Paper first fillout (#39)

* 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
This commit is contained in:
Daniel Alves Rösel
2026-01-13 17:07:29 +01:00
committed by GitHub
parent 221e71a503
commit a9d73ccce5
24 changed files with 1656 additions and 107 deletions

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\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}