From hairballs to hypotheses–biological insights from microbial networks

L Röttjers, K Faust - FEMS microbiology reviews, 2018 - academic.oup.com
Microbial networks are an increasingly popular tool to investigate microbial community
structure, as they integrate multiple types of information and may represent systems-level …

Spatio-temporal data mining: A survey of problems and methods

G Atluri, A Karpatne, V Kumar - ACM Computing Surveys (CSUR), 2018 - dl.acm.org
Large volumes of spatio-temporal data are increasingly collected and studied in diverse
domains, including climate science, social sciences, neuroscience, epidemiology …

大数据系统综述

李学龙, 龚海刚 - 2015 - ir.opt.ac.cn
摘要随着科学, 技术和工程的迅猛发展, 近20 年来, 许多领域(如光学观测, 光学监控, 健康医护,
传感器, 用户数据, 互联网和金融公司以及供应链系统) 都产生了海量的数据(更恰当的描述或许 …

Network embedding as matrix factorization: Unifying deepwalk, line, pte, and node2vec

J Qiu, Y Dong, H Ma, J Li, K Wang, J Tang - Proceedings of the eleventh …, 2018 - dl.acm.org
Since the invention of word2vec, the skip-gram model has significantly advanced the
research of network embedding, such as the recent emergence of the DeepWalk, LINE, PTE …

Community detection in node-attributed social networks: a survey

P Chunaev - Computer Science Review, 2020 - Elsevier
Community detection is a fundamental problem in social network analysis consisting,
roughly speaking, in unsupervised dividing social actors (modeled as nodes in a social …

A survey of community search over big graphs

Y Fang, X Huang, L Qin, Y Zhang, W Zhang, R Cheng… - The VLDB Journal, 2020 - Springer
With the rapid development of information technologies, various big graphs are prevalent in
many real applications (eg, social media and knowledge bases). An important component of …

Big data: A survey

M Chen, S Mao, Y Liu - Mobile networks and applications, 2014 - Springer
In this paper, we review the background and state-of-the-art of big data. We first introduce
the general background of big data and review related technologies, such as could …

Community-diversified influence maximization in social networks

J Li, T Cai, K Deng, X Wang, T Sellis, F Xia - Information Systems, 2020 - Elsevier
To meet the requirement of social influence analytics in various applications, the problem of
influence maximization has been studied in recent years. The aim is to find a limited number …

Graph based anomaly detection and description: a survey

L Akoglu, H Tong, D Koutra - Data mining and knowledge discovery, 2015 - Springer
Detecting anomalies in data is a vital task, with numerous high-impact applications in areas
such as security, finance, health care, and law enforcement. While numerous techniques …

Toward scalable systems for big data analytics: A technology tutorial

H Hu, Y Wen, TS Chua, X Li - IEEE access, 2014 - ieeexplore.ieee.org
Recent technological advancements have led to a deluge of data from distinctive domains
(eg, health care and scientific sensors, user-generated data, Internet and financial …