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DevOps is a quite effective approach for managing software development and operation, as confirmed by plenty of success stories in real applications and case studies. DevOps is now becoming the main-stream solution adopted by the software…

Software Engineering · Computer Science 2019-10-09 Antonio Capizzi , Salvatore Distefano , Manuel Mazzara

Data-centric AI has shed light on the significance of data within the machine learning (ML) pipeline. Recognizing its significance, academia, industry, and government departments have suggested various NLP data research initiatives. While…

Databases · Computer Science 2023-06-27 Eujeong Choi , Chanjun Park

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…

Software Engineering · Computer Science 2022-06-02 Mamdouh Alenezi , Mohammad Zarour , Mohammad Akour

Research in operations management has traditionally focused on models for understanding, mostly at a strategic level, how firms should operate. Spurred by the growing availability of data and recent advances in machine learning and…

General Economics · Economics 2019-05-03 Velibor V. Mišić , Georgia Perakis

Artificial Intelligence for IT Operations (AIOps) is an emerging interdisciplinary field arising in the intersection between the research areas of machine learning, big data, streaming analytics, and the management of IT operations. AIOps,…

The visions and ideas of Industry 4.0 require a profound interconnection of machines, plants, and IT systems in industrial production environments. This significantly increases the importance of software, which is coincidentally one of the…

Software Engineering · Computer Science 2019-07-04 Wilhelm Hasselbring , Sören Henning , Björn Latte , Armin Möbius , Thomas Richter , Stefan Schalk , Maik Wojcieszak

With the new opportunities emerging from the current wave of digitalization, terminal planning and management need to be revisited by taking a data-driven perspective. Business analytics, as a practice of extracting insights from…

Databases · Computer Science 2019-05-01 Leonard Heilig , Robert Stahlbock , Stefan Voß

Artificial Intelligence for IT operations (AIOps) aims to combine the power of AI with the big data generated by IT Operations processes, particularly in cloud infrastructures, to provide actionable insights with the primary goal of…

Machine Learning · Computer Science 2023-04-11 Qian Cheng , Doyen Sahoo , Amrita Saha , Wenzhuo Yang , Chenghao Liu , Gerald Woo , Manpreet Singh , Silvio Saverese , Steven C. H. Hoi

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…

Distributed, Parallel, and Cluster Computing · Computer Science 2019-01-11 Phil Lane , Richard Hill

With the deepening of digital transformation, business process optimisation has become the key to improve the competitiveness of enterprises. This study constructs a business process optimisation model integrating artificial intelligence…

Artificial Intelligence · Computer Science 2025-11-13 Di Liao , Ruijia Liang , Ziyi Ye

The rapid development of cutting-edge technologies, the increasing volume of data and also the availability and processability of new types of data sources has led to a paradigm shift in data-based management and decision-making. Since…

Data-oriented attacks manipulate non-control data to alter a program's benign behavior without violating its control-flow integrity. It has been shown that such attacks can cause significant damage even in the presence of control-flow…

Cryptography and Security · Computer Science 2019-03-26 Long Cheng , Hans Liljestrand , Thomas Nyman , Yu Tsung Lee , Danfeng Yao , Trent Jaeger , N. Asokan

The implementation of AI-based applications in complex environments often requires the collaboration of several devices spanning from edge to cloud. Identifying the required devices and configuring them to collaborate is a challenge…

Distributed, Parallel, and Cluster Computing · Computer Science 2025-11-18 Mario Scrocca , Marco Grassi , Alessio Carenini , Jean-Paul Calbimonte , Darko Anicic , Irene Celino

Workflow technology is rapidly evolving and, rather than being limited to modeling the control flow in business processes, is becoming a key mechanism to perform advanced data management, such as big data analytics. This survey focuses on…

Databases · Computer Science 2017-01-27 Georgia Kougka , Anastasios Gounaris , Alkis Simitsis

Context: DevOps can be defined as a cultural movement to improve and accelerate the delivery of business value by making the collaboration between development and operations effective. Although this movement is relatively recent, there…

Software Engineering · Computer Science 2021-03-11 Jessica Diaz , Daniel López-Fernández , Jorge Perez , Ángel González-Prieto

The proliferation of SQL for data processing has often occurred without the rigor of traditional software development, leading to siloed efforts, logic replication, and increased risk. This ad-hoc approach hampers data governance and makes…

Systems and Control · Electrical Eng. & Systems 2025-11-18 Dmytro Valiaiev

Data-driven analysis of business processes has a long tradition in research. However, recently the term of process mining is mostly used when referring to data-driven process analysis. As a consequence, awareness for the many facets of…

Software Engineering · Computer Science 2025-12-25 Matthias Stierle , Karsten Kraume , Martin Matzner

Data quality assessment has become a prominent component in the successful execution of complex data-driven artificial intelligence (AI) software systems. In practice, real-world applications generate huge volumes of data at speeds. These…

Databases · Computer Science 2023-03-28 Firas Bayram , Bestoun S. Ahmed , Erik Hallin , Anton Engman

Industrial Product-Service Systems (IPSS) denote a service-oriented (SO) way of providing access to CPS capabilities. The design of such systems bears high risk due to uncertainty in requirements related to service function and behavior,…

Software Engineering · Computer Science 2022-05-09 Jürgen Dobaj , Andreas Riel , Thomas Krug , Matthias Seidl , Georg Macher , Markus Egretzberger

Machine Learning Operations (MLOps) is becoming a highly crucial part of businesses looking to capitalize on the benefits of AI and ML models. This research presents a detailed review of MLOps, its benefits, difficulties, evolutions, and…

Software Engineering · Computer Science 2023-06-01 A. I. Ullah Tabassam
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