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Automated platforms which support users in finding a mutually beneficial match, such as online dating and job recruitment sites, are becoming increasingly popular. These platforms often include recommender systems that assist users in…

Artificial Intelligence · Computer Science 2018-07-04 Akiva Kleinerman , Ariel Rosenfeld , Sarit Kraus

With high scalability, high video streaming quality, and low bandwidth requirement, peer-to-peer (P2P) systems have become a popular way to exchange files and deliver multimedia content over the internet. However, current P2P systems are…

Networking and Internet Architecture · Computer Science 2014-08-05 Xin Kang , Yongdong Wu

We develop a clearance and settlement model for Peer-to-Peer (P2P) energy trading in low-voltage networks. The model enables direct transactions between parties within an open and distributed system and integrates unused capacity while…

Optimization and Control · Mathematics 2024-08-01 Diana Vieira Fernandes , Nicolas Christin , Soummya Kar

Recommender Systems are algorithms that predict a user's preference for an item. Reciprocal Recommenders are a subset of recommender systems, where the items in question are people, and the objective is therefore to predict a bidirectional…

Information Retrieval · Computer Science 2021-08-27 James Neve , Ryan McConville

Online dating sites have become popular platforms for people to look for potential romantic partners. Different from traditional user-item recommendations where the goal is to match items (e.g., books, videos, etc) with a user's interests,…

Social and Information Networks · Computer Science 2015-01-28 Peng Xia , Benyuan Liu , Yizhou Sun , Cindy Chen

A reciprocal recommendation problem is one where the goal of learning is not just to predict a user's preference towards a passive item (e.g., a book), but to recommend the targeted user on one side another user from the other side such…

Machine Learning · Computer Science 2018-06-05 Fabio Vitale , Nikos Parotsidis , Claudio Gentile

Peer-to-peer (P2P) trading is seen as a viable solution to handle the growing number of distributed energy resources in distribution networks. However, when dealing with large-scale consumers, there are several challenges that must be…

Systems and Control · Electrical Eng. & Systems 2024-10-29 Cheng Feng , Kedi Zheng , Lanqing Shan , Hani Alers , Qixin Chen , Lampros Stergioulas , Hongye Guo

Mobile peer-to-peer networks are quite prevalent and popular now days due to advent of business scenarios where all the services are going mobile like whether it's to find good restaurants, healthy diet books making friends, job-hunting,…

Distributed, Parallel, and Cluster Computing · Computer Science 2016-06-27 Rahul Mishra

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…

Software Engineering · Computer Science 2022-08-02 Christoph Treude

Empirical data shows that in the absence of incentives, a peer participating in a Peer-to-Peer (P2P) network wishes to free-riding. Most solutions for providing incentives in P2P networks are based on direct reciprocity, which are not…

Multimedia · Computer Science 2011-02-09 Yu Zhang , Mihaela van der Schaar

Big data and machine learning (ML) algorithms are key drivers of many fintech innovations. While it may be obvious that replacing humans with machine would increase efficiency, it is not clear whether and where machines can make better…

General Finance · Quantitative Finance 2020-08-11 Runshan Fu , Yan Huang , Param Vir Singh

This paper studies the applicability of peer-to-peer (P2P) energy trading in a grid-tied network. The main objectives are to understand the impact of the financial P2P energy trading on the network operation, and thus demonstrate the…

Systems and Control · Electrical Eng. & Systems 2019-09-12 M Imran Azim , S. A. Pourmousavi , Wayes Tushar , Tapan K. Saha

Lending decisions are usually made with proprietary models that provide minimally acceptable explanations to users. In a future world without such secrecy, what decision support tools would one want to use for justified lending decisions?…

Machine Learning · Computer Science 2021-06-07 Chaofan Chen , Kangcheng Lin , Cynthia Rudin , Yaron Shaposhnik , Sijia Wang , Tong Wang

Peer-To-Peer (P2P) networks are self-organizing, distributed systems, with no centralized authority or infrastructure. Because of the voluntary participation, the availability of resources in a P2P system can be highly variable and…

Computer Science and Game Theory · Computer Science 2007-05-23 Chiranjeeb Buragohain , Divyakant Agrawal , Subhash Suri

Recommender systems are present in many web applications to guide our choices. They increase sales and benefit sellers, but whether they benefit customers by providing relevant products is questionable. Here we introduce a model to examine…

Computers and Society · Computer Science 2017-01-27 Chi Ho Yeung

Agent-based solutions lend themselves well to address privacy concerns and the computational scalability needs of future distributed electric grids and end-use energy exchanges. Decentralized decision-making methods are the key to enabling…

Systems and Control · Electrical Eng. & Systems 2023-10-03 Meiyi Li , Javad Mohammadi , Soummya Kar

The information flow inside a P2P network is highly dependent on the network structure. In order to ease the diffusion of relevant data toward interested peers, many P2P protocols gather similar nodes by putting them in direct contact. With…

Distributed, Parallel, and Cluster Computing · Computer Science 2015-03-19 Ranieri Baraglia , Patrizio Dazzi , Matteo Mordacchini , Laura Ricci , Luca Alessi

Recommendation system is a type of information filtering systems that recommend various objects from a vast variety and quantity of items which are of the user interest. This results in guiding an individual in personalized way to…

Information Retrieval · Computer Science 2015-03-24 Sumitkumar Kanoje , Sheetal Girase , Debajyoti Mukhopadhyay

As one of the main business models in the financial technology field, peer-to-peer (P2P) lending has disrupted traditional financial services by providing an online platform for lending money that has remarkably reduced financial costs.…

Computational Engineering, Finance, and Science · Computer Science 2018-05-01 Anahita Namvar , Mohsen Naderpour

With the rapid growth of congestion-sensitive and data-intensive applications, traditional settlement-free peering agreements with best-effort delivery often do not meet the QoS requirements of content providers (CPs). Meanwhile, Internet…

Networking and Internet Architecture · Computer Science 2018-01-03 Xin Wang , Yinlong Xu , Richard T. B. Ma