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forgot about tables and graphs
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@@ -8,6 +8,7 @@ We consider a business across time during which we have an evolving vector $p_t
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\subsection{Cost of Information Framework}
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Mathematical demonstration and validation of the COI and citation backed evidence, and framework overview + show harm to user via other cost distortions. Maybe split into 3.2.1 (COI Theory) and 3.2.2 (Framework Design)
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65
paper/src/chapters/feature_table.tex
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65
paper/src/chapters/feature_table.tex
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\begin{table}[ht]
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\centering
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\small
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\resizebox{\columnwidth}{!}{%
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\begin{tabular}{p{4.5cm}p{1.5cm}p{6cm}}
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\hline
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\textbf{Feature} & \textbf{Type} & \textbf{Description} \\
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\hline
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\multicolumn{3}{l}{\textit{Session Identifiers}} \\
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sessionId & object & Unique identifier for user session \\
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experimentId & object & Experiment run identifier \\
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\hline
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\multicolumn{3}{l}{\textit{Temporal Features}} \\
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session\_duration\_sec & float & Total session duration in seconds \\
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avg\_time\_between\_events & float & Mean inter-event time \\
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std\_time\_between\_events & float & Standard deviation of inter-event times \\
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min\_time\_between\_events & float & Minimum time between consecutive events \\
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session\_start\_hour & int & Hour of day when session started \\
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\hline
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\multicolumn{3}{l}{\textit{Interaction Metrics}} \\
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total\_interactions & int & Count of all user interactions \\
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total\_events & int & Total number of tracked events \\
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interaction\_velocity & float & Rate of interactions per time unit \\
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max\_velocity\_5min & int & Peak interaction count in any 5-minute window \\
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\hline
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\multicolumn{3}{l}{\textit{Navigation Behavior}} \\
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unique\_pages & int & Number of distinct pages visited \\
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page\_views & int & Total page view events \\
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\hline
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\multicolumn{3}{l}{\textit{Product Engagement}} \\
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item\_views & int & Number of product detail views \\
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unique\_products\_viewed & int & Count of distinct products examined \\
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product\_view\_depth & int & Repeat views of same products \\
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\hline
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\multicolumn{3}{l}{\textit{Conversion Funnel}} \\
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cart\_adds & int & Number of items added to cart \\
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purchases & int & Completed transactions \\
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cart\_to\_view\_ratio & float & Ratio of cart additions to item views \\
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conversion\_rate & float & Purchase to view conversion \\
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\hline
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\multicolumn{3}{l}{\textit{Interaction Quality}} \\
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hover\_events & int & Mouse hover event count \\
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hover\_intensity & float & Hover events per interaction \\
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\hline
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\multicolumn{3}{l}{\textit{Price Behavior}} \\
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avg\_price\_seen & float & Mean price across viewed products \\
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min\_price\_seen & float & Lowest price encountered \\
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max\_price\_seen & float & Highest price encountered \\
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price\_range & float & Difference between max and min prices seen \\
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\hline
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\multicolumn{3}{l}{\textit{Technical Fingerprinting}} \\
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is\_headless & bool & Headless browser detection flag \\
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is\_automation & bool & Automation framework detection flag \\
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browser\_family & object & Browser type classification \\
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\hline
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\multicolumn{3}{l}{\textit{Experimental Labels}} \\
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is\_agent & bool & Ground truth agent classification \\
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xp\_human\_only & bool & Human-only experiment indicator \\
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xp\_market\_mode & object & Market context (hotel/airline) \\
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\hline
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\end{tabular}%
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}
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\caption{Feature matrix schema for session-level behavioral classification (32 features total).}
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\label{tab:features}
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\end{table}
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112
paper/src/chapters/loop_figure.tex
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112
paper/src/chapters/loop_figure.tex
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\definecolor{mygreenfill}{RGB}{169, 234, 186}
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\definecolor{mygreenborder}{RGB}{29, 145, 61}
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\definecolor{mybluefill}{RGB}{204, 222, 255}
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\definecolor{myblueborder}{RGB}{66, 106, 189}
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\definecolor{mygray}{RGB}{150, 150, 150}
