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We introduce an unsupervised approach to efficiently discover the underlying features in a data set via crowdsourcing. Our queries ask crowd members to articulate a feature common to two out of three displayed examples. In addition we also…

Machine Learning · Statistics 2015-04-02 James Y. Zou , Kamalika Chaudhuri , Adam Tauman Kalai

The QUIC transport protocol represents a significant evolution in web transport technologies, offering improved performance and reduced latency compared to traditional protocols like TCP. Given the growing number of QUIC implementations,…

Networking and Internet Architecture · Computer Science 2026-02-11 Jashanjot Singh Sidhu , Abdelhak Bentaleb

360-degree video provides an immersive 360-degree viewing experience and has been widely used in many areas. The 360-degree video live streaming systems involve capturing, compression, uplink (camera to video server) and downlink (video…

Multimedia · Computer Science 2020-01-13 Jie Li , Ransheng Feng , Zhi Liu , Wei Sun , Qiyue Li

Adaptive bitrate (ABR) streaming enables video users to adapt the playing bitrate to the real-time network conditions to achieve the desirable quality of experience (QoE). In this work, we propose a novel crowdsourced streaming framework…

Multimedia · Computer Science 2018-05-22 Lin Gao , Ming Tang , Haitian Pang , Jianwei Huang , Lifeng Sun

In this paper, we present a digital twin (DT)-assisted adaptive video streaming scheme to enhance personalized quality-of-experience (PQoE). Since PQoE models are user-specific and time-varying, existing schemes based on universal and…

Image and Video Processing · Electrical Eng. & Systems 2022-05-10 Xinyu Huang , Conghao Zhou , Wen Wu , Mushu Li , Huaqing Wu , Xuemin , Shen

The 360-degree video allows users to enjoy the whole scene by interactively switching viewports. However, the huge data volume of the 360-degree video limits its remote applications via network. To provide high quality of experience (QoE)…

Computer Vision and Pattern Recognition · Computer Science 2019-12-24 Hui Yuan , Shiyun Zhao , Junhui Hou , Xuekai Wei , Sam Kwong

Fog computing extends the cloud computing paradigm by allocating substantial portions of computations and services towards the edge of a network, and is, therefore, particularly suitable for large-scale, geo-distributed, and data-intensive…

Signal Processing · Electrical Eng. & Systems 2019-12-03 Guangxia Li , Peilin Zhao , Xiao Lu , Jia Liu , Yulong Shen

The wide adoption of multimedia service capable mobile devices, the availability of better networks with higher bandwidths, and the availability of platforms offering digital content has led to an increasing popularity of multimedia…

Networking and Internet Architecture · Computer Science 2024-02-12 M. Aguayo , L. Bellido , C. M. Lentisco , E. Pastor

Clearly, no one likes webpages with poor quality of experience (QoE). Being perceived as slow or fast is a key element in the overall perceived QoE of web applications. While extensive effort has been put into optimizing web applications…

Networking and Internet Architecture · Computer Science 2017-04-06 Qingzhu Gao , Prasenjit Dey , Parvez Ahammad

Improvements in networking technologies and the steadily increasing numbers of users, as well as the shift from traditional broadcasting to streaming content over the Internet, have made video applications (e.g., live and Video-on-Demand…

Multimedia · Computer Science 2024-06-05 Reza Farahani , Zoha Azimi , Christian Timmerer , Radu Prodan

The multimedia content and streaming are a major means of information exchange in the modern era and there is an increasing demand for such services. This coupled with the advancement of future wireless networks B5G/6G and the proliferation…

Multimedia · Computer Science 2024-11-26 Monalisa Ghosh , Chetna Singhal

The popularity of immersive videos has prompted extensive research into neural adaptive tile-based streaming to optimize video transmission over networks with limited bandwidth. However, the diversity of users' viewing patterns and Quality…

Networking and Internet Architecture · Computer Science 2024-10-28 Duo Wu , Panlong Wu , Miao Zhang , Fangxin Wang

This paper proposes and evaluates a novel algorithm for streaming video over HTTP. The problem is formulated as a non-convex optimization problem which is constrained by the predicted available bandwidth, chunk deadlines, available video…

Networking and Internet Architecture · Computer Science 2019-01-23 Anis Elgabli , Vaneet Aggarwal

To better serve users' demands in mobile applications (e.g., navigation), mobile crowdsourcing platforms can iteratively align large language model (LLM)-generated content (e.g., AI-generated traffic condition predictions) with human…

Machine Learning · Computer Science 2026-05-26 Shugang Hao , Lingjie Duan

Crowdsourcing is a relatively economic and efficient solution to collect annotations from the crowd through online platforms. Answers collected from workers with different expertise may be noisy and unreliable, and the quality of annotated…

Machine Learning · Computer Science 2020-01-08 Jingzheng Tu , Guoxian Yu , Jun Wang , Carlotta Domeniconi , Xiangliang Zhang

Outlier detection is a crucial part of robust evaluation for crowdsourceable assessment of Quality of Experience (QoE) and has attracted much attention in recent years. In this paper, we propose some simple and fast algorithms for outlier…

Machine Learning · Statistics 2017-07-25 Qianqian Xu , Ming Yan , Chendi Huang , Jiechao Xiong , Qingming Huang , Yuan Yao

For distributed systems to properly react to peaks of requests, their adaptation activities would benefit from the estimation of the amount of requests. This paper proposes a solution to produce a short-term forecast based on data…

Neural and Evolutionary Computing · Computer Science 2014-06-13 Christian Napoli , Giuseppe Pappalardo , Emiliano Tramontana

The Internet is integral to modern life, influencing communication, business, and lifestyles globally. As dependence on Internet services grows, the demand for high-quality service delivery increases. Service providers must maintain high…

Networking and Internet Architecture · Computer Science 2025-03-11 Parsa Hassani Shariat Panahi , Amir Hossein Jalilvand , Abolfazl Diyanat

In mobile networks, users may lose coverage when entering a building due to the high signal attenuation at windows and walls. Under such conditions, services with minimum bit-rate requirements, such as video streaming, often show poor…

Multimedia · Computer Science 2017-05-25 Sami Mekki , Theodoros Karagkioules , Stefan Valentin

Multimedia streaming over the Internet (live and on demand) is the cornerstone of modern Internet carrying more than 60% of all traffic. With such high demand, delivering outstanding user experience is a crucial and challenging task. To…

Multimedia · Computer Science 2022-10-21 Kerim Hodzic , Mirsad Cosovic , Sasa Mrdovic , Jason J. Quinlan , Darijo Raca