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Should humans be asked to evaluate entities individually or comparatively? This question has been the subject of long debates. In this work, we show that, interestingly, combining both forms of preference elicitation can outperform the…

A novel approach for solving a multiple judge, multiple criteria decision making (MCDM) problem is proposed. The ranking of alternatives that are evaluated based on multiple criteria is difficult, since the presence of multiple criteria…

应用统计 · 统计学 2018-07-17 Daniel Kostner

This work contributes to a foundational question in economic theory: how do individual-level cognitive biases interact with collective choice mechanisms? We study a setting where voters hold intrinsic preference rankings over a set of…

理论经济学 · 经济学 2026-02-24 Federico Fioravanti , Zoi Terzopoulou

Balancing influential covariates is crucial for valid treatment comparisons in clinical studies. While covariate-adaptive randomization is commonly used to achieve balance, its performance can be inadequate when the number of baseline…

统计方法学 · 统计学 2024-12-30 Ziqing Guo , Yang Liu , Lucy Xia

We consider the problem of learning fair decision systems in complex scenarios in which a sensitive attribute might affect the decision along both fair and unfair pathways. We introduce a causal approach to disregard effects along unfair…

机器学习 · 统计学 2018-02-23 Silvia Chiappa , Thomas P. S. Gillam

Recommender systems have shown great potential to address information overload problem, namely to help users in finding interesting and relevant objects within a huge information space. Some physical dynamics, including heat conduction…

数据分析、统计与概率 · 物理学 2011-07-04 Linyuan Lu , Weiping Liu

Feature selection is the process of sieving features, in which informative features are separated from the redundant and irrelevant ones. This process plays an important role in machine learning, data mining and bioinformatics. However,…

密码学与安全 · 计算机科学 2020-08-19 Javad Rahimipour Anaraki , Saeed Samet

We study the problem of {\em impartial selection}, a topic that lies at the intersection of computational social choice and mechanism design. The goal is to select the most popular individual among a set of community members. The input can…

计算机科学与博弈论 · 计算机科学 2021-02-19 Ioannis Caragiannis , George Christodoulou , Nicos Protopapas

We study the problem of fair sequential decision making given voter preferences. In each round, a decision rule must choose a decision from a set of alternatives where each voter reports which of these alternatives they approve. Instead of…

计算机科学与博弈论 · 计算机科学 2025-03-18 Nikhil Chandak , Shashwat Goel , Dominik Peters

We study the problem of bribery in multiwinner elections, for the case where the voters cast approval ballots (i.e., sets of candidates they approve) and the bribery actions are limited to: adding an approval to a vote, deleting an approval…

计算机科学与博弈论 · 计算机科学 2021-04-20 Piotr Faliszewski , Piotr Skowron , Nimrod Talmon

We establish a link between multiwinner elections and apportionment problems by showing how approval-based multiwinner election rules can be interpreted as methods of apportionment. We consider several multiwinner rules and observe that…

计算机科学与博弈论 · 计算机科学 2021-04-21 Markus Brill , Jean-François Laslier , Piotr Skowron

In computational social choice, the distortion of a voting rule quantifies the degree to which the rule overcomes limited preference information to select a socially desirable outcome. This concept has been investigated extensively, but…

计算机科学与博弈论 · 计算机科学 2023-12-11 Yannai A. Gonczarowski , Gregory Kehne , Ariel D. Procaccia , Ben Schiffer , Shirley Zhang

The problem at the heart of this tutorial consists in modeling the path choice behavior of network users. This problem has been extensively studied in transportation science, where it is known as the route choice problem. In this…

机器学习 · 统计学 2022-06-10 Maëlle Zimmermann , Emma Frejinger

Chance constrained program is computationally intractable due to the existence of chance constraints, which are randomly disturbed and should be satisfied with a probability. This paper proposes a two-layer randomized algorithm to address…

最优化与控制 · 数学 2019-11-11 Xun Shen , Jiancang Zhuang , Xingguo Zhang

Unobserved confounding arises when an unmeasured feature influences both the treatment and the outcome, leading to biased causal effect estimates. This issue undermines observational studies in fields like economics, medicine, ecology or…

机器学习 · 计算机科学 2025-09-09 Alexander Merkov , David Rohde , Alexandre Gilotte , Benjamin Heymann

Route choice in multimodal networks shows a considerable variation between different individuals as well as the current situational context. Personalization of recommendation algorithms are already common in many areas, e.g., online retail.…

人工智能 · 计算机科学 2016-11-18 Paolo Campigotto , Christian Rudloff , Maximilian Leodolter , Dietmar Bauer

We define a family of runoff rules that work as follows: voters cast approval ballots over candidates; two finalists are selected; and the winner is decided by majority. With approval-type ballots, there are various ways to select the…

计算机科学与博弈论 · 计算机科学 2023-01-27 Théo Delemazure , Jérôme Lang , Jean-François Laslier , Remzi M. Sanver

We consider the optimal decision-making problem in a primary sample of interest with multiple auxiliary sources available. The outcome of interest is limited in the sense that it is only observed in the primary sample. In reality, such…

统计方法学 · 统计学 2022-09-23 Hengrui Cai , Wenbin Lu , Rui Song

State-of-the-art results in typical classification tasks are mostly achieved by unexplainable machine learning methods, like deep neural networks, for instance. Contrarily, in this paper, we investigate the application of rule learning…

机器学习 · 计算机科学 2024-03-11 Albert Nössig , Tobias Hell , Georg Moser

We investigate how robust approval-based multiwinner voting rules are to small perturbations in the votes. In particular, we consider the extent to which a committee can change after we add/remove/swap one approval, and we consider the…

计算机科学与博弈论 · 计算机科学 2026-01-28 Piotr Faliszewski , Grzegorz Gawron , Bartosz Kusek