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相关论文: Threshold Rules for the Classical Prophet Inequali…

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A central object in optimal stopping theory is the single-choice prophet inequality for independent, identically distributed random variables: Given a sequence of random variables $X_1,\dots,X_n$ drawn independently from a distribution $F$,…

数据结构与算法 · 计算机科学 2021-04-08 José R. Correa , Paul Dütting , Felix Fischer , Kevin Schewior

In this paper we investigate stopping criteria for iterative decoding from a mutual information perspective. We introduce new iteration stopping rules based on an approximation of the mutual information between encoded bits and decoder soft…

信息论 · 计算机科学 2013-02-07 Jinhong Wu , Branimir R. Vojcic , Jia Sheng

We consider prophet inequalities under downward-closed constraints. In this problem, a decision-maker makes immediate and irrevocable choices on arriving elements, subject to constraints. Traditionally, performance is compared to the…

计算机科学与博弈论 · 计算机科学 2023-10-10 Tomer Ezra , Stefano Leonardi , Rebecca Reiffenhäuser , Matteo Russo , Alexandros Tsigonias-Dimitriadis

A prophet inequality states, for some $\alpha\in[0,1]$, that the expected value achievable by a gambler who sequentially observes random variables $X_1,\dots,X_n$ and selects one of them is at least an $\alpha$ fraction of the maximum value…

数据结构与算法 · 计算机科学 2020-11-24 José Correa , Paul Dütting , Felix Fischer , Kevin Schewior , Bruno Ziliotto

We study the prophet inequality, a fundamental problem in online decision-making and optimal stopping, in a practical setting where rewards are observed only through noisy realizations and reward distributions are unknown. At each stage,…

机器学习 · 统计学 2026-04-03 Jung-hun Kim , Vianney Perchet

The I.I.D. Prophet Inequality is a fundamental problem where, given $n$ independent random variables $X_1,\dots,X_n$ drawn from a known distribution $\mathcal{D}$, one has to decide at every step $i$ whether to stop and accept $X_i$ or…

计算机科学与博弈论 · 计算机科学 2024-12-02 Vasilis Livanos , Ruta Mehta

Numerous recent papers have studied the tension between thickening and clearing a market in (uncertain, online) long-time horizon Markovian settings. In particular, (Aouad and Sarita{\c{c}} EC'20, Collina et al. WINE'20, Kessel et al.…

计算机科学与博弈论 · 计算机科学 2024-01-23 Neel Patel , David Wajc

We study matroid prophet inequalities when distributions are unknown and accessible only through samples. While single-sample prophet inequalities for special matroids are known, no constant-factor competitive algorithm with even a…

数据结构与算法 · 计算机科学 2024-06-19 Hu Fu , Pinyan Lu , Zhihao Gavin Tang , Hongxun Wu , Jinzhao Wu , Qianfan Zhang

We study the prophet inequality when the gambler has an access only to a single sample from each distribution. Rubinstein, Wang and Weinberg showed that an optimal guarantee of 1/2 can be achieved when the underlying matroid has rank 1,…

计算机科学与博弈论 · 计算机科学 2023-07-03 Kanstantsin Pashkovich , Alice Sayutina

In modern sample-driven Prophet Inequality, an adversary chooses a sequence of $n$ items with values $v_1, v_2, \ldots, v_n$ to be presented to a decision maker (DM). The process follows in two phases. In the first phase (sampling phase),…

最优化与控制 · 数学 2022-09-30 Krishnendu Chatterjee , Mona Mohammadi , Raimundo Saona

This article offers different proofs of ten inequalities from those already published. So that the readers can see for themselves, the tasks specified in the condition of the source and classical inequalities which used in previously…

综合数学 · 数学 2014-12-18 Adilsultan Lepes

The rich literature on online Bayesian selection problems has long focused on so-called prophet inequalities, which compare the gain of an online algorithm to that of a "prophet" who knows the future. An equally-natural, though…

数据结构与算法 · 计算机科学 2021-08-19 Christos Papadimitriou , Tristan Pollner , Amin Saberi , David Wajc

Hill and Kertz studied the prophet inequality on iid distributions [The Annals of Probability 1982]. They proved a theoretical bound of $1-\frac{1}{e}$ on the approximation factor of their algorithm. They conjectured that the best…

数据结构与算法 · 计算机科学 2017-06-01 Melika Abolhasani , Soheil Ehsani , Hosein Esfandiari , MohammadTaghi Hajiaghayi , Robert Kleinberg , Brendan Lucier

We study the single-choice Prophet Inequality problem when the gambler is given access to samples. We show that the optimal competitive ratio of $1/2$ can be achieved with a single sample from each distribution. When the distributions are…

数据结构与算法 · 计算机科学 2025-09-12 Aviad Rubinstein , Jack Z. Wang , S. Matthew Weinberg

In the prophet secretary problem, $n$ values are drawn independently from known distributions, and presented in a uniformly random order. A decision-maker must accept or reject each value when it is presented, and may accept at most $k$…

计算机科学与博弈论 · 计算机科学 2022-06-09 Nick Arnosti , Will Ma

The secretary and the prophet inequality problems are central to the field of Stopping Theory. Recently, there has been a lot of work in generalizing these models to multiple items because of their applications in mechanism design. The most…

数据结构与算法 · 计算机科学 2018-03-20 Soheil Ehsani , MohammadTaghi Hajiaghayi , Thomas Kesselheim , Sahil Singla

In this work we initiate the study of buy-and-sell prophet inequalities. We start by considering what is arguably the most fundamental setting. In this setting the online algorithm observes a sequence of prices one after the other. At each…

数据结构与算法 · 计算机科学 2023-05-26 José Correa , Andrés Cristi , Paul Dütting , Mohammad Hajiaghayi , Jan Olkowski , Kevin Schewior

Prophet inequalities are a central object of study in optimal stopping theory. In the iid model, a gambler sees values in an online fashion, sampled independently from a given distribution. Upon observing each value, the gambler either…

数据结构与算法 · 计算机科学 2025-06-23 Giordano Giambartolomei , Frederik Mallmann-Trenn , Raimundo Saona

We study the prophet secretary problem, a well-studied variant of the classic prophet inequality, where values are drawn from independent known distributions but arrive in uniformly random order. Upon seeing a value at each step, the…

计算机科学与博弈论 · 计算机科学 2023-05-19 Paul Dütting , Evangelia Gergatsouli , Rojin Rezvan , Yifeng Teng , Alexandros Tsigonias-Dimitriadis

We consider prophet inequalities in a setting where agents correspond to both elements in a matroid and vertices in a graph. A set of agents is feasible if they form both an independent set in the matroid and an independent set in the…

数据结构与算法 · 计算机科学 2019-07-17 Jackie Baek , Will Ma