{1.3em} \begin{tabularx}{5.377cm}{x{1.4931 cm} x{3.4839 cm} } \SetRowColor{DarkBackground} \mymulticolumn{2}{x{5.377cm}}{\bf\textcolor{white}{Memory}} \tn % Row 0 \SetRowColor{LightBackground} Stages of memory: & • Encoding \{\{nl\}\} • Storage \{\{nl\}\} • Retrieval \tn % Row Count 2 (+ 2) % Row 1 \SetRowColor{white} Encoding: & • Determines which info is attended to in environment + how it's intepreted \{\{nl\}\} • Context affects extent to which info can be retrieved - different context \{\{fa-arrow-right\}\} difficult to recall \tn % Row Count 10 (+ 8) % Row 2 \SetRowColor{LightBackground} \seqsplit{Implications:} & • Focus attention/no complicated procedures \{\{nl\}\} • Recognition over recall \{\{nl\}\} • Provide various ways of encoding and retrieving info (searching v history) \tn % Row Count 16 (+ 6) % Row 3 \SetRowColor{white} \mymulticolumn{2}{x{5.377cm}}{Storage:} \tn % Row Count 17 (+ 1) % Row 4 \SetRowColor{LightBackground} Sensory Memory: & • {\bf{shortest-term}} memory, acts like a buffer for stimuli retrieved\{\{nl\}\} • Ability to remember and process info at same time\{\{nl\}\} • Information will {\bf{decay}} within 10-15s\{\{nl\}\} • Extended by rehearsal, hindered by interference \tn % Row Count 26 (+ 9) % Row 5 \SetRowColor{white} Long-term Memory: & •Declarative Memory (factual info):\{\{nl\}\}~• Semantic Memory (general) + Episodic Memory (personal knowledge)\{\{nl\}\}• Procedural Memory (skills/habits) \tn % Row Count 32 (+ 6) \end{tabularx} \par\addvspace{1.3em} \vfill \columnbreak \begin{tabularx}{5.377cm}{x{1.4931 cm} x{3.4839 cm} } \SetRowColor{DarkBackground} \mymulticolumn{2}{x{5.377cm}}{\bf\textcolor{white}{Memory (cont)}} \tn % Row 6 \SetRowColor{LightBackground} Retrieval: & • Internal/External stimuli for {\bf{retrieval cues}}\{\{nl\}\}• Encoded at same time as memory \tn % Row Count 4 (+ 4) \hhline{>{\arrayrulecolor{DarkBackground}}--} \end{tabularx} \par\addvspace{1.3em} \begin{tabularx}{5.377cm}{x{1.9908 cm} x{2.9862 cm} } \SetRowColor{DarkBackground} \mymulticolumn{2}{x{5.377cm}}{\bf\textcolor{white}{Cognitive System Principles}} \tn % Row 0 \SetRowColor{LightBackground} {\bf{Uncertainty Principle}} & 𝑇=𝐼\textasciicircum{}𝐶\textasciicircum{}𝐻 \tn % Row Count 2 (+ 2) % Row 1 \SetRowColor{white} \mymulticolumn{2}{x{5.377cm}}{where T = Decision time, H = log2(n+1) (where n is the no. of choices)} \tn % Row Count 4 (+ 2) % Row 2 \SetRowColor{LightBackground} {\bf{Variable Rate Principle}} & More effort \{\{fa-arrow-right\}\} Faster processing (ie. cycle time \{\{fa-arrow-down\}\} \tn % Row Count 8 (+ 4) % Row 3 \SetRowColor{white} \mymulticolumn{2}{x{5.377cm}}{Cycle time also diminishes with practice: 𝑇\_𝑛=𝑇\_1 \{\{fa-times\}\} 𝑛\textasciicircum{}−𝛼\textasciicircum{}} \tn % Row Count 10 (+ 2) % Row 4 \SetRowColor{LightBackground} {\bf{Fitts' Law}} & 𝑇\_𝑀=𝑎+𝑏 log\_2⁡(𝐴/𝑊+1) \tn % Row Count 12 (+ 2) % Row 5 \SetRowColor{white} \mymulticolumn{2}{x{5.377cm}}{where A = distance to target, W = error tolerance} \tn % Row Count 13 (+ 1) \hhline{>{\arrayrulecolor{DarkBackground}}--} \end{tabularx} \par\addvspace{1.3em} \begin{tabularx}{5.377cm}{x{1.59264 cm} x{3.38436 cm} } \SetRowColor{DarkBackground} \mymulticolumn{2}{x{5.377cm}}{\bf\textcolor{white}{Trans-theoretical Models}} \tn % Row 0 \SetRowColor{LightBackground} 5 Stages of Change & Pre-contemplation, Contemplation, Preparation, Action, Maintenance \tn % Row Count 3 (+ 3) % Row 1 \SetRowColor{white} Processes of Change & Consciousness raising, Social liberation, Goal setting, Helping relationships, Rewards \tn % Row Count 7 (+ 4) \hhline{>{\arrayrulecolor{DarkBackground}}--} \SetRowColor{LightBackground} \mymulticolumn{2}{x{5.377cm}}{Processes of change can be applied to 5 stages of change. \newline Each person will value different processes differently.