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Many democratic societies use district-based elections, where the region under consideration is geographically divided into districts and a representative is chosen for each district based on the preferences of the electors who reside…

计算机与社会 · 计算机科学 2022-03-09 Adway Mitra

A recurring challenge in the application of redistricting simulation algorithms lies in extracting useful summaries and comparisons from a large ensemble of districting plans. Researchers often compute summary statistics for each district…

应用统计 · 统计学 2024-01-15 Cory McCartan

Validation is often defined as the process of determining the degree to which a model is an accurate representation of the real world from the perspective of its intended uses. Validation is crucial as industries and governments depend…

计算物理 · 物理学 2016-09-08 Didier Sornette , Anthony B. Davis , James R. Kamm , Kayo Ide

Simulation can enable the study of recommender system (RS) evolution while circumventing many of the issues of empirical longitudinal studies; simulations are comparatively easier to implement, are highly controlled, and pose no ethical…

计算机与社会 · 计算机科学 2021-08-02 Amy A. Winecoff , Matthew Sun , Eli Lucherini , Arvind Narayanan

We develop methods to evaluate whether a political districting accurately represents the will of the people. To explore and showcase our ideas, we concentrate on the congressional districts for the U.S. House of representatives and use the…

Simulation models often have parameters as input and return outputs to understand the behavior of complex systems. Calibration is the process of estimating the values of the parameters in a simulation model in light of observed data from…

统计方法学 · 统计学 2024-11-15 Özge Sürer

To audit political district maps for partisan gerrymandering, one may determine a baseline for the expected distribution of partisan outcomes by sampling an ensemble of maps. One approach to sampling is to use redistricting policy as a…

计算机与社会 · 计算机科学 2022-10-11 Zhanzhan Zhao , Cyrus Hettle , Swati Gupta , Jonathan Mattingly , Dana Randall , Gregory Herschlag

We study a model of temporal voting where there is a fixed time horizon, and at each round the voters report their preferences over the available candidates and a single candidate is selected. Prior work has adapted popular notions of…

计算机科学与博弈论 · 计算机科学 2025-02-11 Edith Elkind , Svetlana Obraztsova , Jannik Peters , Nicholas Teh

Redistricting efforts have gathered contemporary attention in both popular and scholarly debates, particularly in the United States where efforts to redraw congressional districts to favor either of the two major parties in 12 states --…

计算机科学与博弈论 · 计算机科学 2026-05-22 Michael C. Chavrimootoo , Aidan Jeansonne

We introduce simulated packing and cracking as a technique for evaluating partisan-gerrymandering measures. We apply it to historical congressional and legislative elections to evaluate four measures: partisan bias, declination, efficiency…

物理与社会 · 物理学 2021-02-03 Jeffrey S. Buzas , Gregory S. Warrington

In this paper, we propose to use the concept of local fairness for auditing and ranking redistricting plans. Given a redistricting plan, a deviating group is a population-balanced contiguous region in which a majority of individuals are of…

计算机科学与博弈论 · 计算机科学 2022-11-22 Shao-Heng Ko , Erin Taylor , Pankaj K. Agarwal , Kamesh Munagala

"Compactness," or the use of shape as a proxy for fairness, has been a long-running theme in the scrutiny of electoral districts; badly-shaped districts are often flagged as examples of the abuse of power known as gerrymandering. The most…

物理与社会 · 物理学 2023-08-17 Moon Duchin , Bridget Eileen Tenner

Rapid progress in imitation learning, foundation models, and large-scale datasets has led to robot manipulation policies that generalize to a wide-range of tasks and environments. However, rigorous evaluation of these policies remains a…

Simulators are a critical component of modern robotics research. Strategies for both perception and decision making can be studied in simulation first before deployed to real world systems, saving on time and costs. Despite significant…

机器学习 · 计算机科学 2020-11-19 Bhairav Mehta , Ankur Handa , Dieter Fox , Fabio Ramos

In recent years, in an effort to promote fairness in the election process, a wide variety of techniques and metrics have been proposed to determine whether a map is a partisan gerrymander. The most accessible measures, requiring easily…

物理与社会 · 物理学 2025-08-11 Thomas Ratliff , Stephanie Somersille , Ellen Veomett

We propose new methods of electoral statistics. With their help, we study transcripts of vote counting in municipal elections. We construct and apply effective statistical tests to detect the ballot stuffing at the level of individual…

物理与社会 · 物理学 2026-04-17 Andrey V. Podlazov , Vadim Makarov

Assessing the validity of user simulators when used for the evaluation of information retrieval systems remains an open question, constraining their effective use and the reliability of simulation-based results. To address this issue, we…

信息检索 · 计算机科学 2026-01-19 Andreas Konstantin Kruff , Nolwenn Bernard , Philipp Schaer

Urban systems are intrinsically complex, involving different dimensions and scales, and consequently various approaches and scientific disciplines. In that context, urban simulation models have been coined as essential for the construction…

计算机与社会 · 计算机科学 2021-05-31 Juste Raimbault

Simulation studies are computer experiments that involve creating data by pseudorandom sampling. The key strength of simulation studies is the ability to understand the behaviour of statistical methods because some 'truth' (usually some…

统计方法学 · 统计学 2019-01-18 Tim P Morris , Ian R White , Michael J Crowther

We investigate optimization models for the purpose of computational redistricting. Our focus is on nonconvex objectives for estimating expected Black Representatives and Political Representation. The objectives are a composition of a ratio…

最优化与控制 · 数学 2026-02-25 Jamie Fravel , Robert Hildebrand , Nicholas Goedert , Laurel Travis , Matthew Pierson