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Data-driven predictions are often perceived as inaccurate in hindsight due to behavioral responses. In this study, we explore the role of interface design choices in shaping individuals' decision-making processes in response to predictions…

人机交互 · 计算机科学 2024-04-29 Dongping Zhang , Jason Hartline , Jessica Hullman

Recommender system exists everywhere in the business world. From Goodreads to TikTok, customers of internet products become more addicted to the products thanks to the technology. Industrial practitioners focus on increasing the technical…

信息检索 · 计算机科学 2023-03-03 Hao Wang

Individuals are often faced with temptations that can lead them astray from long-term goals. We're interested in developing interventions that steer individuals toward making good initial decisions and then maintaining those decisions over…

机器学习 · 计算机科学 2022-03-15 Shruthi Sukumar , Adrian F. Ward , Camden Elliott-Williams , Shabnam Hakimi , Michael C. Mozer

We introduce an evolutionary game with feedback between perception and reality, which we call the reality game. It is a game of chance in which the probabilities for different objective outcomes (e.g., heads or tails in a coin toss) depend…

综合金融 · 定量金融 2009-02-09 Dmitriy Cherkashin , J. Doyne Farmer , Seth Lloyd

Currently, gaming is the world's favorite form of entertainment. Various studies have shown how games impact players' perceptions and behaviors, prompting opportunities for purposes beyond entertainment. This study uses Animal Crossing: New…

计算机与社会 · 计算机科学 2020-06-18 Quan-Hoang Vuong , Manh-Toan Ho , Minh-Hoang Nguyen , Thanh-Hang Pham , Hoang-Anh Ho , Thu-Trang Vuong , Viet-Phuong La

Many high-stakes AI deployments proceed only if every stakeholder deems the system acceptable relative to their own minimum standard. With randomization over a finite menu of options, this becomes a feasibility question: does there exist a…

计算机科学与博弈论 · 计算机科学 2026-04-21 Davin Choo , Paul W. Goldberg , Nicholas Teh

Graphs effectively communicate data because they capitalize on the visual system's ability to rapidly extract patterns. Yet, this pattern extraction does not occur in a single glance. Instead, research on visual attention suggests that the…

图形学 · 计算机科学 2021-09-02 Tal Boger , Steven B. Most , Steven L. Franconeri

Probabilistic models inform an increasingly broad range of business and policy decisions ultimately made by people. Recent algorithmic, computational, and software framework development progress facilitate the proliferation of Bayesian…

人机交互 · 计算机科学 2022-01-12 Sebastian Stein , John H. Williamson

We propose a novel symbolic modeling framework for decision-making under risk that merges interpretability with the core insights of Prospect Theory. Our approach replaces opaque utility curves and probability weighting functions with…

人工智能 · 计算机科学 2025-04-22 Ali Arslan Yousaf , Umair Rehman , Muhammad Umair Danish

In structured prediction, the goal is to jointly predict many output variables that together encode a structured object -- a path in a graph, an entity-relation triple, or an ordering of objects. Such a large output space makes learning…

机器学习 · 计算机科学 2022-01-28 Kareem Ahmed , Eric Wang , Kai-Wei Chang , Guy Van den Broeck

The virtualization of cultural events in the metaverse creates opportunities to generate valuable and innovative experiences that replicate and extend in-person events; but the process faces associated challenges. In the absence of relevant…

计算机与社会 · 计算机科学 2024-07-23 Carlos Flavian , Sergio Ibanez-Sanchez , Carlos Orus , Sergio Barta

Numerous neuro-symbolic approaches have recently been proposed typically with the goal of adding symbolic knowledge to the output layer of a neural network. Ideally, such losses maximize the probability that the neural network's predictions…

机器学习 · 计算机科学 2023-03-01 Kareem Ahmed , Kai-Wei Chang , Guy Van den Broeck

Data communication entails ethical dilemmas where situational constraints forbid full disclosure of source data. Whereas visualization research and pedagogy often frames ethics as a matter of individuals making deceptive design choices or…

人机交互 · 计算机科学 2026-04-08 Krisha Mehta , Sami Elahi , Alex Kale

Understanding how people perceive visualizations is crucial for designing effective visual data representations; however, many heuristic design guidelines are derived from specific tasks or visualization types, without considering the…

人机交互 · 计算机科学 2026-02-09 Arran Zeyu Wang , Ghulam Jilani Quadri , Mengyuan Zhu , Chin Tseng , Danielle Albers Szafir

Guessing games for directed graphs were introduced by Riis for studying multiple unicast network coding problems. In a guessing game, the players toss generalised dice and can see some of the other outcomes depending on the structure of an…

信息论 · 计算机科学 2014-11-04 Rahil Baber , Demetres Christofides , Anh N. Dang , Søren Riis , Emil Vaughan

Visualizations have a potentially enormous influence on how data are used to make decisions across all areas of human endeavor. However, it is not clear how this power connects to ethical duties: what obligations do we have when it comes to…

人机交互 · 计算机科学 2021-04-07 Michael Correll

In complex systems, many different parts interact in non-obvious ways. Traditional research focuses on a few or a single aspect of the problem so as to analyze it with the tools available. To get a better insight of phenomena that emerge…

多智能体系统 · 计算机科学 2015-04-03 Klaus Jaffe

Most people struggle with prioritizing work. While inexact heuristics have been developed over time, there is still no tractable principled algorithm for deciding which of the many possible tasks one should tackle in any given day, month,…

人工智能 · 计算机科学 2021-09-16 Saksham Consul , Jugoslav Stojcheski , Valkyrie Felso , Falk Lieder

Findings from graphical perception can guide visualization recommendation algorithms in identifying effective visualization designs. However, existing algorithms use knowledge from, at best, a few studies, limiting our understanding of how…

人机交互 · 计算机科学 2025-01-27 Zehua Zeng , Junran Yang , Dominik Moritz , Jeffrey Heer , Leilani Battle

Humans often make decisions which maximize an internal utility function. For example, humans often maximize their expected reward when gambling and this is considered as a "rational" decision. However, humans tend to change their betting…