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Group tendency is a research branch of computer assisted learning. The construction of good learning behavior is of great significance to learners' learning process and learning effect, and is the key basis of data-driven education…

机器学习 · 计算机科学 2020-10-09 Xiaona Xia

Understanding temporal patterns in online search behavior is crucial for real-time marketing and trend forecasting. Google Trends offers a rich proxy for public interest, yet the high dimensionality and noise of its time-series data present…

机器学习 · 统计学 2025-06-25 Pola Bereta , Ioannis Diamantis

Bidding is a key element of search advertising, but the variation in bidders' valuations and strategies is often overlooked. Disclosing bid information helps uncover this heterogeneity and enables platforms to tailor their disclosure…

综合经济学 · 经济学 2024-10-10 Zhu Mingxi , Song Michelle

Online Social Networks (OSNs) facilitate access to a variety of data allowing researchers to analyze users' behavior and develop user behavioral analysis models. These models rely heavily on the observed data which is usually biased due to…

社会与信息网络 · 计算机科学 2022-08-09 Mansooreh Karami , Ahmadreza Mosallanezhad , Paras Sheth , Huan Liu

The bidirectional selection between two classes widely emerges in various social lives, such as commercial trading and mate choosing. Until now, the discussions on bidirectional selection in structured human society are quite limited. We…

物理与社会 · 物理学 2015-02-23 Bin Zhou , Zhe He , Luo-Luo Jiang , Nian-Xin Wang , Bing-Hong Wang

The widespread adoption of online courses opens opportunities for the analysis of learner behaviour and for the optimisation of web-based material adapted to observed usage. Here we introduce a mathematical framework for the analysis of…

社会与信息网络 · 计算机科学 2019-07-17 Robert L. Peach , Sophia N. Yaliraki , David Lefevre , Mauricio Barahona

Online marketplace designers frequently run A/B tests to measure the impact of proposed product changes. However, given that marketplaces are inherently connected, total average treatment effect estimates obtained through Bernoulli…

统计方法学 · 统计学 2020-04-28 David Holtz , Ruben Lobel , Inessa Liskovich , Sinan Aral

Organizing a few webpages from social media websites into popular topics is one of the key steps to understand trends on web. Discovering popular topics from web faces a sea of noise webpages which never evolve into popular topics. In this…

信息检索 · 计算机科学 2024-08-13 Junbiao Pang , Qingming Huang

Social groups play a crucial role in social media platforms because they form the basis for user participation and engagement. Groups are created explicitly by members of the community, but also form organically as members interact. Due to…

社会与信息网络 · 计算机科学 2013-09-10 Przemyslaw A. Grabowicz , Luca Maria Aiello , Víctor M. Eguíluz , Alejandro Jaimes

This work is organized as follows. In the first section we review the prior work and we have obtained our data. Next, we will look at address reuse in the Bitcoin network. We show that a great portion of users reuse their addresses which…

社会与信息网络 · 计算机科学 2018-04-24 Mohammad Sadegh Ebrahimi , Afshin Babveyh

Most real complex networks -- such as protein interactions, social contacts, the internet -- are only partially known and available to us. While the process of exploring such networks in many cases resembles a random walk, it becomes a key…

物理与社会 · 物理学 2007-09-19 Luciano da Fontoura Costa

We propose an automated and unsupervised methodology for a novel summarization of group behavior based on content preference. We show that graph theoretical community evolution (based on similarity of user preference for content) is…

社会与信息网络 · 计算机科学 2013-11-05 Roja Bandari , Hazhir Rahmandad , Vwani P. Roychowdhury

Recommender systems are an essential component of e-commerce marketplaces, helping consumers navigate massive amounts of inventory and find what they need or love. In this paper, we present an approach for generating personalized item…

信息检索 · 计算机科学 2021-02-12 Tian Wang , Yuri M. Brovman , Sriganesh Madhvanath

Online marketplaces, search engines, and databases employ aggregated social information to rank their content for users. Two ranking heuristics commonly implemented to order the available options are the average review score and item…

信息检索 · 计算机科学 2017-06-27 Pantelis P. Analytis , Alexia Delfino , Juliane Kämmer , Mehdi Moussaïd , Thorsten Joachims

We present a new method for articulating scale-dependent topological descriptions of the network structure inherent in many complex systems. The technique is based on "Partition Decoupled Null Models,'' a new class of null models that…

证券定价 · 定量金融 2011-04-22 Greg Leibon , Scott D. Pauls , Daniel N. Rockmore , Robert Savell

Community structure is one of the key properties of complex networks and plays a crucial role in their topology and function. While an impressive amount of work has been done on the issue of community detection, very little attention has…

物理与社会 · 物理学 2010-09-17 Andrea Lancichinetti , Mikko Kivela , Jari Saramaki , Santo Fortunato

The proposal is to use clusters, graphs and networks as models in order to analyse the Web structure. Clusters, graphs and networks provide knowledge representation and organization. Clusters were generated by co-site analysis. The sample…

人工智能 · 计算机科学 2007-07-11 Xavier Polanco

Bipartite graph embedding (BGE) maps nodes to compressed embedding vectors that can reflect the hidden topological features of the network, and learning high-quality BGE is crucial for facilitating downstream applications such as…

社会与信息网络 · 计算机科学 2024-10-15 Shanfan Zhang , Yongyi Lin , Yuan Rao , Zhan Bu

In recent years, many new and interesting models of successful online business have been developed, including competitive models such as auctions, where the product price tends to rise, and group-buying, where users cooperate obtaining a…

计算工程、金融与科学 · 计算机科学 2017-11-08 Pierluigi Gallo , Francesco Randazzo , Ignazio Gallo

The time proximity of trades across stocks reveals interesting topological structures of the equity market in the United States. In this article, we investigate how such concurrent cross-stock trading behaviors, which we denote as…

交易与市场微观结构 · 定量金融 2024-05-14 Yutong Lu , Gesine Reinert , Mihai Cucuringu