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Titlebook: Janus-Faced Probability; Paolo Rocchi Book 2014 Springer International Publishing Switzerland 2014 frequentist theory.probability interpre

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发表于 2025-3-21 17:19:33 | 显示全部楼层 |阅读模式
书目名称Janus-Faced Probability
编辑Paolo Rocchi
视频video
概述Suggests new ideas to address the interpretation of probability.Original approach and new perspectives.Clarifies the multi fold nature of probability by means of a purely mathematical approach.Include
图书封面Titlebook: Janus-Faced Probability;  Paolo Rocchi Book 2014 Springer International Publishing Switzerland 2014 frequentist theory.probability interpre
描述The problem of probability interpretation was long overlooked before exploding in the 20th century, when the frequentist and subjectivist schools formalized two conflicting conceptions of probability. Beyond the radical followers of the two schools, a circle of pluralist thinkers tends to reconcile the opposing concepts. The author uses two theorems in order to prove that the various interpretations of probability do come into opposition and can be used in different contexts. The goal here is to clarify the multi fold nature of probability by means of a purely mathematical approach and to show how philosophical arguments can only serve to deepen actual intellectual contrasts. The book can be considered as one of the most important contributions in the analysis of probability interpretation in the last 10-15 years.
出版日期Book 2014
关键词frequentist theory; probability interpretation; subjective theory
版次1
doihttps://doi.org/10.1007/978-3-319-04861-1
isbn_softcover978-3-319-35595-5
isbn_ebook978-3-319-04861-1
copyrightSpringer International Publishing Switzerland 2014
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发表于 2025-3-21 21:34:07 | 显示全部楼层
Book 2014alized two conflicting conceptions of probability. Beyond the radical followers of the two schools, a circle of pluralist thinkers tends to reconcile the opposing concepts. The author uses two theorems in order to prove that the various interpretations of probability do come into opposition and can
发表于 2025-3-22 01:27:15 | 显示全部楼层
Book 2014 how philosophical arguments can only serve to deepen actual intellectual contrasts. The book can be considered as one of the most important contributions in the analysis of probability interpretation in the last 10-15 years.
发表于 2025-3-22 08:03:19 | 显示全部楼层
and hindering deployment to high-risk tasks. Causal confusion refers to a phenomenon where an agent learns spurious correlations between features which might not hold across the entire state space, preventing safe deployment to real tasks where such correlations might be broken. In this work, we exa
发表于 2025-3-22 10:09:07 | 显示全部楼层
发表于 2025-3-22 14:17:00 | 显示全部楼层
Paolo Rocchiety hazards, not necessarily in the next state but in the future. Therefore, it is essential to evaluate each action beforehand to ensure safety. The exploratory actions and the actions proposed by the RL agent could also be unsafe during training and in the deployment phase. In this work, we have p
发表于 2025-3-22 19:17:36 | 显示全部楼层
发表于 2025-3-23 01:16:41 | 显示全部楼层
Paolo Rocchiivities and decisions. Thus, focusing on design and interaction that, in addition to being functional, foster users’ acceptance and trust is increasingly necessary. Human-computer interaction (HCI) and human-robot interaction (HRI) studies focused more and more on the exploitation of communication m
发表于 2025-3-23 05:19:22 | 显示全部楼层
Paolo Rocchi-communicative and dynamic environment. Profit minimizing reinforcement learning with the oblivion of memory (PMRL-OM) enables agents to learn a co-operative policy using learning dynamics instead of communication information. It enables the agents to adapt to the dynamics of the other agents’ behav
发表于 2025-3-23 05:41:36 | 显示全部楼层
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