mirror of
https://github.com/velocitatem/PHANTOM.git
synced 2026-05-31 16:43:36 +00:00
a9d73ccce5
* initial environemnt definitions * high level defintion * formlating the reward simply * improved implementation * tailored docker compose image for secondary tenaordboard * preliminary desriptions and babble * details on formulation and defintion of agent and its loop * typos one * more grammar issues * fluidity improvements and refactors * more decluttering and dnoising * finalizing introduction review * some methodology * somehow this disappeared * bit more of this and that * methodology of how we do architectuer and online DP * fix: compilation * expanding on the taxonomy and economic references * authoer notes * acks + google GCP * making space w new format nada lit review * stronger lit review and more sources * forgot about tables and graphs * dedupe citations * adding cloudflare * fixing env vars * updating docs with url * upating embed * fixing the url * paper badge * formaliztaion of rewards and adding definitions * noisy formulations * connecting some more dots here * adding significant weight in prices * fixing error * fixing typos and consistency * extra math formulations and refferenceot DRO * fixing diagram of loops * github mindmap * fixing erro and thiknig about big picture * enhancing the website * goals methodology and gitignore * some more references and theory links * talking about some wtp * feature: added wordcounter * forcing latex builds and fixining the bib # * refactor: update Cost of Information equations and notation for clarity * some more math and refactors * refactor: unify notation and improve clarity in COI equations * refactor: generalize master function for demand estimation and pricing strategies * we dont like math but we have to do it :( * refactor: enhance Cost of Information framework with additional context and illustration * refactor: enhance literature review and methodology sections with economic theory insights and system architecture details * alining format to fit the rubric * refactoring bibliography * fix: align * mdp additionally * trying different title * adding balance figure * agentic givergence, finally * fix: figure fonts adjusted to match
66 lines
2.8 KiB
TeX
66 lines
2.8 KiB
TeX
\begin{table}[ht]
|
|
\centering
|
|
\small
|
|
\resizebox{\columnwidth}{!}{%
|
|
\begin{tabular}{p{4.5cm}p{1.5cm}p{6cm}}
|
|
\hline
|
|
\textbf{Feature} & \textbf{Type} & \textbf{Description} \\
|
|
\hline
|
|
\multicolumn{3}{l}{\textit{Session Identifiers}} \\
|
|
sessionId & object & Unique identifier for user session \\
|
|
experimentId & object & Experiment run identifier \\
|
|
\hline
|
|
\multicolumn{3}{l}{\textit{Temporal Features}} \\
|
|
session\_duration\_sec & float & Total session duration in seconds \\
|
|
avg\_time\_between\_events & float & Mean inter-event time \\
|
|
std\_time\_between\_events & float & Standard deviation of inter-event times \\
|
|
min\_time\_between\_events & float & Minimum time between consecutive events \\
|
|
session\_start\_hour & int & Hour of day when session started \\
|
|
\hline
|
|
\multicolumn{3}{l}{\textit{Interaction Metrics}} \\
|
|
total\_interactions & int & Count of all user interactions \\
|
|
total\_events & int & Total number of tracked events \\
|
|
interaction\_velocity & float & Rate of interactions per time unit \\
|
|
max\_velocity\_5min & int & Peak interaction count in any 5-minute window \\
|
|
\hline
|
|
\multicolumn{3}{l}{\textit{Navigation Behavior}} \\
|
|
unique\_pages & int & Number of distinct pages visited \\
|
|
page\_views & int & Total page view events \\
|
|
\hline
|
|
\multicolumn{3}{l}{\textit{Product Engagement}} \\
|
|
item\_views & int & Number of product detail views \\
|
|
unique\_products\_viewed & int & Count of distinct products examined \\
|
|
product\_view\_depth & int & Repeat views of same products \\
|
|
\hline
|
|
\multicolumn{3}{l}{\textit{Conversion Funnel}} \\
|
|
cart\_adds & int & Number of items added to cart \\
|
|
purchases & int & Completed transactions \\
|
|
cart\_to\_view\_ratio & float & Ratio of cart additions to item views \\
|
|
conversion\_rate & float & Purchase to view conversion \\
|
|
\hline
|
|
\multicolumn{3}{l}{\textit{Interaction Quality}} \\
|
|
hover\_events & int & Mouse hover event count \\
|
|
hover\_intensity & float & Hover events per interaction \\
|
|
\hline
|
|
\multicolumn{3}{l}{\textit{Price Behavior}} \\
|
|
avg\_price\_seen & float & Mean price across viewed products \\
|
|
min\_price\_seen & float & Lowest price encountered \\
|
|
max\_price\_seen & float & Highest price encountered \\
|
|
price\_range & float & Difference between max and min prices seen \\
|
|
\hline
|
|
\multicolumn{3}{l}{\textit{Technical Fingerprinting}} \\
|
|
is\_headless & bool & Headless browser detection flag \\
|
|
is\_automation & bool & Automation framework detection flag \\
|
|
browser\_family & object & Browser type classification \\
|
|
\hline
|
|
\multicolumn{3}{l}{\textit{Experimental Labels}} \\
|
|
is\_agent & bool & Ground truth agent classification \\
|
|
xp\_human\_only & bool & Human-only experiment indicator \\
|
|
xp\_market\_mode & object & Market context (hotel/airline) \\
|
|
\hline
|
|
\end{tabular}%
|
|
}
|
|
\caption{Feature matrix schema for session-level behavioral classification (32 features total).}
|
|
\label{tab:features}
|
|
\end{table}
|