} \tn \hhline{>{\arrayrulecolor{DarkBackground}}--} \end{tabularx} \par\addvspace{1.3em} \begin{tabularx}{5.377cm}{x{2.33919 cm} x{2.63781 cm} } \SetRowColor{DarkBackground} \mymulticolumn{2}{x{5.377cm}}{\bf\textcolor{white}{Statistics}} \tn % Row 0 \SetRowColor{LightBackground} \mymulticolumn{2}{x{5.377cm}}{We use sample statistics to estimate/{\bf{make inferences}} about population parameters} \tn % Row Count 2 (+ 2) % Row 1 \SetRowColor{white} \mymulticolumn{2}{x{5.377cm}}{Due to {\emph{uncertainty}} and {\emph{variability}}, conclusions and estimates may not always be correct.} \tn % Row Count 4 (+ 2) % Row 2 \SetRowColor{LightBackground} \mymulticolumn{2}{x{5.377cm}}{Need measures of {\bf{reliability}}} \tn % Row Count 5 (+ 1) % Row 3 \SetRowColor{white} • {\bf{Confidence interval}} & • the confidence that the {\emph{true population value}} of a parameter falls within a {\bf{confidence interval}} \{\{nl\}\} • affected by: {\bf{variation \& sample size}} \tn % Row Count 13 (+ 8) % Row 4 \SetRowColor{LightBackground} • {\bf{Level of significance}} & •"P value", α \{\{nl\}\} • the prob. of {\bf{rejecting the null hypothesis}} when it is actually true ({\emph{Type I error}}) \{\{nl\}\} • ie. concluding that there is a difference when there may be no actual difference \{\{nl\}\} • signifies the probability that the difference is due to chance \tn % Row Count 27 (+ 14) % Row 5 \SetRowColor{white} Level of Significance {\bf{Thresholds}} & • Not significant (p\textgreater{}.1; p=n.s.) \{\{nl\}\} • Marginally significant (p\textless{}0.1) \{\{nl\}\} • (Fairly) significant (p\textless{}.05) \{\{nl\}\} • (Good) significant (p\textless{}.01) \{\{nl\}\} • (Excellently) significant (p\textless{}.001) \tn % Row Count 37 (+ 10) \hhline{>{\arrayrulecolor{DarkBackground}}--} \end{tabularx} \par\addvspace{1.3em} \begin{tabularx}{5.377cm}{X} \SetRowColor{DarkBackground} \mymulticolumn{1}{x{5.377cm}}{\bf\textcolor{white}{Some Formulae}} \tn \SetRowColor{LightBackground} \mymulticolumn{1}{p{5.377cm}}{\vspace{1px}\centerline{\includegraphics[width=5.1cm]{/web/www.cheatography.com/public/uploads/eevyern_1543051368_Picture1.png}}} \tn \hhline{>{\arrayrulecolor{DarkBackground}}-} \end{tabularx} \par\addvspace{1.3em} \begin{tabularx}{5.377cm}{X} \SetRowColor{DarkBackground} \mymulticolumn{1}{x{5.377cm}}{\bf\textcolor{white}{Cumulative Percentage}} \tn \SetRowColor{LightBackground} \mymulticolumn{1}{p{5.377cm}}{\vspace{1px}\centerline{\includegraphics[width=5.1cm]{/web/www.cheatography.com/public/uploads/eevyern_1543051481_Picture2.jpg}}} \tn \hhline{>{\arrayrulecolor{DarkBackground}}-} \end{tabularx} \par\addvspace{1.3em} \begin{tabularx}{5.377cm}{x{2.4885 cm} x{2.4885 cm} } \SetRowColor{DarkBackground} \mymulticolumn{2}{x{5.377cm}}{\bf\textcolor{white}{Central Limit Theorem}} \tn % Row 0 \SetRowColor{LightBackground} \mymulticolumn{2}{x{5.377cm}}{As the sample size gets larger...