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Computer experiments refer to the study of real systems using complex simulation models. They have been widely used as alternatives to physical experiments. Design and analysis of computer experiments have attracted great attention in past…

统计方法学 · 统计学 2025-04-29 Anita Shahrokhian , Xinwei Deng , C. Devon Lin

We investigate a class of methods for selective inference that condition on a selection event. Such methods follow a two-stage process. First, a data-driven (sub)collection of hypotheses is chosen from some large universe of hypotheses.…

统计方法学 · 统计学 2024-04-09 Jelle Goeman , Aldo Solari

While NLP models often seek to capture cognitive states via language, the validity of predicted states is determined by comparing them to annotations created without access the cognitive states of the authors. In behavioral sciences,…

Conversational information access is an emerging research area. Currently, human evaluation is used for end-to-end system evaluation, which is both very time and resource intensive at scale, and thus becomes a bottleneck of progress. As an…

信息检索 · 计算机科学 2020-06-17 Shuo Zhang , Krisztian Balog

Here we show a novel technique for comparing subject categories, where the prestige of academic journals in each category is represented statistically by an impact-factor histogram. For each subject category we compute the probability of…

Emergent collective group processes and capabilities have been studied through analysis of transactive memory, measures of group task performance, and group intelligence, among others. In their approach to collective behaviors, these…

物理与社会 · 物理学 2019-01-01 Yaneer Bar-Yam , David Kantor

The volume of academic paper submissions and publications is growing at an ever increasing rate. While this flood of research promises progress in various fields, the sheer volume of output inherently increases the amount of noise. We…

信息检索 · 计算机科学 2020-05-22 Marko Stamenovic , Jeibo Luo

Large Language Models (LLMs) excel at text summarization, a task that requires models to select content based on its importance. However, the exact notion of salience that LLMs have internalized remains unclear. To bridge this gap, we…

计算与语言 · 计算机科学 2025-05-28 Jan Trienes , Jörg Schlötterer , Junyi Jessy Li , Christin Seifert

Applied researchers in biomedicine and related fields are often interested in estimating the causal effect of a treatment or intervention. Although randomized clinical trials are considered the gold standard for establishing causal effects,…

Recent advances in neurosciences and psychology have provided evidence that affective phenomena pervade intelligence at many levels, being inseparable from the cognitionaction loop. Perception, attention, memory, learning, decisionmaking,…

人工智能 · 计算机科学 2008-09-30 Luis Paulo Reis , Daria Barteneva , Nuno Lau

When users can benefit from certain predictive outcomes, they may be prone to act to achieve those outcome, e.g., by strategically modifying their features. The goal in strategic classification is therefore to train predictive models that…

机器学习 · 计算机科学 2023-06-12 Guy Horowitz , Nir Rosenfeld

In this paper, we analyze the behavior of the multivariate symmetric uncertainty (MSU) measure through the use of statistical simulation techniques under various mixes of informative and non-informative randomly generated features.…

Item factor analysis (IFA) refers to the factor models and statistical inference procedures for analyzing multivariate categorical data. IFA techniques are commonly used in social and behavioral sciences for analyzing item-level response…

统计方法学 · 统计学 2020-04-17 Yunxiao Chen , Siliang Zhang

This work introduces a novel cause-effect relation in Markov decision processes using the probability-raising principle. Initially, sets of states as causes and effects are considered, which is subsequently extended to regular path…

计算机科学中的逻辑 · 计算机科学 2024-08-07 Christel Baier , Jakob Piribauer , Robin Ziemek

Text provides a compelling example of unstructured data that can be used to motivate and explore classification problems. Challenges arise regarding the representation of features of text and student linkage between text representations as…

计算机与社会 · 计算机科学 2023-05-09 Nicholas J. Horton , Jie Chao , Phebe Palmer , William Finzer

Experimental methods for estimating the impacts of text on human evaluation have been widely used in the social sciences. However, researchers in experimental settings are usually limited to testing a small number of pre-specified text…

计算与语言 · 计算机科学 2024-12-04 Megan Ayers , Luke Sanford , Margaret Roberts , Eddie Yang

Citation prediction of scholarly papers is of great significance in guiding funding allocations, recruitment decisions, and rewards. However, little is known about how citation patterns evolve over time. By exploring the inherent involution…

数字图书馆 · 计算机科学 2020-08-13 Xiaomei Bai , Fuli Zhang , Ivan Lee

When users are looking for information on the Web, they show different behavior for different task types, e.g., for fact finding vs. information gathering tasks. For example, related work in this area has investigated how this behavior can…

信息检索 · 计算机科学 2018-08-22 Daniel Hienert , Matthew Mitsui , Philipp Mayr , Chirag Shah , Nicholas J. Belkin

This technical note considers the sampling of outcomes that provide the greatest amount of information about the structure of underlying world models. This generalisation furnishes a principled approach to structure learning under a…

神经元与认知 · 定量生物学 2025-12-25 Karl Friston , Lancelot Da Costa , Alexander Tschantz , Conor Heins , Christopher Buckley , Tim Verbelen , Thomas Parr

The question of selecting the "best" amongst different choices is a common problem in statistics. In drug development, our motivating setting, the question becomes, for example: what is the dose that gives me a pre-specified risk of…

统计理论 · 数学 2018-03-15 Pavel Mozgunov , Thomas Jaki