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\begin{tikzpicture}[
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node distance=2cm,
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% Style for Green Nodes
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greenbox/.style={
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rectangle,
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draw=mygreenborder,
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fill=mygreenfill,
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line width=1.2pt,
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align=center,
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minimum height=1cm,
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font=\sffamily
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},
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% Style for Blue Nodes
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bluebox/.style={
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rectangle,
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draw=myblueborder,
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fill=mybluefill,
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line width=1.2pt,
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align=center,
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minimum height=1cm,
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font=\sffamily
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},
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% Style for Arrows
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myarrow/.style={
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->,
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>={Stealth[length=3mm, width=2mm]},
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draw=black!80,
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line width=1.2pt,
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rounded corners=5pt
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},
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% Style for Background Dashed Circles
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dashedloop/.style={
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dashed,
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draw=mygray,
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line width=1pt
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}
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]
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% --- Coordinate Layout ---
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% Defining a grid relative to the center
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% Left Loop (Green) Nodes
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\node[greenbox, minimum width=3.5cm] (commerce) at (-3.5, 2) {Commerce Experiment};
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\node[greenbox, minimum width=1.5cm] (raw) at (-6.5, 0) {Raw\\Logs};
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\node[greenbox, minimum width=1.5cm] (features) at (-4, -2.5) {Features};
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\node[greenbox, minimum width=2.5cm] (classification) at (-1, -0.5) {Classification\\Training A/H};
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% Right Loop (Blue) Nodes
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\node[bluebox, minimum width=2.5cm] (trainedpricing) at (2.5, 2) {Trained Pricing};
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\node[bluebox, minimum width=2.5cm] (policy) at (5.5, 0) {Trained Pricing\\Policy};
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\node[bluebox, minimum width=2.5cm] (rlgym) at (2.5, -2.2) {RL Gym\\Training};
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% --- Background Dashed Loops ---
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\begin{scope}[on background layer]
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% Left Loop Circle
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\draw[dashedloop] (-3.5, 0) ellipse (3.5cm and 2.8cm);
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% Right Loop Circle
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\draw[dashedloop] (3.5, 0) ellipse (3.5cm and 2.8cm);
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\end{scope}
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% --- Arrows: Loop One (Green) ---
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% Commerce -> Raw Logs
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\draw[myarrow] (commerce.west) to[out=180, in=90] (raw.north);
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% Raw Logs -> Features
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\draw[myarrow] (raw.south) to[out=270, in=180] (features.west);
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% Features -> Classification
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\draw[myarrow] (features.east) to[out=0, in=250] (classification.south);
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% Classification -> Commerce (Closing the loop)
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\draw[myarrow] (classification.north) to[out=110, in=0] (commerce.east);
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% --- Arrows: Loop Two (Blue) ---
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% Classification (Green) -> RL Gym (Blue) - Crossing over
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\draw[myarrow] (classification.east) to[out=0, in=180] (rlgym.west);
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% RL Gym -> Policy
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\draw[myarrow] (rlgym.east) to[out=0, in=270] (policy.south);
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% Policy -> Trained Pricing
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\draw[myarrow] (policy.north) to[out=90, in=0] (trainedpricing.east);
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% Trained Pricing -> Commerce (Crossing back)
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\draw[myarrow] (trainedpricing.west) -- node[above, font=\sffamily\small, yshift=2pt] {New Pricing} (commerce.east);
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% --- Text Labels ---
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% Loop One Label
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\node[font=\sffamily, align=center] at (-3.8, 0) {Loop One:\\Data \textit{(Online)}};
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% Loop Two Label
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\node[font=\sffamily, align=center] at (3.5, 0) {Loop Two:\\Defense Gym \textit{(Offline)}};
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% Bottom Legend
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\node[font=\sffamily\small] (taskA) at (-4, -4) {Dynamic Pricing Task A};
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\node[font=\sffamily\small] (taskB) at (4, -4) {Dynamic Pricing Task B};
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\node[font=\sffamily\small] (indep) at (0, -4) {Independent};
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% Arrows for bottom legend
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\draw[->, >=Stealth, thick, darkgray] (indep.west) -- (taskA.east);
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\draw[->, >=Stealth, thick, darkgray] (indep.east) -- (taskB.west);
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\end{tikzpicture}
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