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A percolation model is presented, with computer simulations for illustrations, to show how the sales of a new product may penetrate the consumer market. We review the traditional approach in the marketing literature, which is based on…

统计力学 · 物理学 2009-10-31 J. Goldenberg , B. Libai , S. Solomon , N. Jan , D. Stauffer

We study a Bayesian persuasion game where a sender wants to persuade a receiver to take a binary action, such as purchasing a product. The sender is informed about the (real-valued) state of the world, such as the quality of the product,…

计算机科学与博弈论 · 计算机科学 2025-02-13 Keegan Harris , Nicole Immorlica , Brendan Lucier , Aleksandrs Slivkins

We propose a general stochastic framework for modelling repeated auctions in the Real Time Bidding (RTB) ecosystem using point processes. The flexibility of the framework allows a variety of auction scenarios including configuration of…

机器学习 · 统计学 2023-08-21 Seong Jin Lee , Bumsik Kim

In this paper the generalization of the Poisson distribution is derived for the case when each consecutive event changes event rate. A simple formula for the probability of observing of a given number of events for the selected period of…

数据分析、统计与概率 · 物理学 2014-01-06 E. A. Kushnirenko

This paper proposes a general method to handle forecasts exposed to behavioural bias by finding appropriate outside views, in our case corporate sales forecasts of analysts. The idea is to find reference classes, i.e. peer groups, for each…

统计金融 · 定量金融 2022-11-17 Etienne Theising , Dominik Wied , Daniel Ziggel

We introduce the study of sequential information elicitation in strategic multi-agent systems. In an information elicitation setup a center attempts to compute the value of a function based on private information (a-k-a secrets) accessible…

计算机科学与博弈论 · 计算机科学 2012-07-19 Rann Smorodinsky , Moshe Tennenholtz

A simple advertising strategy that can be used to help increase sales of a product is to mail out special offers to selected potential customers. Because there is a cost associated with sending each offer, the optimal mailing strategy…

人工智能 · 计算机科学 2013-01-18 David Maxwell Chickering , David Heckerman

We consider polling models in the sense of Takagi (MIT Press, 1986). In our case, the feature of the server is that it may be forced to wait idly for new messages at an empty queue instead of switching to the next station. We propose four…

概率论 · 数学 2016-12-15 Frank Aurzada , Sebastian Schwinn

In quantitative finance, it is often necessary to analyze the distribution of the sum of specific functions of observed values at discrete points of an underlying process. Examples include the probability density function, the hedging…

统计金融 · 定量金融 2019-08-15 Jong Jun Park , Kyungsub Lee

We study a sequential decision-making model where a set of items is repeatedly matched to the same set of agents over multiple rounds. The objective is to determine a sequence of matchings that either maximizes the utility of the least…

计算机科学与博弈论 · 计算机科学 2025-10-07 Eugene Lim , Tzeh Yuan Neoh , Nicholas Teh

We study online learning for optimal allocation when the resource to be allocated is time. %Examples of possible applications include job scheduling for a computing server, a driver filling a day with rides, a landlord renting an estate,…

机器学习 · 统计学 2021-11-05 Etienne Boursier , Tristan Garrec , Vianney Perchet , Marco Scarsini

A special case of Myerson's classic result describes the revenue-optimal equilibrium when a seller offers a single item to a buyer. We study a repeated sales extension of this model: a seller offers to sell a single fresh copy of an item to…

计算机科学与博弈论 · 计算机科学 2019-03-12 Nikhil R. Devanur , Yuval Peres , Balasubramanian Sivan

It is important to collect credible training samples $(x,y)$ for building data-intensive learning systems (e.g., a deep learning system). Asking people to report complex distribution $p(x)$, though theoretically viable, is challenging in…

机器学习 · 计算机科学 2021-02-26 Jiaheng Wei , Zuyue Fu , Yang Liu , Xingyu Li , Zhuoran Yang , Zhaoran Wang

In continuous time, customers arrive at random. Each waits until one of $c$ servers is available; each thereafter departs at random. The distribution of maximum line length of idle customers was studied over 25 years ago. We revisit two…

历史与综述 · 数学 2019-04-09 Steven Finch

In this paper we investigate a dynamic pricing model for constant demand elasticity where customers have a probability distribution on the number of items they order. This is a generalization from standard models which restrict customers to…

最优化与控制 · 数学 2018-03-01 Nyles Breecher , Richard Stockbridge

We develop a simple and generic method to analyze randomized rumor spreading processes in fully connected networks. In contrast to all previous works, which heavily exploit the precise definition of the process under investigation, we only…

分布式、并行与集群计算 · 计算机科学 2023-03-21 Benjamin Doerr , Anatolii Kostrygin

An ability to predict the popularity dynamics of individual items within a complex evolving system has important implications in an array of areas. Here we propose a generative probabilistic framework using a reinforced Poisson process to…

社会与信息网络 · 计算机科学 2014-01-07 Hua-Wei Shen , Dashun Wang , Chaoming Song , Albert-László Barabási

Combinatorial auctions where agents can bid on bundles of items are desirable because they allow the agents to express complementarity and substitutability between the items. However, expressing one's preferences can require bidding on all…

计算机科学与博弈论 · 计算机科学 2007-05-23 Benoit Hudson , Tuomas Sandholm

Aggregated data in real world recommender applications often feature fat-tailed distributions of the number of times individual items have been rated or favored. We propose a model to simulate such data. The model is mainly based on social…

物理与社会 · 物理学 2012-08-14 Marcel Blattner , Matus Medo

We consider regression under the "extremely small $n$ large $p$" condition, where the number of samples $n$ is so small compared to the dimensionality $p$ that predictors cannot be estimated without prior knowledge. This setup occurs in…

机器学习 · 计算机科学 2017-02-08 Marta Soare , Muhammad Ammad-ud-din , Samuel Kaski