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This paper studies a strategic model of marketing and product diffusion in social networks. We consider two firms offering substitutable products which can improve their market share by seeding the key individuals in the market. Consumers…

社会与信息网络 · 计算机科学 2019-12-19 Milad Siami , Amir Ajorlou , Ali Jadbabaie

Auction is the common paradigm for resource allocation which is a fundamental problem in human society. Existing research indicates that the two primary objectives, the seller's revenue and the allocation efficiency, are generally…

计算机科学与博弈论 · 计算机科学 2019-05-27 Bin Li , Dong Hao , Dengji Zhao , Makoto Yokoo

In the global competition, companies are propelled by an immense pressure to innovate. The trend to produce more new knowledge-intensive products or services and the rapid progress of information technologies arouse huge interest on…

其他计算机科学 · 计算机科学 2012-01-11 J. Xu , Rémy Houssin , Emmanuel Caillaud , Mickaël Gardoni

This paper introduces a new approach to describe the spread of research topics across disciplines using epidemic models. The approach is based on applying individual-based models from mathematical epidemiology to the diffusion of a research…

物理与社会 · 物理学 2009-05-25 Istvan Z. Kiss , Mark Broom , Paul Craze , Ismael Rafols

Diffusion probabilistic models have made their way into a number of high-profile applications since their inception. In particular, there has been a wave of research into using diffusion models in the prediction and design of biomolecular…

生物大分子 · 定量生物学 2024-06-05 Trevor Norton , Debswapna Bhattacharya

Does a high dispersal rate provide a competitive advantage when risking competitive exclusion? To this day, the theoretical literature cannot answer this question in full generality. The present paper focuses on the simplest mathematical…

偏微分方程分析 · 数学 2020-02-24 Léo Girardin

Experiments on online marketplaces and social networks suffer from interference, where the outcome of a unit is impacted by the treatment status of other units. We propose a framework for modeling interference using a ubiquitous deployment…

统计方法学 · 统计学 2023-08-21 Ariel Boyarsky , Hongseok Namkoong , Jean Pouget-Abadie

How does competition in markets for information affect the creation and division of surplus? We study this question in a search environment in which an agent searches sequentially for a high-quality good and learns about the quality of…

理论经济学 · 经济学 2026-05-26 Teddy Mekonnen , Bobak Pakzad-Hurson

Diffusion Models are probabilistic models that create realistic samples by simulating the diffusion process, gradually adding and removing noise from data. These models have gained popularity in domains such as image processing, speech…

计算机视觉与模式识别 · 计算机科学 2024-08-21 Md Manjurul Ahsan , Shivakumar Raman , Yingtao Liu , Zahed Siddique

In this article, we investigate a competitive reaction-diffusion system modelling the interaction between several species of mosquitoes. In particular, it has been observed that in tropical regions, Aedes aegypti mosquitoes are well…

偏微分方程分析 · 数学 2024-05-24 Ben Samia , Mohamed Lazhar Tayeb , Nicolas Vauchelet

Competition and collaboration are at the heart of multi-agent probabilistic spreading processes. The battle on public opinion and competitive marketing campaigns are typical examples of the former, while the joint spread of multiple…

物理与社会 · 物理学 2021-03-17 Hanlin Sun , David Saad , Andrey Y. Lokhov

To study the effect of boundaries on diffusion of new products, we introduce two novel analytic tools: The indifference principle, which enables us to explicitly compute the aggregate diffusion on various networks, and the dominance…

社会与信息网络 · 计算机科学 2019-04-15 Gadi Fibich , Tomer Levin , Oren Yakir

Current pharmaceutical formulation development still strongly relies on the traditional trial-and-error approach by individual experiences of pharmaceutical scientists, which is laborious, time-consuming and costly. Recently, deep learning…

机器学习 · 计算机科学 2018-12-05 Yilong Yang , Zhuyifan Ye , Yan Su , Qianqian Zhao , Xiaoshan Li , Defang Ouyang

Diffusion models, a powerful and universal generative AI technology, have achieved tremendous success in computer vision, audio, reinforcement learning, and computational biology. In these applications, diffusion models provide flexible…

机器学习 · 计算机科学 2024-04-12 Minshuo Chen , Song Mei , Jianqing Fan , Mengdi Wang

The appearance of a new dangerous and contagious disease requires the development of a drug therapy faster than what is foreseen by usual mechanisms. Many drug therapy developments consist in investigating through different clinical trials…

定量方法 · 定量生物学 2020-03-31 Ezequiel Alvarez , Federico Lamagna , Manuel Szewc

Diffusion models have emerged as powerful tools for molecular generation, particularly in the context of 3D molecular structures. Inspired by non-equilibrium statistical physics, these models can generate 3D molecular structures with…

化学物理 · 物理学 2025-05-16 Amira Alakhdar , Barnabas Poczos , Newell Washburn

Most modern systems strive to learn from interactions with users, and many engage in exploration: making potentially suboptimal choices for the sake of acquiring new information. We initiate a study of the interplay between exploration and…

计算机科学与博弈论 · 计算机科学 2017-11-21 Yishay Mansour , Aleksandrs Slivkins , Zhiwei Steven Wu

Innovation diffusion in the networked population is an essential process that drives the progress of human society. Despite the recent advances in network science, a fundamental understanding of network properties that regulate such…

物理与社会 · 物理学 2023-01-03 Leyang Xue , Kai-Cheng Yang , Peng-Bi Cui , Zengru Di

Dynamical behaviors of complex interacting systems, including brain activities, financial price movements, and physical collective phenomena, are associated with underlying interactions between the system's components. The issue of…

机器学习 · 计算机科学 2025-12-03 Shuhan Zheng , Ziqiang Li , Kantaro Fujiwara , Gouhei Tanaka

The dynamics of financial markets are driven by the interactions between participants, as well as the trading mechanisms and regulatory frameworks that govern these interactions. Decision-makers would rather not ignore the impact of other…