} \tn % Row Count 1 (+ 1) % Row 1 \SetRowColor{white} \mymulticolumn{2}{x{5.377cm}}{The mean of sample means approaches the {\bf{population mean}}} \tn % Row Count 3 (+ 2) % Row 2 \SetRowColor{LightBackground} The standard error of the sameple means = the {\bf{standard deviation of the population mean}} & \{\{nobreak\}\} \seqsplit{𝑆𝐸=𝑠/√𝑛=√(𝑉𝑎𝑟𝑖𝑎𝑛𝑐𝑒/𝑛)} \tn % Row Count 8 (+ 5) \hhline{>{\arrayrulecolor{DarkBackground}}--} \end{tabularx} \par\addvspace{1.3em} \begin{tabularx}{5.377cm}{X} \SetRowColor{DarkBackground} \mymulticolumn{1}{x{5.377cm}}{\bf\textcolor{white}{SED Between 2 Samples}} \tn \SetRowColor{LightBackground} \mymulticolumn{1}{p{5.377cm}}{\vspace{1px}\centerline{\includegraphics[width=5.1cm]{/web/www.cheatography.com/public/uploads/eevyern_1543052762_Picture3.png}}} \tn \hhline{>{\arrayrulecolor{DarkBackground}}-} \end{tabularx} \par\addvspace{1.3em} \begin{tabularx}{5.377cm}{x{2.4885 cm} x{2.4885 cm} } \SetRowColor{DarkBackground} \mymulticolumn{2}{x{5.377cm}}{\bf\textcolor{white}{2-Sample t-test}} \tn % Row 0 \SetRowColor{LightBackground} {\bf{Small sample sizes}} \{\{fa-arrow-right\}\} {\bf{not normal distribution}} & Use {\bf{t-distribution}} \tn % Row Count 4 (+ 4) % Row 1 \SetRowColor{white} Steps: & 1. Calculate mean difference \{\{nl\}\} 2. Calculate SD \{\{nl\}\} 3. Calculate no. of SDs away from 0 \{\{nl\}\} 4. Calculate df = smaller {\emph{n}} - 1 \{\{nl\}\} 5. Calculate p-value, for significance (which p-value is it closest to) \tn % Row Count 15 (+ 11) % Row 2 \SetRowColor{LightBackground} If given desired {\bf{confidence interval}}, steps: & 1. Given desired CI \{\{nl\}\} 2. Get no. of SDs away from 0 from t-table \{\{nl\}\} 3. Calculate margin of error in units ((2) \{\{fa-times\}\} SD) \tn % Row Count 22 (+ 7) % Row 3 \SetRowColor{white} Difference between groups more likely to be significant if: & • {\bf{Large difference}} between means \{\{nl\}\} • {\bf{Small SD}} or {\bf{large n}} in each group \tn % Row Count 27 (+ 5) % Row 4 \SetRowColor{LightBackground} Assumptions: & • Continuous variable \{\{nl\}\} • Independent samples \tn % Row Count 30 (+ 3) \hhline{>{\arrayrulecolor{DarkBackground}}--} \SetRowColor{LightBackground} \mymulticolumn{2}{x{5.377cm}}{Also called the {\bf{independent-samples t-test}} \newline Other tests: \newline • One-sample t-test (sample v constant) \newline • Paired-sampled t-test (within-subjects, repeated measures) \newline • One-way ANOVA} \tn \hhline{>{\arrayrulecolor{DarkBackground}}--} \end{tabularx} \par\addvspace{1.3em} \begin{tabularx}{5.377cm}{x{1.69218 cm} x{3.28482 cm} } \SetRowColor{DarkBackground} \mymulticolumn{2}{x{5.377cm}}{\bf\textcolor{white}{Cognitive Heuristics}} \tn % Row 0 \SetRowColor{LightBackground} {\bf{Affects}} & where {\bf{emotions}} influence {\bf{decisions}} \tn % Row Count 2 (+ 2) % Row 1 \SetRowColor{white} {\bf{Availability}} & where people {\bf{overestimate}} the importance of information available to them \tn % Row Count 5 (+ 3) % Row 2 \SetRowColor{LightBackground} {\bf{Confirmation Bias}} & where we only listen to information that confirms out {\bf{preconceptions}} \tn % Row Count 8 (+ 3) % Row 3 \SetRowColor{white} {\bf{Halo Effect}} & where an outcome in one area is due to factors {\emph{from another}} \tn % Row Count 11 (+ 3) % Row 4 \SetRowColor{LightBackground} {\bf{Framing Effect}} & where the words used push listeners in a {\bf{certain direction}} \tn % Row Count 14 (+ 3) \hhline{>{\arrayrulecolor{DarkBackground}}--} \SetRowColor{LightBackground} \mymulticolumn{2}{x{5.377cm}}{Implications: watch out for biasing your participants.