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相关论文: Data Silos A Roadblock for AIOps

200 篇论文

Information systems (IS) are widely used in organisations to improve business performance. The steady progression in improving technologies like artificial intelligence (AI) and the need of securing future success of organisations lead to…

人工智能 · 计算机科学 2019-12-04 Nicholas R. J. Frick , Felix Brünker , Björn Ross , Stefan Stieglitz

The deployment of AI systems faces three critical governance challenges that current frameworks fail to adequately address. First, organizations struggle with inadequate risk assessment at the use case level, exemplified by the Humana class…

人工智能 · 计算机科学 2026-01-14 Pamela Gupta

Telecommunication Networks (TNs) have become the most important infrastructure for data communications over the last century. Operations and maintenance (O&M) is extremely important to ensure the availability, effectiveness, and efficiency…

人工智能 · 计算机科学 2024-12-09 Yuqian Yang , Shusen Yang , Cong Zhao , Zongben Xu

The accelerated adoption of AI-based software demands precise development guidelines to guarantee reliability, scalability, and ethical compliance. MLOps (Machine Learning and Operations) guidelines have emerged as the principal reference…

软件工程 · 计算机科学 2024-08-05 Sergio Moreschi , David Hästbacka , Andrea Janes , Valentina Lenarduzzi , Davide Taibi

With rapid growth in the amount of unstructured data produced by memory-intensive applications, large scale data analytics has recently attracted increasing interest. Processing, managing and analyzing this huge amount of data poses several…

分布式、并行与集群计算 · 计算机科学 2016-08-29 Farshid Farhat , Diman Zad Tootaghaj , Mohammad Arjomand

Artificial Intelligence (AI) has recently attracted a lot of attention, transitioning from research labs to a wide range of successful deployments in many fields, which is particularly true for Deep Learning (DL) techniques. Ultimately, DL…

人工智能 · 计算机科学 2022-03-01 Lixuan Yang , Dario Rossi

Next-generation IoT applications increasingly span across autonomous administrative entities, necessitating silo-cooperative scheduling to leverage diverse computational resources while preserving data privacy. However, realizing efficient…

机器学习 · 计算机科学 2026-03-17 Zhiyu Wang , Mohammad Goudarzi , Mingming Gong , Rajkumar Buyya

About 32% of a software practitioners' day involves seeking and using information to support task completion. Although the information needs of software practitioners have been studied extensively, the impact of AI-assisted tools on their…

软件工程 · 计算机科学 2025-04-28 Ebtesam Al Haque , Chris Brown , Thomas D. LaToza , Brittany Johnson

Industrial organisations, particularly Small and Medium-sized Enterprises (SME), face a number of challenges with regard to the adoption of Industrial Internet of Things (IIoT) technologies and methods. The scope of analytics processing…

分布式、并行与集群计算 · 计算机科学 2019-01-11 Phil Lane , Richard Hill

This paper investigates the impact of artificial intelligence integration on remote operations, emphasising its influence on both distributed and team cognition. As remote operations increasingly rely on digital interfaces, sensors, and…

人机交互 · 计算机科学 2025-04-22 Rune Møberg Jacobsen , Joel Wester , Helena Bøjer Djernæs , Niels van Berkel

The use of Artificial Intelligence (AI) is becoming increasingly pervasive and relevant in many different application areas. Researchers are putting a considerable effort to take full advantage of the power of AI, while trying to overcome…

计算机与社会 · 计算机科学 2019-08-26 Edgar Ramos , Roberto Morabito

Operational processes in production, logistics, material handling, maintenance, etc., are supported by cyber-physical systems combining hardware and software components. As a result, the digital and the physical world are closely aligned,…

DevOps and Artificial Intelligence (AI) are interconnected with each other. DevOps is a business-driven approach to providing quickly delivered quality software, and AI is the technology that can be used in the system to enhance its…

软件工程 · 计算机科学 2022-06-02 Mamdouh Alenezi , Mohammad Zarour , Mohammad Akour

Artificial Intelligence (AI) has the potential to revolutionize various sectors, yet its adoption is often hindered by concerns about data privacy, security, and the understanding of AI capabilities. This paper synthesizes AI governance…

计算机与社会 · 计算机科学 2024-10-04 Dian W. Tjondronegoro

In recent years, the high complexity of the business environment, dynamism and environmental change, uncertainty and concepts such as globalization and increasing competition of organizations in the national and international arena have…

系统与控制 · 电气工程与系统科学 2022-07-28 Alireza Aliahmadi , Hamed Nozari , Javid Ghahremani-Nahr , Agnieszka Szmelter-Jarosz

The realm of AIOps is transforming IT landscapes with the power of AI and ML. Despite the challenge of limited labeled data, supervised models show promise, emphasizing the importance of leveraging labels for training, especially in deep…

机器学习 · 计算机科学 2023-12-25 Thorsten Wittkopp , Alexander Acker , Odej Kao

While Artificial Intelligence (AI) technologies are progressing fast, compliance costs have become a huge financial burden for AI startups, which are already constrained on research & development budgets. This situation creates a compliance…

计算机与社会 · 计算机科学 2023-02-01 Weiyue Wu , Shaoshan Liu

Digital technologies have dramatically accelerated the digital transformation in process industries, boosted new industrial applications, upgraded the production system, and enhanced operational efficiency. In contrast, the challenges and…

人机交互 · 计算机科学 2023-05-30 He Wen

Deployment, operation and maintenance of large IT systems becomes increasingly complex and puts human experts under extreme stress when problems occur. Therefore, utilization of machine learning (ML) and artificial intelligence (AI) is…

机器学习 · 计算机科学 2021-07-30 Dominik Scheinert , Alexander Acker

Firms are deploying more capable AI systems, but organizational controls often have not kept pace. These systems can generate greater productivity gains, but high-value uses require broader authority exposure -- data access, workflow…

综合经济学 · 经济学 2026-04-28 Sukwoong Choi