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Software modernisation through the migration from monolithic architectures to microservices has become increasingly critical, yet identifying effective service boundaries remains a complex and unresolved challenge. Although numerous…

As networks continue to grow in complexity and scale, detecting anomalies has become increasingly challenging, particularly in diverse and geographically dispersed environments. Traditional approaches often struggle with managing the…

分布式、并行与集群计算 · 计算机科学 2025-03-11 William Marfo , Enrique A. Rico , Deepak K. Tosh , Shirley V. Moore

Community detection plays a pivotal role in uncovering closely connected subgraphs, aiding various real-world applications such as recommendation systems and anomaly detection. With the surge of rich information available for entities in…

社会与信息网络 · 计算机科学 2024-11-05 Anran Zhang , Xingfen Wang , Yuhan Zhao

Discovering and characterizing the large-scale topological features in empirical networks are crucial steps in understanding how complex systems function. However, most existing methods used to obtain the modular structure of networks…

数据分析、统计与概率 · 物理学 2014-03-26 Tiago P. Peixoto

Modern cloud-native applications built on microservice architectures present unprecedented challenges for system monitoring and alerting. Site Reliability Engineers (SREs) face the daunting challenge of defining effective monitoring…

分布式、并行与集群计算 · 计算机科学 2025-07-29 Akanksha Singal , Divya Pathak , Kaustabha Ray , Felix George , Mudit Verma , Pratibha Moogi

Anomaly detecting as an important technical in cloud computing is applied to support smooth running of the cloud platform. Traditional detecting methods based on statistic, analysis, etc. lead to the high false-alarm rate due to…

机器学习 · 计算机科学 2019-01-29 Jing Zhang

Traditional threat modeling occurs during design, but cloud deployments introduce unanticipated threats, especially multi-stage attacks chaining vulnerabilities across trust boundaries. Existing security tools analyze components in…

密码学与安全 · 计算机科学 2026-03-25 Nicholas Pecka , Lotfi Ben Othmane , Bharat Bhargava , Renee Bryce

The humanities, like many other areas of society, are currently undergoing major changes in the wake of digital transformation. However, in order to make collection of digitised material in this area easily accessible, we often still lack…

信息检索 · 计算机科学 2021-03-23 Vuong M. Ngo , Sven Helmer , Nhien-An Le-Khac , M-Tahar Kechadi

Microservice architecture refers to the use of numerous small-scale and independently deployed services, instead of encapsulating all functions into one monolith. It has been a challenge in software engineering to decompose a monolithic…

软件工程 · 计算机科学 2021-05-18 Yuyang Wei , Yijun Yu , Minxue Pan , Tian Zhang

The rise of microservice architectures has revolutionized application design, fostering adaptability and resilience. These architectures facilitate scaling and encourage collaborative efforts among specialized teams, streamlining deployment…

分布式、并行与集群计算 · 计算机科学 2023-11-21 Herve Mbikayi Kabamba , Matthew Khouzam , Michel Dagenais

In recent years, wireless ad hoc sensor network becomes popular both in civil and military jobs. However, security is one of the significant challenges for sensor network because of their deployment in open and unprotected environment. As…

密码学与安全 · 计算机科学 2012-08-21 Mohammad Saiful Islam Mamun , A. F. M. Sultanul Kabir

Recently, graph anomaly detection on attributed networks has attracted growing attention in data mining and machine learning communities. Apart from attribute anomalies, graph anomaly detection also aims at suspicious topological-abnormal…

机器学习 · 计算机科学 2023-10-03 Jingcan Duan , Bin Xiao , Siwei Wang , Haifang Zhou , Xinwang Liu

Street network analysis holds appeal as a tool for the assessment of pedestrian connectivity and its relation to the intensity and mix of land-uses; however, application within urban-design triggers a range of questions on implementary…

物理与社会 · 物理学 2021-07-02 Gareth D. Simons

Microservice architectures (MSA) are becoming trending alternatives to existing software development paradigms notably for developing complex and distributed applications. Microservices emerged as an architectural design pattern aiming to…

密码学与安全 · 计算机科学 2024-04-24 Abdelhakim Hannousse , Salima Yahiouche

Given a multivariate big time series, can we detect anomalies as soon as they occur? Many existing works detect anomalies by learning how much a time series deviates away from what it should be in the reconstruction framework. However, most…

机器学习 · 计算机科学 2022-04-19 Quan Ding , Shenghua Liu , Bin Zhou , Huawei Shen , Xueqi Cheng

Cloud-native systems represent a significant leap in constructing scalable, large systems, employing microservice architecture as a key element in developing distributed systems through self-contained components. However, the decentralized…

软件工程 · 计算机科学 2024-07-25 Amr S. Abdelfattah

Microservice systems expose rich telemetry streams, including metrics, logs, and distributed traces. Existing performance anomaly detection methods increasingly model these systems as graphs, where nodes represent services and edges…

软件工程 · 计算机科学 2026-05-26 Yunjian Ma

Microservice architecture has become a dominant architectural style in the service-oriented software industry. Poor practices in the design and development of microservices are called microservice bad smells. In microservice bad smells…

软件工程 · 计算机科学 2024-04-03 Weipan Yang , Yongchao Xing , Yiming Lyu , Zhihao Liang , Zhiying Tu

Epidemiologists and social scientists have used the Network Scale-Up Method (NSUM) for over thirty years to estimate the size of a hidden sub-population within a social network. This method involves querying a subset of network nodes about…

分布式、并行与集群计算 · 计算机科学 2025-10-17 Sergio Díaz-Aranda , Juan Marcos Ramírez , Mohit Daga , Jaya Prakash Champati , José Aguilar , Rosa Elvira Lillo , Antonio Fernández Anta

Observability is important to ensure the reliability of microservice applications. These applications are often prone to failures, since they have many independent services deployed on heterogeneous environments. When employed "correctly",…

软件工程 · 计算机科学 2024-08-09 Maria C. Borges , Joshua Bauer , Sebastian Werner , Michael Gebauer , Stefan Tai