} \tn \hhline{>{\arrayrulecolor{DarkBackground}}--} \end{tabularx} \par\addvspace{1.3em} \begin{tabularx}{5.377cm}{X} \SetRowColor{DarkBackground} \mymulticolumn{1}{x{5.377cm}}{\bf\textcolor{white}{Structural Equation Modeling}} \tn \SetRowColor{LightBackground} \mymulticolumn{1}{p{5.377cm}}{\vspace{1px}\centerline{\includegraphics[width=5.1cm]{/web/www.cheatography.com/public/uploads/eevyern_1543121933_Picture2.png}}} \tn \hhline{>{\arrayrulecolor{DarkBackground}}-} \end{tabularx} \par\addvspace{1.3em} \begin{tabularx}{5.377cm}{p{0.4977 cm} p{0.4977 cm} } \SetRowColor{DarkBackground} \mymulticolumn{2}{x{5.377cm}}{\bf\textcolor{white}{Design Strategies for Lifestyle Behaviour Change}} \tn % Row 0 \SetRowColor{LightBackground} \mymulticolumn{2}{x{5.377cm}}{Abstract \& Reflective} \tn % Row Count 1 (+ 1) % Row 1 \SetRowColor{white} \mymulticolumn{2}{x{5.377cm}}{Unobtrusive} \tn % Row Count 2 (+ 1) % Row 2 \SetRowColor{LightBackground} \mymulticolumn{2}{x{5.377cm}}{Public} \tn % Row Count 3 (+ 1) % Row 3 \SetRowColor{white} \mymulticolumn{2}{x{5.377cm}}{Aesthetic} \tn % Row Count 4 (+ 1) % Row 4 \SetRowColor{LightBackground} \mymulticolumn{2}{x{5.377cm}}{Positive} \tn % Row Count 5 (+ 1) % Row 5 \SetRowColor{white} \mymulticolumn{2}{x{5.377cm}}{Controllable} \tn % Row Count 6 (+ 1) % Row 6 \SetRowColor{LightBackground} \mymulticolumn{2}{x{5.377cm}}{Trending/Historical} \tn % Row Count 7 (+ 1) % Row 7 \SetRowColor{white} \mymulticolumn{2}{x{5.377cm}}{Comprehensive} \tn % Row Count 8 (+ 1) \hhline{>{\arrayrulecolor{DarkBackground}}--} \end{tabularx} \par\addvspace{1.3em} \begin{tabularx}{5.377cm}{p{0.4977 cm} p{0.4977 cm} } \SetRowColor{DarkBackground} \mymulticolumn{2}{x{5.377cm}}{\bf\textcolor{white}{Nielsen Heuristics}} \tn % Row 0 \SetRowColor{LightBackground} \mymulticolumn{2}{x{5.377cm}}{Visibility of system status} \tn % Row Count 1 (+ 1) % Row 1 \SetRowColor{white} \mymulticolumn{2}{x{5.377cm}}{Match system and real world} \tn % Row Count 2 (+ 1) % Row 2 \SetRowColor{LightBackground} \mymulticolumn{2}{x{5.377cm}}{User control and freedom} \tn % Row Count 3 (+ 1) % Row 3 \SetRowColor{white} \mymulticolumn{2}{x{5.377cm}}{Consistency and standards} \tn % Row Count 4 (+ 1) % Row 4 \SetRowColor{LightBackground} \mymulticolumn{2}{x{5.377cm}}{Error prevention} \tn % Row Count 5 (+ 1) % Row 5 \SetRowColor{white} \mymulticolumn{2}{x{5.377cm}}{Recognition over recall} \tn % Row Count 6 (+ 1) % Row 6 \SetRowColor{LightBackground} \mymulticolumn{2}{x{5.377cm}}{Flexibility and efficiency of use} \tn % Row Count 7 (+ 1) % Row 7 \SetRowColor{white} \mymulticolumn{2}{x{5.377cm}}{Aesthetic and minimalist design} \tn % Row Count 8 (+ 1) % Row 8 \SetRowColor{LightBackground} \mymulticolumn{2}{x{5.377cm}}{Help users recognise, diagnose, recover from errors} \tn % Row Count 10 (+ 2) % Row 9 \SetRowColor{white} \mymulticolumn{2}{x{5.377cm}}{Help and documentation} \tn % Row Count 11 (+ 1) \hhline{>{\arrayrulecolor{DarkBackground}}--} \end{tabularx} \par\addvspace{1.3em} % That's all folks \end{multicols*} \end{document}