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Background: A systematic literature review (SLR) is a methodology used to aggregate all relevant existing evidence to answer a research question of interest. Although crucial, the process used to select primary studies can be arduous, time…

Objectives: An SLR is presented focusing on text mining based automation of SLR creation. The present review identifies the objectives of the automation studies and the aspects of those steps that were automated. In so doing, the various ML…

信息检索 · 计算机科学 2023-08-01 Girish Sundaram , Daniel Berleant

Systematic Literature Review (SLR) is a rigorous methodology applied for Evidence-Based Software Engineering (EBSE) that identify, assess and synthesize the relevant evidence for answering specific research questions. Benefiting from the…

软件工程 · 计算机科学 2017-04-26 Zheng Li , Yan Liu

The use of Large Language Models (LLMs) has drawn growing interest within the scientific community. LLMs can handle large volumes of textual data and support methods for evidence synthesis. Although recent studies highlight the potential of…

Bioinformatics research depends on high-quality databases to provide accurate results. In silico experiments, correctly performed, may prospect novel discoveries and elucidates pathways for biological experiments through data analysis in…

[Context] Systematic Literature Review (SLR) has been a major type of study published in Software Engineering (SE) venues for about two decades. However, there is a lack of understanding of whether an SLR is really needed in comparison to a…

软件工程 · 计算机科学 2023-07-13 Xiaofeng Wang , Henry Edison , Dron Khanna , Usman Rafiq

Document layout analysis is crucial for understanding document structures. On this task, vision and semantics of documents, and relations between layout components contribute to the understanding process. Though many works have been…

计算机视觉与模式识别 · 计算机科学 2021-05-14 Peng Zhang , Can Li , Liang Qiao , Zhanzhan Cheng , Shiliang Pu , Yi Niu , Fei Wu

With the advent of the data era, and of new, more intelligent interfaces for supporting decision making, there is a growing need to define, model and assess human ability and data visualizations usability for a better encoding and decoding…

人机交互 · 计算机科学 2025-03-19 Sara Beschi , Davide Falessi , Silvia Golia , Angela Locoro

Systematic scientometric reviews, empowered by scientometric and visual analytic techniques, offer opportunities to improve the timeliness, accessibility, and reproducibility of conventional systematic reviews. While increasingly accessible…

数字图书馆 · 计算机科学 2020-12-24 Chaomei Chen , Min Song

Context: In order to preserve the value of Systematic Reviews (SRs), they should be frequently updated considering new evidence that has been produced since the completion of the previous version of the reviews. However, the update of an SR…

We report on the state-of-the-art of software visualization. To ensure reproducibility, we adopted the Systematic Literature Review methodology. That is, we analyzed 1440 entries from IEEE Xplore and ACM Digital Library databases. We…

软件工程 · 计算机科学 2020-06-23 Noptanit Chotisarn , Leonel Merino , Xu Zheng , Supaporn Lonapalawong , Tianye Zhang , Mingliang Xu , Wei Chen

Systematic literature review (SLR) is foundational to evidence-based research, enabling scholars to identify, classify, and synthesize existing studies to address specific research questions. Conducting an SLR is, however, largely a manual…

The creation of systematic literature reviews (SLR) is critical for analyzing the landscape of a research field and guiding future research directions. However, retrieving and filtering the literature corpus for an SLR is highly…

机器学习 · 计算机科学 2026-02-18 Lucas Joos , Daniel A. Keim , Maximilian T. Fischer

[Background]: Systematic Literature Review (SLR) has become an important software engineering research method but costs tremendous efforts. [Aim]: This paper proposes an approach to leverage on empirically evolved ontology to support…

数字图书馆 · 计算机科学 2016-09-27 Yueming Sun , Ye Yang , He Zhang , Wen Zhang , Qing Wang

Systematic literature reviews (SLRs) are at the heart of evidence-based research, setting the foundation for future research and practice. However, producing good quality timely contributions is a challenging and highly cognitive endeavor,…

数字图书馆 · 计算机科学 2020-12-16 Maisie Badami , Marcos Baez , Shayan Zamanirad , Wei Kang

The scientific literature is growing rapidly, making it hard to keep track of the state-of-the-art. Systematic literature reviews (SLRs) aim to identify and evaluate all relevant papers on a topic. After retrieving a set of candidate…

计算与语言 · 计算机科学 2025-06-09 Christian Jaumann , Andreas Wiedholz , Annemarie Friedrich

Background: Systematic literature reviews (SLRs) have become prevalent in software engineering research. Several researchers may conduct SLRs on similar topics without a prospective register for SLR protocols. However, even ignoring these…

软件工程 · 计算机科学 2026-01-30 Henry Edison , Nauman Ali

In the medical domain, a Systematic Literature Review (SLR) attempts to collect all empirical evidence, that fit pre-specified eligibility criteria, in order to answer a specific research question. The process of preparing an SLR consists…

信息检索 · 计算机科学 2020-11-20 Athanasios Lagopoulos , Grigorios Tsoumakas

Context: New scientific evidence continuously arises with advances in Software Engineering (SE) research. Conventionally, Systematic Literature Reviews (SLRs) are not updated or updated intermittently, leaving gaps between updates, during…

软件工程 · 计算机科学 2022-06-10 Bianca Minetto Napoleão , Fabio Petrillo , Sylvain Hallé , Marcos Kalinowski

The value of a systematic secondary study (a systematic mapping study (SMS) or a systematic literature review (SLR)) comes, directly, from its systematic nature. The formal, well-defined, objective and unbiased process guarantees that the…

软件工程 · 计算机科学 2019-04-04 José L. Barros-Justo , Luisa Rincón , Ángela Villota , Wesley K. G. Assunção
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