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The peer-review process is the most widely accepted certification mechanism for officially accepting the written results of researchers within the scientific community. An essential component of peer-review is the identification of…

数字图书馆 · 计算机科学 2008-12-02 Marko A. Rodriguez , Johan Bollen

The ever-increasing amount of user-generated content online has led, in recent years, to an expansion in research and investment in automated content analysis tools. Scrutiny of automated content analysis has accelerated during the COVID-19…

多媒体 · 计算机科学 2022-01-27 Carey Shenkman , Dhanaraj Thakur , Emma Llansó

When we search online for content, we are constantly exposed to rankings. For example, web search results are presented as a ranking, and online bookstores often show us lists of best-selling books. While popularity-based ranking algorithms…

物理与社会 · 物理学 2019-03-28 Shilun Zhang , Matúš Medo , Linyuan Lü , Manuel Sebastian Mariani

We study an index to measure the popularity of artists in music streaming platforms. This index, which can be used to allocate the amount raised via paid subscriptions among participating artists, is based on the Shapley value, a…

理论经济学 · 经济学 2025-10-30 Gustavo Bergantiños , Juan D. Moreno-Ternero

Societal risk emanating from how recommender algorithms disseminate content online is now well documented. Emergent regulation aims to mitigate this risk through ethical audits and enabling new research on the social impact of algorithms.…

计算机与社会 · 计算机科学 2024-09-20 Qin Ruan , Jin Xu , Ruihai Dong , Arjumand Younus , Tai Tan Mai , Barry O'Sullivan , Susan Leavy

Creativity of generative AI models has been a subject of scientific debate in the last years, without a conclusive answer. In this paper, we study creativity from a practical perspective and introduce quantitative measures that help the…

计算机视觉与模式识别 · 计算机科学 2025-05-09 Aditi Ramaswamy , Hana Chockler , Melane Navaratnarajah

Generating rhythm game charts from songs via machine learning has been a problem of increasing interest in recent years. However, all existing systems struggle to replicate human-like patterning: the placement of game objects in relation to…

机器学习 · 计算机科学 2021-07-28 Emily Halina , Matthew Guzdial

In this work we give a community detection algorithm in which the communities both respects the intrinsic order of a directed acyclic graph and also finds similar nodes. We take inspiration from classic similarity measures of bibliometrics,…

物理与社会 · 物理学 2020-03-12 Vaiva Vasiliauskaite , Tim S. Evans

In this paper B-Rank, an efficient ranking algorithm for recommender systems, is proposed. B-Rank is based on a random walk model on hypergraphs. Depending on the setup, B-Rank outperforms other state of the art algorithms in terms of…

数据分析、统计与概率 · 物理学 2012-05-01 Marcel Blattner

Many online platforms of today, including social media sites, are two-sided markets bridging content creators and users. Most of the existing literature on platform recommendation algorithms largely focuses on user preferences and…

计算机科学与博弈论 · 计算机科学 2024-01-23 Daniel Huttenlocher , Hannah Li , Liang Lyu , Asuman Ozdaglar , James Siderius

Agentic Coding, powered by autonomous agents such as GitHub Copilot and Cursor, enables developers to generate code, tests, and pull requests from natural language instructions alone. While this accelerates implementation, it produces…

软件工程 · 计算机科学 2026-02-20 Kan Watanabe , Tatsuya Shirai , Yutaro Kashiwa , Hajimu Iida

Ranking algorithms are the information gatekeepers of the Internet era. We develop a stylized model to study the effects of ranking algorithms on opinion dynamics. We consider a search engine that uses an algorithm based on popularity and…

社会与信息网络 · 计算机科学 2018-10-18 Fabrizio Germano , Francesco Sobbrio

While the emergence of success in creative professions, such as music, has been studied extensively, the link between individual success and collaboration is not yet fully uncovered. Here we aim to fill this gap by analyzing longitudinal…

物理与社会 · 物理学 2021-04-28 Milan Janosov , Federico Musciotto , Federico Battiston , Gerardo Iñiguez

In social, economic and cultural situations in which the decisions of individuals are influenced directly by the decisions of others, there appears to be an inherently high level of ex ante unpredictability. In cultural markets such as…

物理与社会 · 物理学 2015-05-13 Paul Ormerod , Kristin Glass

Harmony in visual compositions is a concept that cannot be defined or easily expressed mathematically, even by humans. The goal of the research described in this paper was to find a numerical representation of artistic compositions with…

计算机视觉与模式识别 · 计算机科学 2020-12-11 Adam Vandor , Marie van Vollenhoven , Gerhard Weiss , Gerasimos Spanakis

Recommender system is one of the most critical technologies for large internet companies such as Amazon and TikTok. Although millions of users use recommender systems globally everyday, and indeed, much data analysis work has been done to…

信息检索 · 计算机科学 2025-05-29 Hao Wang

The algorithm selection problem is to choose the most suitable algorithm for solving a given problem instance. It leverages the complementarity between different approaches that is present in many areas of AI. We report on the state of the…

人工智能 · 计算机科学 2018-10-05 Marius Lindauer , Jan N. van Rijn , Lars Kotthoff

It has long been observed that for practically any computational problem that has been intensely studied, different instances are best solved using different algorithms. This is particularly pronounced for computationally hard problems,…

机器学习 · 计算机科学 2018-11-29 Pascal Kerschke , Holger H. Hoos , Frank Neumann , Heike Trautmann

Algorithm designers increasingly optimize not only for accuracy, but also for the fairness of the algorithm across pre-defined groups. We study the tradeoff between fairness and accuracy for any given set of inputs to the algorithm. We…

理论经济学 · 经济学 2024-05-10 Annie Liang , Jay Lu , Xiaosheng Mu , Kyohei Okumura

Machine learning is the capacity of a computational system to learn structures from datasets in order to make predictions on newly seen data. Such an approach offers a significant advantage in music scenarios in which musicians can teach…

人机交互 · 计算机科学 2016-11-03 Rebecca Fiebrink , Baptiste Caramiaux