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AI systems cannot exist without data. Now that AI models (data science and AI) have matured and are readily available to apply in practice, most organizations struggle with the data infrastructure to do so. There is a growing need for data…

Digital Libraries · Computer Science 2024-02-09 Petra Heck

Tech-leading organizations are embracing the forthcoming artificial intelligence revolution. Intelligent systems are replacing and cooperating with traditional software components. Thus, the same development processes and standards in…

Software Engineering · Computer Science 2021-06-03 Mark Haakman , Luís Cruz , Hennie Huijgens , Arie van Deursen

The use of AI in microservices (MSs) is an emerging field as indicated by a substantial number of surveys. However these surveys focus on a specific problem using specific AI techniques, therefore not fully capturing the growth of research…

Over the past two decades, exponential growth in data availability, computational power, and newly available modeling techniques has led to an expansion in interest, investment, and research in Artificial Intelligence (AI) applications.…

The utilization of AI in an increasing number of fields is the latest iteration of a long process, where machines and systems have been replacing humans, or changing the roles that they play, in various tasks. Although humans are often…

Human-Computer Interaction · Computer Science 2024-08-26 Mark Chignell , Mu-Huan Miles Chung , Jaturong Kongmanee , Khilan Jerath , Abhay Raman

Integration of artificial intelligence (AI) into life cycle assessment (LCA) has accelerated in recent years, with numerous studies successfully adapting machine learning algorithms to support various stages of LCA. Despite this rapid…

Artificial Intelligence · Computer Science 2026-02-27 Anastasija Mensikova , Donna M. Rizzo , Kathryn Hinkelman

Background/Purpose: The use of artificial intelligence (AI) models for data-driven decision-making in different stages of employee lifecycle (EL) management is increasing. However, there is no comprehensive study that addresses…

In recent years, Large Language Models (LLMs) have emerged as transformative tools across numerous domains, impacting how professionals approach complex analytical tasks. This systematic mapping study comprehensively examines the…

Computers and Society · Computer Science 2025-08-19 Sai Sanjna Chintakunta , Nathalia Nascimento , Everton Guimaraes

The advent of advanced AI underscores the urgent need for comprehensive safety evaluations, necessitating collaboration across communities (i.e., AI, software engineering, and governance). However, divergent practices and terminologies…

Software Engineering · Computer Science 2024-05-17 Boming Xia , Qinghua Lu , Liming Zhu , Zhenchang Xing

We aim to conduct a systematic mapping in the area of testing ML programs. We identify, analyze and classify the existing literature to provide an overview of the area. We followed well-established guidelines of systematic mapping to…

Machine Learning · Computer Science 2019-07-23 Salman Sherin , Muhammad Uzair khan , Muhammad Zohaib Iqbal

Context: Successfully addressing stakeholder concerns that are related to software system development and operation is crucial to achieving development goals. The importance of using a systematic approach to addressing these concerns…

Software Engineering · Computer Science 2023-02-14 Sandun Dasanayake , Jouni Markkula , Markku Oivo

The complexity of human biology and its intricate systems holds immense potential for advancing human health, disease treatment, and scientific discovery. However, traditional manual methods for studying biological interactions are often…

Other Quantitative Biology · Quantitative Biology 2025-01-24 Himanshu Buckchash , Gyanendra Kumar Verma , Dilip K. Prasad

In the era of Industry 4.0, artificial intelligence (AI) is assuming an increasingly pivotal role within industrial systems. Despite the recent trend within various industries to adopt AI, the actual adoption of AI is not as developed as…

Artificial Intelligence · Computer Science 2024-06-25 Xuejiao Li , Cheng Yang , Charles Møller , Jay Lee

Background: Due to their diversity, complexity, and above all importance, safety-critical and dependable systems must be developed with special diligence. Criticality increases as these systems likely contain artificial intelligence (AI)…

Software Engineering · Computer Science 2025-06-03 Amra Ramic , Stefan Kugele

This paper presents a systematic mapping study on the model-driven engineering of safety and security concerns in systems. Integrated modeling and development of both safety and security concerns is an emerging field of research. Our…

Software Engineering · Computer Science 2020-04-21 Atif Mashkoor , Alexander Egyed , Robert Wille

In recent decades the set of knowledge, tools and practices, collectively referred to as "artificial intelligence" (AI), have become a mainstay of scientific research. Artificial intelligence techniques have not only developed enormously…

Physics and Society · Physics 2022-12-26 Floriana Gargiulo , Sylvain Fontaine , Michel Dubois , Paola Tubaro

Artificial intelligence (AI) permeates all fields of life, which resulted in new challenges in requirements engineering for artificial intelligence (RE4AI), e.g., the difficulty in specifying and validating requirements for AI or…

Software Engineering · Computer Science 2024-09-12 Umm-e- Habiba , Markus Haug , Justus Bogner , Stefan Wagner

The threat hunting lifecycle is a complex atmosphere that requires special attention from professionals to maintain security. This paper is a collection of recent work that gives a holistic view of the threat hunting ecosystem, identifies…

Computers and Society · Computer Science 2022-04-26 Caroline Hillier , Talieh Karroubi

The rapid growth in the deployment and scale of modern artificial intelligence (AI) systems has intensified concerns regarding their environmental impacts, yet we still lack a comprehensive view of where and how these impacts arise across…

Computers and Society · Computer Science 2026-05-08 Katherine Lambert , Sasha Luccioni

The Smart City concept was introduced to define an idealized city characterized by automation and connection. It then evolved rapidly by including further aspects, such as economy, environment. Since then, many publications have explored…

Software Engineering · Computer Science 2025-08-25 Maria Teresa Rossi , Martina De Sanctis , Ludovico Iovino , Manuel Wimmer
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