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Progress in many domains increasingly benefits from our ability to view the systems through a computational lens, i.e., using computational abstractions of the domains; and our ability to acquire, share, integrate, and analyze disparate…

Recommender systems attempt to reduce information overload and retain customers by selecting a subset of items from a universal set based on user preferences. While research in recommender systems grew out of information retrieval and…

信息检索 · 计算机科学 2007-05-23 Saverio Perugini , Marcos Andre Goncalves , Edward A. Fox

Infrastructure shapes societies and scientific discovery. Traditional scientific infrastructure, often static and fragmented, leads to issues like data silos, lack of interoperability and reproducibility, and unsustainable short-lived…

神经元与认知 · 定量生物学 2025-08-15 Satrajit S. Ghosh

Datasets sourced from people with disabilities and older adults play an important role in innovation, benchmarking, and mitigating bias for both assistive and inclusive AI-infused applications. However, they are scarce. We conduct a…

人机交互 · 计算机科学 2021-08-25 Rie Kamikubo , Utkarsh Dwivedi , Hernisa Kacorri

Recommender systems assist users in navigating complex information spaces and focus their attention on the content most relevant to their needs. Often these systems rely on user activity or descriptions of the content. Social annotation…

The transformations, analyses and interpretations of data in scientific workflows are vital for the repeatability and reliability of scientific workflows. This provenance of scientific workflows has been effectively carried out in Grid…

数据库 · 计算机科学 2016-11-18 Khawar Hasham , Kamran Munir , Jetendr Shamdasani , Richard McClatchey

The high incidence of irreproducible research has led to urgent appeals for transparency and equitable practices in open science. For the scientific disciplines that rely on computationally intensive analyses of large data sets, a granular…

Scientific publishing conveys the outputs of an academic or research activity, in this sense; it also reflects the efforts and issues in which people engage. To identify potential collaborative networks one of the simplest approaches is to…

数字图书馆 · 计算机科学 2017-11-13 Nelson Piedra , Janneth Chicaiza , Jorge Lopez-Vargas , Edmundo Tovar

As new machine learning methods demand larger training datasets, researchers and developers face significant challenges in dataset management. Although ethics reviews, documentation, and checklists have been established, it remains…

机器学习 · 计算机科学 2024-11-04 Yiwei Wu , Leah Ajmani , Shayne Longpre , Hanlin Li

Existing digital distribution network models, like those in the databases of network utilities, are known to contain erroneous or untrustworthy information. This can compromise the effectiveness of physics-based engineering simulations and…

系统与控制 · 电气工程与系统科学 2023-08-02 Frederik Geth , Marta Vanin , Dirk Van Hertem

The integration of behavioral phenomena into mechanistic models of cognitive function is a fundamental staple of cognitive science. Yet, researchers are beginning to accumulate increasing amounts of data without having the temporal or…

机器学习 · 计算机科学 2021-05-18 Sebastian Musslick

Forensic analysis of digital photographs relies on intrinsic statistical traces introduced at the time of their acquisition or subsequent editing. Such traces are often removed by post-processing (e.g., down-sampling and re-compression…

计算机视觉与模式识别 · 计算机科学 2019-03-01 Pawel Korus , Nasir Memon

The past two decades have witnessed the rapid development of personalized recommendation techniques. Despite significant progress made in both research and practice of recommender systems, to date, there is a lack of a widely-recognized…

信息检索 · 计算机科学 2022-07-19 Jieming Zhu , Quanyu Dai , Liangcai Su , Rong Ma , Jinyang Liu , Guohao Cai , Xi Xiao , Rui Zhang

There are a few challenges related to the task of biomedical named entity recognition, which are: the existing methods consider a fewer number of biomedical entities (e.g., disease, symptom, proteins, genes); and these methods do not…

计算与语言 · 计算机科学 2022-07-05 Shaina Raza , Brian Schwartz

Recommender systems play a critical role in enhancing user experience by providing personalized suggestions based on user preferences. Traditional approaches often rely on explicit numerical ratings or assume access to fully ranked lists of…

信息检索 · 计算机科学 2025-08-22 Bahar Boroomand , James R. Wright

As the amount of scientific data continues to grow at ever faster rates, the research community is increasingly in need of flexible computational infrastructure that can support the entirety of the data science lifecycle, including…

计算机与社会 · 计算机科学 2016-04-12 Robert L. Grossman , Allison Heath , Mark Murphy , Maria Patterson , Walt Wells

Predictive analytics systems are currently one of the most important areas of research and development within the Artificial Intelligence domain and particularly in Machine Learning. One of the "holy grails" of predictive analytics is the…

Rising concern for the societal implications of artificial intelligence systems has inspired demands for greater transparency and accountability. However the datasets which empower machine learning are often used, shared and re-used with…

As a representative information retrieval task, site recommendation, which aims at predicting the optimal sites for a brand or an institution to open new branches in an automatic data-driven way, is beneficial and crucial for brand…

信息检索 · 计算机科学 2023-07-04 Xinhang Li , Xiangyu Zhao , Yejing Wang , Yu Liu , Yong Li , Cheng Long , Yong Zhang , Chunxiao Xing

Reviewer recommendation is a critical task for enhancing the efficiency of academic publishing workflows. However, research in this area has been persistently hindered by the lack of high-quality benchmark datasets, which are often limited…

信息检索 · 计算机科学 2025-10-21 Qiyao Peng , Chen Wang , Yinghui Wang , Hongtao Liu , Xuan Guo , Wenjun Wang