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A prediction interval covers a future observation from a random process in repeated sampling, and is typically constructed by identifying a pivotal quantity that is also an ancillary statistic. Analogously, a tolerance interval covers a…

统计方法学 · 统计学 2022-01-19 Geoffrey S Johnson

In this work, we present a novel way of computing IPS using a position-bias model for deterministic logging policies. This technique significantly widens the policies on which OPE can be used. We validate this technique using two different…

信息检索 · 计算机科学 2022-09-01 Nick Wood , Sumit Sidana

Power System State Estimation (PSSE) has been a research area of interest for power engineers for a long period of time. Due to the intermittent nature of renewable energy sources, which are applied in the power network more than before,…

系统与控制 · 电气工程与系统科学 2021-01-08 Sajjad Asefi , Sergei Parsegov , Elena Gryazina

With the proliferation of digital infrastructure, there is a plethora of demand for internet services, which makes the wireless communications industry highly competitive. Thus internet service providers (ISPs) must ensure that their…

计算机与社会 · 计算机科学 2020-08-18 Suchithra Rajendran , John Fennewald

The ability to quantify information transmission is crucial for the analysis and design of natural and engineered systems. The information transmission rate is the fundamental measure for systems with time-varying signals, yet computing it…

生物物理 · 物理学 2025-09-26 Manuel Reinhardt , Gašper Tkačik , Pieter Rein ten Wolde

Common datasets have the form of elements with keys (e.g., transactions and products) and the goal is to perform analytics on the aggregated form of key and frequency pairs. A weighted sample of keys by (a function of) frequency is a highly…

机器学习 · 计算机科学 2021-04-01 Edith Cohen , Ofir Geri , Tamas Sarlos , Uri Stemmer

Performance estimation aims at estimating the loss that a predictive model will incur on unseen data. These procedures are part of the pipeline in every machine learning project and are used for assessing the overall generalisation ability…

机器学习 · 计算机科学 2021-08-31 Vitor Cerqueira , Luis Torgo , Igor Mozetic

Many recently published Text-to-Speech (TTS) systems produce audio close to real speech. However, TTS evaluation needs to be revisited to make sense of the results obtained with the new architectures, approaches and datasets. We propose…

音频与语音处理 · 电气工程与系统科学 2024-12-03 Christoph Minixhofer , Ondřej Klejch , Peter Bell

This paper proposes new estimators for the propensity score that aim to maximize the covariate distribution balance among different treatment groups. Heuristically, our proposed procedure attempts to estimate a propensity score model by…

计量经济学 · 经济学 2020-04-07 Pedro H. C. Sant'Anna , Xiaojun Song , Qi Xu

Cluster randomization trials commonly employ multiple endpoints. When a single summary of treatment effects across endpoints is of primary interest, global hypothesis testing/effect estimation methods represent a common analysis strategy.…

统计方法学 · 统计学 2025-05-19 E. Davies Smith , V. Jairath , G. Zou

Interval analysis, when applied to the so called problem of experimental data fitting, appears to be still in its infancy. Sometimes, partly because of the unrivaled reliability of interval methods, we do not obtain any results at all.…

数据分析、统计与概率 · 物理学 2009-03-03 Marek W. Gutowski

Anecdotally, using an estimated propensity score is superior to the true propensity score in estimating the average treatment effect based on observational data. However, this claim comes with several qualifications: it holds only if…

统计方法学 · 统计学 2023-04-03 Fangzhou Su , Wenlong Mou , Peng Ding , Martin J. Wainwright

Real-world deployment of machine learning models is challenging because data evolves over time. While no model can work when data evolves in an arbitrary fashion, if there is some pattern to these changes, we might be able to design methods…

机器学习 · 计算机科学 2024-05-03 Rasool Fakoor , Jonas Mueller , Zachary C. Lipton , Pratik Chaudhari , Alexander J. Smola

We commonly use agreement measures to assess the utility of judgements made by human annotators in Natural Language Processing (NLP) tasks. While inter-annotator agreement is frequently used as an indication of label reliability by…

计算与语言 · 计算机科学 2025-10-21 Gavin Abercrombie , Tanvi Dinkar , Amanda Cercas Curry , Verena Rieser , Dirk Hovy

Power spectral density (PSD) estimates of various microphone signal components are essential to many speech enhancement procedures. As speech is highly non-nonstationary, performance improvements may be gained by maintaining time-variations…

音频与语音处理 · 电气工程与系统科学 2022-11-21 Thomas Dietzen , Marc Moonen , Toon van Waterschoot

The network scale-up method (NSUM) is a survey-based method for estimating the number of individuals in a hidden or hard-to-reach subgroup of a general population. In NSUM surveys, sampled individuals report how many others they know in the…

统计方法学 · 统计学 2021-11-19 Nathaniel Josephs , Dennis M. Feehan , Forrest W. Crawford

Interval identification of parameters such as average treatment effects, average partial effects and welfare is particularly common when using observational data and experimental data with imperfect compliance due to the endogeneity of…

计量经济学 · 经济学 2025-04-09 Sukjin Han , Adam McCloskey

In diverse industrial and academic environments, the quality of the software has been evaluated using different analytic studies. The contribution of the present work is focused on the development of a methodology in order to improve the…

软件工程 · 计算机科学 2012-09-13 Leticia Dávila-Nicanor , Pedro Mejía-Alvarez

A measure of privacy infringement for agents (or participants) travelling across a transportation network in participatory-sensing schemes for traffic estimation is introduced. The measure is defined to be the conditional probability that…

最优化与控制 · 数学 2016-09-06 Farhad Farokhi , Iman Shames

Experimentation platforms in industry must often deal with customer trust issues. Platforms must prove the validity of their claims as well as catch issues that arise. As a central quantity estimated by experimentation platforms, the…

统计方法学 · 统计学 2025-11-21 Kedar Karhadkar , Jack Klys , Daniel Ting , Artem Vorozhtsov , Houssam Nassif