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The rapid growth of online network platforms generates large-scale network data and it poses great challenges for statistical analysis using the spatial autoregression (SAR) model. In this work, we develop a novel distributed estimation and…

统计计算 · 统计学 2023-11-29 Yimeng Ren , Zhe Li , Xuening Zhu , Yuan Gao , Hansheng Wang

Measuring performance & quantifying a performance change are core evaluation techniques in programming language and systems research. Of 122 recent scientific papers, as many as 65 included experimental evaluation that quantified a…

统计方法学 · 统计学 2020-07-22 Tomas Kalibera , Richard Jones

Online consumer reviews reflect the testimonials of real people, unlike advertisements. As such, they have critical impact on potential consumers, and indirectly on businesses. According to a Harvard study (Luca 2011), +1 rise in…

社会与信息网络 · 计算机科学 2016-03-08 Junting Ye , Santhosh Kumar , Leman Akoglu

In this paper, the credit scoring problem is studied by incorporating networked information, where the advantages of such incorporation are investigated theoretically in two scenarios. Firstly, a Bayesian optimal filter is proposed to…

理论经济学 · 经济学 2019-11-01 Yibei Li , Ximei Wang , Boualem Djehiche , Xiaoming Hu

Collaborative competitions have gained popularity in the scientific and technological fields. These competitions involve defining tasks, selecting evaluation scores, and devising result verification methods. In the standard scenario,…

机器学习 · 计算机科学 2024-08-22 Sergio Nava-Muñoz , Mario Graff , Hugo Jair Escalante

Stochastic network calculus is an evolving theory which accounts for statistical multiplexing and uses an envelope approach for probabilistic delay and backlog analysis of networks. One of the key ideas of stochastic network calculus is the…

网络与互联网体系结构 · 计算机科学 2011-09-30 Kishore Angrishi , Ulrich Killat

We introduce a unified and computationally efficient framework for regression on network data, addressing limitations of existing models that require specialized estimation procedures or impose restrictive decay assumptions. Our Network…

统计方法学 · 统计学 2026-01-16 Yingying Ma , Chenlei Leng

A new estimation method is presented for network sampling designs, including Respondent Driven Sampling (RDS) and Snowball (SB) sampling. These types of link-tracing designs are essential for studies of hidden populations, such as people at…

统计方法学 · 统计学 2019-04-24 Steve Thompson

In this paper, we study estimation of potentially unstable linear dynamical systems when the observations are distributed over a network. We are interested in scenarios when the information exchange among the agents is restricted. In…

信息论 · 计算机科学 2011-11-22 Usman A. Khan , Ali Jadbabaie

When comparing the average citation impact of research groups, universities and countries, field normalisation reduces the influence of discipline and time. Confidence intervals for these indicators can help with attempts to infer whether…

数字图书馆 · 计算机科学 2017-03-24 Mike Thelwall , Ruth Fairclough

The goal of a recommendation system is to model the relevance between each user and each item through the user-item interaction history, so that maximize the positive samples score and minimize negative samples. Currently, two popular loss…

信息检索 · 计算机科学 2022-07-08 Chun Yang , Shicai Fan

Motivated by the goal of evaluating real-time forecasts of home team win probabilities in the National Basketball Association, we develop new tools for measuring the quality of continuously updated probabilistic forecasts. This includes…

统计方法学 · 统计学 2020-10-05 Chi-Kuang Yeh , Gregory Rice , Joel A. Dubin

The recent decade has seen an enormous rise in the popularity of deep learning and neural networks. These algorithms have broken many previous records and achieved remarkable results. Their outstanding performance has significantly sped up…

Analysing Online Social Networks (OSN), voluntarily maintained and automatically exploitable databases of electronic personal information, promises a wealth of insight into their users' behavior, interest, and utilization of these currently…

计算机与社会 · 计算机科学 2011-09-28 Thorsten Strufe

Ordinal classification models assign higher penalties to predictions further away from the true class. As a result, they are appropriate for relevant diagnostic tasks like disease progression prediction or medical image grading. The…

计算机视觉与模式识别 · 计算机科学 2023-09-19 Adrian Galdran

In designing external validation studies of clinical prediction models, contemporary sample size calculation methods are based on the frequentist inferential paradigm. One of the widely reported metrics of model performance is net benefit…

应用统计 · 统计学 2025-02-28 Mohsen Sadatsafavi , Andrew J Vickers , Tae Yoon Lee , Paul Gustafson , Laure Wynants

We present a novel methodology for analyzing the optimal promotion in the Bass model for the spreading of new products on networks. For general networks with $M$ nodes, the optimal promotion is the solution of $2^M-1$ nonlinearly-coupled…

最优化与控制 · 数学 2025-04-10 Gadi Fibich , Amit Golan

Promotional language has been increasingly used to aid the communication of innovative ideas in science. Yet, less is known about its role in the context of technological innovation. Here, we use a validated and domain-diagnosed lexicon of…

计算与语言 · 计算机科学 2026-05-07 Bingkun Zhao , Chenwei Zhang , Hao Peng

A generalised concept of the signal-to-noise ratio (or equivalently the ratio of predictable components, or RPC) is provided, based on proper scoring rules. This definition is the natural generalisation of the classical RPC, yet it allows…

应用统计 · 统计学 2026-03-31 Jochen Bröcker , Eviatar Bach

Accurate channel estimation is essential for broadband wireless communications. As wireless channels often exhibit sparse structure, the adaptive sparse channel estimation algorithms based on normalized least mean square (NLMS) have been…

信息论 · 计算机科学 2013-11-07 Guan Gui , Linglong Dai , Shinya Kumagai , Fumiyuki Adachi