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When online sellers use AI learning algorithms to automatically compete on e-commerce platforms, there is concern that they will learn to coordinate on higher than competitive prices. However, this concern was primarily raised in…

综合经济学 · 经济学 2025-11-03 Hangcheng Zhao , Ron Berman

Point-Of-Interest (POI) recommendation aims to mine a user's visiting history and find her/his potentially preferred places. Although location recommendation methods have been studied and improved pervasively, the challenges w.r.t employing…

计算机与社会 · 计算机科学 2017-01-04 Saeid Hosseini , Hongzhi Yin , Xiaofang Zhou , Shazia Sadiq

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…

多媒体 · 计算机科学 2011-02-09 Yu Zhang , Mihaela van der Schaar

In mobile applications, Pop-up window (PoW) plays a crucial role in improving user experience, guiding user actions, and delivering key information. Unfortunately, the excessive use of PoWs severely degrades the user experience. These PoWs…

软件工程 · 计算机科学 2025-05-20 Dongpeng Wu , Yuhong Nan , Shaojiang Wang , Jiawei Wang , Luwa Li , Xueqiang Wang

Most online services (Google, Facebook etc.) operate by providing a service to users for free, and in return they collect and monetize personal information (PI) of the users. This operational model is inherently economic, as the "good"…

Recent scholarly work has extensively examined the phenomenon of algorithmic collusion driven by AI-enabled pricing algorithms. However, online platforms commonly deploy recommender systems that influence how consumers discover and purchase…

人工智能 · 计算机科学 2024-12-17 Xingchen Xu , Stephanie Lee , Yong Tan

Are rewards or penalties more effective in influencing user behavior? This work compares the effectiveness of subsidies and tolls in incentivizing users in congestion games. The predominantly studied method of influencing user behavior in…

计算机科学与博弈论 · 计算机科学 2019-10-08 Bryce L. Ferguson , Philip N. Brown , Jason R. Marden

In location-based social networks (LBSNs), users sense urban point-of-interest (PoI) information in the vicinity and share such information with friends in online social networks. Given users' limited social connections and severe lags in…

社会与信息网络 · 计算机科学 2025-05-19 Songhua Li , Lingjie Duan

With the emerging sensing technologies such as mobile crowdsensing and Internet of Things (IoT), people-centric data can be efficiently collected and used for analytics and optimization purposes. This data is typically required to develop…

计算机科学与博弈论 · 计算机科学 2017-03-21 Mohammad Abu Alsheikh , Dusit Niyato , Derek Leong , Ping Wang , Zhu Han

We analyze the effects of enforcing vs. exempting access ISP from net neutrality regulations when platforms are present and operate two-sided pricing in their business models. This study is conducted in a scenario where users and Content…

理论经济学 · 经济学 2026-04-24 Luis Guijarro , Vicent Pla , Jose Ramon Vidal

Internet of things (IoT) produces massive data from devices embedded with sensors. The IoT data allows creating profitable services using machine learning. However, previous research does not address the problem of optimal pricing and…

网络与互联网体系结构 · 计算机科学 2020-02-17 Mohammad Abu Alsheikh , Dinh Thai Hoang , Dusit Niyato , Derek Leong , Ping Wang , Zhu Han

Understanding where people go after visiting one business is crucial for urban planning, retail analytics, and location-based services. However, predicting these co-visitation patterns across millions of venues remains challenging due to…

机器学习 · 计算机科学 2025-07-29 Yazeed Alrubyli , Omar Alomeir , Abrar Wafa , Diána Hidvégi , Hend Alrasheed , Mohsen Bahrami

Are rewards or penalties more effective in influencing user behavior? This work compares the effectiveness of subsidies and tolls in incentivizing user behavior in congestion games. The predominantly studied method of influencing user…

计算机科学与博弈论 · 计算机科学 2022-04-15 Bryce L. Ferguson , Philip N. Brown , Jason R. Marden

An appcessory (app + accessory) is a smart phone accessory that is combined with a specially written app to perform a useful function. An example is a toy helicopter controlled by a smart phone app: the full value proposition involves both…

计算机与社会 · 计算机科学 2012-09-27 Koen Holtman

Most of the economic reports forecast that almost half of the worldwide market value unlocked by AI over the next decade (up to 6 trillion USD per year) will be in marketing&sales. In particular, AI will enable the optimization of more and…

计算机科学与博弈论 · 计算机科学 2022-01-31 Matteo Castiglioni , Diodato Ferraioli , Nicola Gatti , Alberto Marchesi , Giulia Romano

Federated learning protects users' data privacy through sharing users' local model parameters (instead of raw data) with a server. However, when massive users train a large machine learning model through federated learning, the dynamically…

网络与互联网体系结构 · 计算机科学 2023-10-02 Ningning Ding , Lin Gao , Jianwei Huang

While Points Of Interest (POIs), such as restaurants, hotels, and barber shops, are part of urban areas irrespective of their specific locations, the names of these POIs often reveal valuable information related to local culture, landmarks,…

计算与语言 · 计算机科学 2018-06-22 Yingjie Hu , Krzysztof Janowicz

Location-based Social Networks (LBSNs) enable users to socialize with friends and acquaintances by sharing their check-ins, opinions, photos, and reviews. Huge volume of data generated from LBSNs opens up a new avenue of research that gives…

Today mobile users such as drivers are invited by content providers (e.g., Tripadvisor) to sample fresh information of diverse paths to control the age of information (AoI). However, selfish drivers prefer to travel through the shortest…

系统与控制 · 电气工程与系统科学 2023-03-09 Hongbo Li , Lingjie Duan

In this paper, we focus on the problem of modeling dynamic geo-human interactions in streams for online POI recommendations. Specifically, we formulate the in-stream geo-human interaction modeling problem into a novel deep interactive…

信息检索 · 计算机科学 2022-10-14 Dongjie Wang , Kunpeng Liu , Hui Xiong , Yanjie Fu