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Evaluation of recommender systems is typically done with finite datasets. This means that conventional evaluation methodologies are only applicable in offline experiments, where data and models are stationary. However, in real world…

信息检索 · 计算机科学 2015-05-04 João Vinagre , Alípio Mário Jorge , João Gama

Video-game players generate huge amounts of data, as everything they do within a game is recorded. In particular, among all the stored actions and behaviors, there is information on the in-game purchases of virtual products. Such…

机器学习 · 统计学 2018-11-29 Paul Bertens , Anna Guitart , Pei Pei Chen , África Periáñez

Recommendation systems have been integrated into the majority of large online systems to filter and rank information according to user profiles. It thus influences the way users interact with the system and, as a consequence, bias the…

信息检索 · 计算机科学 2015-11-05 Arnaud De Myttenaere , Boris Golden , Bénédicte Le Grand , Fabrice Rossi

With a vast number of items, web-pages, and news to choose from, online services and the customers both benefit tremendously from personalized recommender systems. Such systems however provide great opportunities for targeted…

信息检索 · 计算机科学 2015-04-16 Subhashini Krishnasamy , Rajat Sen , Sewoong Oh , Sanjay Shakkottai

In markets where algorithmic data processing is increasingly prevalent, recommendation algorithms can substantially affect trade and welfare. We consider a setting in which an algorithm recommends a product based on its value to the buyer…

理论经济学 · 经济学 2025-06-17 Shota Ichihashi , Alex Smolin

We present Boutiques, a system to automatically publish, integrate and execute applications across computational platforms. Boutiques applications are installed through software containers described in a rich and flexible JSON language. A…

Modern 3D printing technologies and the upcoming mass-customization paradigm call for efficient methods to produce and distribute arbitrarily-shaped 3D objects. This paper introduces an original algorithm to split a 3D model in parts that…

图形学 · 计算机科学 2021-04-13 Marco Attene

Bin covering is a dual version of classic bin packing. Thus, the goal is to cover as many bins as possible, where covering a bin means packing items of total size at least one in the bin. For online bin covering, competitive analysis fails…

数据结构与算法 · 计算机科学 2014-02-28 Marie G. Christ , Lene M. Favrholdt , Kim S. Larsen

We present a method for a wine recommendation system that employs multidimensional clustering and unsupervised learning methods. Our algorithm first performs clustering on a large corpus of wine reviews. It then uses the resulting wine…

信息检索 · 计算机科学 2018-07-03 Richard Diehl Martinez , Geoffrey Angus , Rooz Mahdavian

Recommender systems are a valuable tool for software engineers. For example, they can provide developers with a ranked list of files likely to contain a bug, or multiple auto-complete suggestions for a given method stub. However, the way…

软件工程 · 计算机科学 2022-08-02 Christoph Treude

Recommender systems use data on past user preferences to predict possible future likes and interests. A key challenge is that while the most useful individual recommendations are to be found among diverse niche objects, the most reliably…

信息检索 · 计算机科学 2010-03-15 Tao Zhou , Zoltan Kuscsik , Jian-Guo Liu , Matus Medo , Joseph R. Wakeling , Yi-Cheng Zhang

A recommendation system uses the past purchases or ratings of $n$ products by a group of $m$ users, in order to provide personalized recommendations to individual users. The information is modeled as an $m \times n$ preference matrix which…

量子物理 · 物理学 2016-09-23 Iordanis Kerenidis , Anupam Prakash

A variety of goods and services in the contemporary world requires permanent improvement of services e-commerce platform performance. Modern society is so deeply integrated with mail deliveries, purchasing of goods and services online, that…

计算机与社会 · 计算机科学 2020-11-03 Valentyn M. Yanchuk , Andrii G. Tkachuk , Dmitry S. Antoniuk , Tetiana A. Vakaliuk , Anna A. Humeniuk

Recommender systems apply data mining techniques and prediction algorithms to predict users' interest on information, products and services among the tremendous amount of available items. The vast growth of information on the Internet as…

信息检索 · 计算机科学 2016-11-25 Dhoha Almazro , Ghadeer Shahatah , Lamia Albdulkarim , Mona Kherees , Romy Martinez , William Nzoukou

With a novel search algorithm or assortment planning or assortment optimization algorithm that takes into account a Bayesian approach to information updating and two-stage assortment optimization techniques, the current research provides a…

理论经济学 · 经济学 2023-07-19 Dipankar Das

The paper briefly introduces multiple classifier systems and describes a new algorithm, which improves classification accuracy by means of recommendation of a proper algorithm to an object classification. This recommendation is done…

信息检索 · 计算机科学 2015-04-22 Yury Kashnitsky , Dmitry I. Ignatov

E-commerce recommender systems are becoming increasingly important in the current digital world. They are used to personalize user experience, help customers find what they need quickly and efficiently, and increase revenue for the…

信息检索 · 计算机科学 2022-12-29 Tanmayee Salunke , Unnati Nichite

Recommendation systems have been integrated into the majority of large online systems. They tailor those systems to individual users by filtering and ranking information according to user profiles. This adaptation process influences the way…

信息检索 · 计算机科学 2014-07-04 Arnaud De Myttenaere , Bénédicte Le Grand , Boris Golden , Fabrice Rossi

Within a logistics supply chain, a large variety of transported goods need to be handled, recognized and checked at many different network points. Often, huge manual effort is involved in recognizing or verifying packet identity or…

计算机视觉与模式识别 · 计算机科学 2020-08-12 Laura Dörr , Felix Brandt , Martin Pouls , Alexander Naumann

In recent years, bundle recommendation systems have gained significant attention in both academia and industry due to their ability to enhance user experience and increase sales by recommending a set of items as a bundle rather than…

信息检索 · 计算机科学 2026-02-27 Meng Sun , Lin Li , Ming Li , Xiaohui Tao , Dong Zhang , Qing Xie , Peipei Wang , Jimmy Xiangji Huang