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Probability forecasts are intended to account for the uncertainties inherent in forecasting. It is suggested that from an end-user's point of view probability is not necessarily sufficient to reflect uncertainties that are not simply the…

统计理论 · 数学 2015-01-22 Kevin Judd

We give elementary examples within a framework for studying decisions under uncertainty where probabilities are only roughly known. The framework, in gambling terms, is that the size of a bet is proportional to the gambler's perceived…

概率论 · 数学 2023-12-19 David J. Aldous , F. Thomas Bruss

A prediction market is a useful means of aggregating information about a future event. To function, the market needs a trusted entity who will verify the true outcome in the end. Motivated by the recent introduction of decentralized…

人工智能 · 计算机科学 2016-12-16 Rupert Freeman , Sebastien Lahaie , David M. Pennock

We suggest that one individual holds multiple degrees of belief about an outcome, given the evidence. We then investigate the implications of such noisy probabilities for a buyer and a seller of binary options and find the odds agreed upon…

理论经济学 · 经济学 2018-12-03 Ulrik W. Nash

Prediction markets show considerable promise for developing flexible mechanisms for machine learning. Here, machine learning markets for multivariate systems are defined, and a utility-based framework is established for their analysis. This…

人工智能 · 计算机科学 2015-03-19 Amos Storkey

We outline how to create a mechanism that provides an optimal way to elicit, from an arbitrary group of experts, the probability of the truth of an arbitrary logical proposition together with collective information that has an explicit form…

计算机科学与博弈论 · 计算机科学 2023-09-04 Alexey V. Osipov , Nikolay N. Osipov

In this paper I empirically investigate prediction markets for binary options. Advocates of prediction markets have suggested that asset prices are consistent estimators of the "true" probability of a state of the world being realized. I…

经济学 · 定量金融 2016-09-13 Joachim R. Groeger

Decision markets are mechanisms for selecting one among a set of actions based on forecasts about their consequences. Decision markets that are based on scoring rules have been proven to offer incentive compatibility analogous to properly…

计算机科学与博弈论 · 计算机科学 2021-11-16 Wenlong Wang , Thomas Pfeiffer

Prediction markets provide an efficient means to assess uncertain quantities from forecasters. Traditional and competitive strictly proper scoring rules have been shown to incentivize players to provide truthful probabilistic forecasts.…

计算机科学与博弈论 · 计算机科学 2012-02-20 SangIn Chun , Ross D. Shachter

We examine two types of binary betting markets, whose primary goal is for profit (such as sports gambling) or to gain information (such as prediction markets). We articulate the interplay between belief and price-setting to analyse both…

计算机科学与博弈论 · 计算机科学 2024-06-07 Haiqing Zhu , Alexander Soen , Yun Kuen Cheung , Lexing Xie

We develop a framework for modelling and reasoning with uncertainty based on accept and reject statements about gambles. It generalises the frameworks found in the literature based on statements of acceptability, desirability, or…

概率论 · 数学 2015-01-26 Erik Quaeghebeur , Gert de Cooman , Filip Hermans

The established language for statistical testing --- significance levels, power, and p-values --- is overly complicated and deceptively conclusive. Even teachers of statistics and scientists who use statistics misinterpret the results of…

统计理论 · 数学 2019-10-23 Glenn Shafer

Prediction markets elicit and aggregate beliefs by paying agents based on how close their predictions are to a verifiable future outcome. However, outcomes of many important questions are difficult to verify or unverifiable, in that the…

计算机科学与博弈论 · 计算机科学 2025-02-19 Siddarth Srinivasan , Ezra Karger , Yiling Chen

We consider a prediction market in which all aspects are controlled by market forces, in particular the correct outcomes of events are decided by the market itself rather than by trusted arbiters. This kind of a decentralized prediction…

密码学与安全 · 计算机科学 2017-03-09 Iddo Bentov , Alex Mizrahi , Meni Rosenfeld

In a prediction market, individuals can sequentially place bets on the outcome of a future event. This leaves a trail of personal probabilities for the event, each being conditional on the current individual's private background knowledge…

统计理论 · 数学 2020-04-28 A. Philip Dawid , Julia Mortera

Choice functions constitute a simple, direct and very general mathematical framework for modelling choice under uncertainty. In particular, they are able to represent the set-valued choices that typically arise from applying decision rules…

人工智能 · 计算机科学 2018-06-05 Jasper De Bock , Gert de Cooman

We introduce an evolutionary game with feedback between perception and reality, which we call the reality game. It is a game of chance in which the probabilities for different objective outcomes (e.g., heads or tails in a coin toss) depend…

综合金融 · 定量金融 2009-02-09 Dmitriy Cherkashin , J. Doyne Farmer , Seth Lloyd

We present a propositional logic %which can be used to reason about the uncertainty of events, where the uncertainty is modeled by a set of probability measures assigning an interval of probability to each event. We give a sound and…

人工智能 · 计算机科学 2007-05-23 Joseph Y. Halpern , Riccardo Pucella

There are at least two ways to interpret numerical degrees of belief in terms of betting: (1) you can offer to bet at the odds defined by the degrees of belief, or (2) you can judge that a strategy for taking advantage of such betting…

统计理论 · 数学 2010-01-12 Glenn Shafer

We present a propositional logic to reason about the uncertainty of events, where the uncertainty is modeled by a set of probability measures assigning an interval of probability to each event. We give a sound and complete axiomatization…

人工智能 · 计算机科学 2014-08-08 Joseph Y. Halpern , Riccardo Pucella
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