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Despite the remarkable success of deep learning systems over the last decade, a key difference still remains between neural network and human decision-making: As humans, we cannot only form a decision on the spot, but also ponder,…

Sequential Recommender Systems (SRSs) have emerged as a highly efficient approach to recommendation systems. By leveraging sequential data, SRSs can identify temporal patterns in user behaviour, significantly improving recommendation…

Two of the most socially consequential issues facing today's children are the rise of artificial intelligence (AI) and the rapid changes to the earth's climate. Both issues are complex and contested, and they are linked through the notable…

人机交互 · 计算机科学 2026-03-31 Aayushi Dangol , Robert Wolfe , Nisha Devasia , Mitsuka Kiyohara , Jason Yip , Julie A. Kientz

Recommender systems (RS) mediate human experience online. Most RS act to optimize metrics that are imperfectly aligned with the best-interest of users but are easy to measure, like ad-clicks and user engagement. This has resulted in a host…

人工智能 · 计算机科学 2022-08-29 Francisco Carvalho

Recommender Systems (RS) have become essential tools in a wide range of digital services, from e-commerce and streaming platforms to news and social media. As the volume of user-item interactions grows exponentially, especially in Big Data…

信息检索 · 计算机科学 2025-04-14 Arimondo Scrivano

With the arrival of the big data era, recommendation system has been a hot technology for enterprises to streamline their sales. Recommendation algorithms for individual users have been extensively studied over the past decade. Most…

信息检索 · 计算机科学 2017-08-25 Xu Jiacheng

Exposure bias is a well-known issue in recommender systems where items and suppliers are not equally represented in the recommendation results. This bias becomes particularly problematic over time as a few items are repeatedly…

信息检索 · 计算机科学 2024-08-09 Masoud Mansoury , Bamshad Mobasher , Herke van Hoof

Most eCommerce applications, like web-shops have millions of products. In this context, the identification of similar products is a common sub-task, which can be utilized in the implementation of recommendation systems, product search…

机器学习 · 计算机科学 2021-04-06 Febin Sebastian Elayanithottathil , Janis Keuper

The focus of present article is to investigate a supply chain inventory model of deteriorated items along with inspection and stock dependent demand using green technology to reduce carbon emissions. Products that are decaying have a high…

最优化与控制 · 数学 2024-07-15 Nidhi Sharma , Madhu Jain , Dinesh Sharma

The effectiveness of recommendation systems is pivotal to user engagement and satisfaction in online platforms. As these recommendation systems increasingly influence user choices, their evaluation transcends mere technical performance and…

信息检索 · 计算机科学 2024-01-15 Aryan Jadon , Avinash Patil

The carbon and water footprint of large-scale computing systems poses serious environmental sustainability risks. In this study, we discover that, unfortunately, carbon and water sustainability are at odds with each other - and, optimizing…

分布式、并行与集群计算 · 计算机科学 2025-02-05 Yankai Jiang , Rohan Basu Roy , Raghavendra Kanakagiri , Devesh Tiwari

Algorithmic decision-making systems are increasingly used throughout the public and private sectors to make important decisions or assist humans in making these decisions with real social consequences. While there has been substantial…

人机交互 · 计算机科学 2020-01-28 Ruotong Wang , F. Maxwell Harper , Haiyi Zhu

Recommender systems can be found everywhere today, shaping our everyday experience whenever we're consuming content, ordering food, buying groceries online, or even just reading the news. Let's imagine we're in the process of building a…

信息检索 · 计算机科学 2025-07-17 Cécile Logé

To improve user experience and profits of corporations, modern industrial recommender systems usually aim to select the items that are most likely to be interacted with (e.g., clicks and purchases). However, they overlook the fact that…

信息检索 · 计算机科学 2021-05-31 Xu Xie , Zhaoyang Liu , Shiwen Wu , Fei Sun , Cihang Liu , Jiawei Chen , Jinyang Gao , Bin Cui , Bolin Ding

In the last decade new ways of shopping online have increased the possibility of buying products and services more easily and faster than ever. In this new context, personality is a key determinant in the decision making of the consumer…

信息检索 · 计算机科学 2016-07-26 Giorgio Roffo

Green computing represents a critical pathway to decarbonize the digital economy while maintaining technological progress. This article examines how sustainable IT strategies including energy-efficient hardware, AI-optimized data centres,…

Recommender Systems have proliferated as general-purpose approaches to model a wide variety of consumer interaction data. Specific instances make use of signals ranging from user feedback, item relationships, geographic locality, social…

信息检索 · 计算机科学 2018-08-31 Wang-Cheng Kang , Mengting Wan , Julian McAuley

You hear a lot about environmental issues, you may have initiated positive personal attitudes, you have a group will in your unit, and you are wondering about the environmental impact of digital technology in your professional…

计算机与社会 · 计算机科学 2019-12-13 Béatrice Montbroussous , Jonathan Schaeffer , Gabriel Moreau , Francoise Berthoud , Gabrielle Feltin

Decisions impacting human lives are increasingly being made or assisted by automated decision-making algorithms. Many of these algorithms process personal data for predicting recidivism, credit risk analysis, identifying individuals using…

计算机与社会 · 计算机科学 2022-09-02 Furkan Gursoy , Ioannis A. Kakadiaris

The rapid advancement of Artificial Intelligence (AI) has created unprecedented demands for computational power, yet methods for evaluating the performance, efficiency, and environmental impact of deployed models remain fragmented. Current…

性能 · 计算机科学 2025-10-22 Hongyuan Liu , Xinyang Liu , Guosheng Hu