Synergistic integration between machine learning and agent-based modeling: A multidisciplinary review

W Zhang, A Valencia, NB Chang - IEEE Transactions on …, 2021 - ieeexplore.ieee.org
Agent-based modeling (ABM) involves developing models in which agents make adaptive
decisions in a changing environment. Machine-learning (ML) based inference models can …

Agent‐based modeling of new product market diffusion: an overview of strengths and criticisms

W Rand, C Stummer - Annals of Operations Research, 2021 - Springer
Market diffusion of new products is driven by the actions and reactions of consumers,
distributors, competitors, and other stakeholders, all of whom can be heterogeneous in their …

Using machine learning for agent specifications in agent-based models and simulations: A critical review and guidelines

MAE Dehkordi, JM Lechner, A Ghorbani… - Journal of Artificial …, 2023 - research.tudelft.nl
Agent-based modelling and simulation (ABMS), whether simple toy models or complex data-
driven ones, is regularly applied in various domains to study the system-level patterns …

Complex systems: Marketing's new frontier

W Rand, RT Rust, M Kim - AMS Review, 2018 - Springer
Complex systems approaches are emerging as new methods that complement conventional
analytical and statistical approaches for analyzing marketing phenomena. These methods …

[HTML][HTML] Determining the right time to advertise adopter numbers for a two-sided digital platform: An agent-based simulation optimization approach

MD Haurand, C Stummer - EURO Journal on Decision Processes, 2023 - Elsevier
The adoption of two-sided digital platforms is influenced by cross-side network effects, that
is, the number of adopters on the demand side of a platform affects the number of adopters …

Path dependence

C Gräbner-Radkowitsch, J Kapeller - 2024 - econstor.eu
This short paper explains the theory of path dependence and clarifies its relation to concepts
such as positive feedback or lock-in, arguing that path dependence is a core theoretical …

[PDF][PDF] The early-stage development of two-sided digital platforms: a simulation approach

MD Haurand, C Stummer - 2018 - scholar.archive.org
Two-sided digital platforms mediate between two independent groups of users in a virtual
marketplace. Firms such as Airbnb have impressively demonstrated the disruptive effects of …

Beyond interchange: From plastic to payment platforms?

U Milkau - Journal of Payments Strategy & Systems, 2020 - ingentaconnect.com
The emergence of mobile payments has delivered unprecedented levels of convenience for
consumers. In parallel, digital platforms have begun to launch dedicated payment platforms …

[PDF][PDF] Von Onlineplattformen und mittelalterlichen Märkten

C Gräbner, T Heinrich - 2017 - core.ac.uk
Claudius Gräbner, Torsten Heinrich 26/3 (2017) form “dar, die beide Seiten des Marktes
miteinander verbindet. Die Begriffe der Plattform und des Netzwerkbetreibers sind also breit …

Von Onlineplattformen und mittelalterlichen Märkten: Gleichgewichtsmodelle und agentenbasierte Modellierung zweiseitiger Märkte

C Gräbner, T Heinrich - … in Theorie und Praxis/Journal for Technology …, 2017 - ssoar.info
Mit der zunehmenden Digitalisierung und Vernetzung ökonomischer Systeme haben
plattformbasierte Interaktionsbeziehungen stark an Bedeutung gewonnen. Hier werden zwei …