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Understanding and tuning the performance of extreme-scale parallel computing systems demands a streaming approach due to the computational cost of applying offline algorithms to vast amounts of performance log data. Analyzing large…

分布式、并行与集群计算 · 计算机科学 2020-01-28 Suraj P. Kesavan , Takanori Fujiwara , Jianping Kelvin Li , Caitlin Ross , Misbah Mubarak , Christopher D. Carothers , Robert B. Ross , Kwan-Liu Ma

Recently, a new form of online shopping becomes more and more popular, which combines live streaming with E-Commerce activity. The streamers introduce products and interact with their audiences, and hence greatly improve the performance of…

信息检索 · 计算机科学 2021-06-08 Sanshi Yu , Zhuoxuan Jiang , Dong-Dong Chen , Shanshan Feng , Dongsheng Li , Qi Liu , Jinfeng Yi

Livestreaming commerce, a hybrid of e-commerce and self-media, has expanded the broad spectrum of traditional sales performance determinants. To investigate the factors that contribute to the success of livestreaming commerce, we construct…

计量经济学 · 经济学 2023-10-31 Xiong Xiong , Fan Yang , Li Su

Velocity is one of the 4 Vs commonly used to characterize Big Data. In this regard, Forrester remarked the following in Q3 2014: "The high velocity, white-water flow of data from innumerable real-time data sources such as market data,…

数据库 · 计算机科学 2017-08-10 Arun Kejariwal , Sanjeev Kulkarni , Karthik Ramasamy

Livestreaming has rapidly become a popular online pastime, with real-time interaction between streamer and viewer being a key motivating feature. However, viewers have traditionally had limited opportunity to directly influence the streamed…

人机交互 · 计算机科学 2025-04-15 Michael Yin , Robert Xiao

Streaming video understanding demands more than watching longer videos: assistants must decide when to speak in real time, balancing responsiveness against verbosity. Yet most video-language models (VideoLLMs) are trained for offline…

计算机视觉与模式识别 · 计算机科学 2026-05-12 Zichen Wen , Boxue Yang , Junlong Ke , Jiajie Huang , Chenfei Liao , Junxi Wang , Xuyang Liu , Linfeng Zhang

Reusable data/code and reproducible analyses are foundational to quality research. This aspect, however, is often overlooked when designing interactive stream analysis workflows for time-series data (e.g., eye-tracking data). A mechanism to…

数据库 · 计算机科学 2022-06-20 Yasith Jayawardana , Vikas G. Ashok , Sampath Jayarathna

In this paper we present a deep graph reinforcement learning model to predict and improve the user experience during a live video streaming event, orchestrated by an agent/tracker. We first formulate the user experience prediction problem…

人工智能 · 计算机科学 2021-07-30 Stefanos Antaris , Dimitrios Rafailidis , Sarunas Girdzijauskas

With the proliferation of the e-commerce industry, analyzing customer feedback is becoming indispensable to a service provider. In recent days, it can be noticed that customers upload the purchased product images with their review scores.…

计算机视觉与模式识别 · 计算机科学 2022-07-21 Chandranath Adak , Soumi Chattopadhyay , Muhammad Saqib

A common belief about the growing medium of livestreaming is that its value lies in its "live" component. We examine this belief by comparing how the price elasticity of demand for live events varies before, on the day of, and after…

机器学习 · 统计学 2022-09-07 Ziwei Cong , Jia Liu , Puneet Manchanda

We develop a comprehensive theoretical framework to analyze live streaming platforms as two-sided markets, focusing on the head effect where a small subset of elite streamers disproportionately attracts viewer attention. By constructing…

计算机与社会 · 计算机科学 2025-02-14 Yukun Zhang , Qi Dong

Search queries are appropriate when users have explicit intent, but they perform poorly when the intent is difficult to express or if the user is simply looking to be inspired. Visual browsing systems allow e-commerce platforms to address…

In recent years, integrated short-video and live-streaming platforms have gained massive global adoption, offering dynamic content creation and consumption. Unlike pre-recorded short videos, live-streaming enables real-time interaction…

信息检索 · 计算机科学 2025-04-08 Yueyang Liu , Jiangxia Cao , Shen Wang , Shuang Wen , Xiang Chen , Xiangyu Wu , Shuang Yang , Zhaojie Liu , Kun Gai , Guorui Zhou

Analysis of microservices' performance is a considerably challenging task due to the multifaceted nature of these systems. Each request to a microservices system might raise several Remote Procedure Calls (RPCs) to services deployed on…

软件工程 · 计算机科学 2024-04-23 Luca Traini , Jessica Leone , Giovanni Stilo , Antinisca Di Marco

Live commerce is the act of selling products online through live streaming. The customer's diverse demands for online products introduce more challenges to Livestreaming Product Recognition. Previous works have primarily focused on fashion…

计算机视觉与模式识别 · 计算机科学 2023-08-22 Wenjie Yang , Yiyi Chen , Yan Li , Yanhua Cheng , Xudong Liu , Quan Chen , Han Li

In e-commerce, content quality of the product catalog plays a key role in delivering a satisfactory experience to the customers. In particular, visual content such as product images influences customers' engagement and purchase decisions.…

Knowing if a user is a buyer or window shopper solely based on clickstream data is of crucial importance for e-commerce platforms seeking to implement real-time accurate NBA (next best action) policies. However, due to the low frequency of…

机器学习 · 计算机科学 2020-03-17 Jacopo Tagliabue , Lucas Lacasa , Ciro Greco , Mattia Pavoni , Andrea Polonioli

Modern visual agents require representations that are general, causal, and physically structured to operate in real-time streaming environments. However, current vision foundation models remain fragmented, specializing narrowly in image…

计算机视觉与模式识别 · 计算机科学 2026-03-13 Yibin Yan , Jilan Xu , Shangzhe Di , Haoning Wu , Weidi Xie

Live-streaming, as an emerging media enabling real-time interaction between authors and users, has attracted significant attention. Unlike the stable playback time of traditional TV live or the fixed content of short video, live-streaming,…

In the nascent days of e-content delivery, having a superior product was enough to give companies an edge against the competition. With today's fiercely competitive market, one needs to be multiple steps ahead, especially when it comes to…

机器学习 · 计算机科学 2014-05-21 Everaldo Aguiar , Saurabh Nagrecha , Nitesh V. Chawla
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