From b9fa35e820969f22f399384ce334c41cd8901f93 Mon Sep 17 00:00:00 2001 From: Daniel Rosel Date: Fri, 12 Dec 2025 15:54:56 +0100 Subject: [PATCH] typos one --- paper/src/chapters/01-intro.tex | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/paper/src/chapters/01-intro.tex b/paper/src/chapters/01-intro.tex index e8155ad..edb6535 100644 --- a/paper/src/chapters/01-intro.tex +++ b/paper/src/chapters/01-intro.tex @@ -8,9 +8,9 @@ \section{Introduction} -In this paper we present an exploration and defense against the persence of new comercial entities present in digitially powered platforms. This research aims to establish the following contributions: definition and formalization of the existence of non-human transactors in e-commerce platforms, development of a testing-ground for capturing the behavioral essence off these transactors on a large variety of digital systems, construction of a discriminative model (to prove separability) as a strong learner for downstream mitigation of contamination by non-human entities, translation of such learned separability into existing dynamic pricing machine learning loops, finally we establish a high-level KPI affecting causal effect and cost-saving framework for the future of commerce done on the internet with the presence of such non-human learners. +In this paper we present an exploration and defense against the presence of new commercial entities present in digitally powered platforms. This research aims to establish the following contributions: definition and formalization of the existence of non-human transactors in e-commerce platforms, development of a testing-ground for capturing the behavioral essence of these transactors on a large variety of digital systems, construction of a discriminative model (to prove separability) as a strong learner for downstream mitigation of contamination by non-human entities, translation of such learned separability into existing dynamic pricing machine learning loops, and finally we establish a high-level KPI affecting causal effect and cost-saving framework for the future of commerce done on the internet with the presence of such non-human learners. -This research effort touches a large variety of domains, spanning those such as: behavioral economics for understanding the rationality of behavior as theorizied by the concept of homo economicus, agent-based modeling in our effort to translate our learned separability into disjoint dynamic pricing systems, reinforcement learning which serves as the SOTA for price-learners, dynamic pricing and economics market theory of equilibrium to understand the risks of possible supra-competitive pricing phenomena in cases of adversarial pricing systems (driving the market out of equilibrium). +This research effort touches a large variety of domains, spanning those such as: behavioral economics for understanding the rationality of behavior as theorized by the concept of homo economicus, agent-based modeling in our effort to translate our learned separability into disjoint dynamic pricing systems, reinforcement learning which serves as the SOTA for price-learners, dynamic pricing and economics market theory of equilibrium to understand the risks of possible supra-competitive pricing phenomena in cases of adversarial pricing systems (driving the market out of equilibrium). \subsection{Motivation and Market Context}