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Systematic reviews (SRs) - the librarian-assisted literature survey of scholarly articles takes time and requires significant human resources. Given the ever-increasing volume of published studies, applying existing computing and…

信息检索 · 计算机科学 2023-12-18 Kaushik Roy , Vedant Khandelwal , Harshul Surana , Valerie Vera , Amit Sheth , Heather Heckman

Monitoring, understanding, and optimizing the energy consumption of Machine Learning (ML) are various reasons why it is necessary to evaluate the energy usage of ML. However, there exists no universal tool that can answer this question for…

机器学习 · 计算机科学 2024-08-28 Charlotte Rodriguez , Laura Degioanni , Laetitia Kameni , Richard Vidal , Giovanni Neglia

Modern Code Review (MCR) is a standard in all kinds of organizations that develop software. MCR pays for itself through perceived and proven benefits in quality assurance and knowledge transfer. However, the time invest in MCR is generally…

软件工程 · 计算机科学 2021-04-20 Robert Heumüller

Context: Model-Driven Security (MDS) is as a specialised Model-Driven Engineering research area for supporting the development of secure systems. Over a decade of research on MDS has resulted in a large number of publications. Objective: To…

软件工程 · 计算机科学 2015-05-26 Phu H. Nguyen , Max Kramer , Jacques Klein , Yves Le Traon

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…

机器学习 · 计算机科学 2019-07-23 Salman Sherin , Muhammad Uzair khan , Muhammad Zohaib Iqbal

Background: Retrieving and mining practitioners' self--reports of their professional experience of software practice could provide valuable evidence for research. We are, however, unaware of any existing reviews of research conducted in…

软件工程 · 计算机科学 2020-10-01 Austen Rainer , Ashley Williams , Vahid Garousi , Michael Felderer

Systematic literature studies have received much attention in empirical software engineering in recent years. They have become a powerful tool to collect and structure reported knowledge in a systematic and reproducible way. We distinguish…

软件工程 · 计算机科学 2016-12-13 M. Kuhrmann , D. Méndez Fernández , M. Daneva

Machine Learning software documentation is different from most of the documentations that were studied in software engineering research. Often, the users of these documentations are not software experts. The increasing interest in using…

软件工程 · 计算机科学 2020-02-03 Yalda Hashemi , Maleknaz Nayebi , Giuliano Antoniol

Recommender systems is set up to address the issue of information overload in traditional information retrieval systems, which is focused on recommending information that is of most interest to users from massive information. Generally,…

信息检索 · 计算机科学 2026-02-27 Xiaoqing Chen , Zhitao Li , Weike Pan , Zhong Ming

Multi-language recipe personalisation and recommendation is an under-explored field of information retrieval in academic and production systems. The existing gaps in our current understanding are numerous, even on fundamental questions such…

信息检索 · 计算机科学 2020-08-19 Niall Twomey , Mikhail Fain , Andrey Ponikar , Nadine Sarraf

The recommender system (RS) has been an integral toolkit of online services. They are equipped with various deep learning techniques to model user preference based on identifier and attribute information. With the emergence of multimedia…

信息检索 · 计算机科学 2024-09-05 Qidong Liu , Jiaxi Hu , Yutian Xiao , Xiangyu Zhao , Jingtong Gao , Wanyu Wang , Qing Li , Jiliang Tang

In this paper, we introduce Recipe1M+, a new large-scale, structured corpus of over one million cooking recipes and 13 million food images. As the largest publicly available collection of recipe data, Recipe1M+ affords the ability to train…

计算机视觉与模式识别 · 计算机科学 2019-07-11 Javier Marin , Aritro Biswas , Ferda Ofli , Nicholas Hynes , Amaia Salvador , Yusuf Aytar , Ingmar Weber , Antonio Torralba

This paper introduces the idea of mining container image repositories for configuration and other deployment information of software systems. Unlike traditional software repositories (e.g., source code repositories and app stores), image…

软件工程 · 计算机科学 2018-02-14 Tianyin Xu , Darko Marinov

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

Background: Research software is crucial for enabling research discoveries and supporting data analysis, simulation, and interpretation across domains. However, evolving requirements, complex inputs, and legacy dependencies hinder the…

软件工程 · 计算机科学 2025-12-16 Md Ariful Islam Malik , Jeffrey C. Carver , Nasir U. Eisty

Background: Modern Code Review (MCR) is a key component for delivering high-quality software and sharing knowledge among developers. Effective reviews require an in-depth understanding of the code and demand from the reviewers to…

软件工程 · 计算机科学 2024-02-16 Michael Unterkalmsteiner , Deepika Badampudi , Ricardo Britto , Nauman bin Ali

Recommender systems are software tools used to generate and provide suggestions for items and other entities to the users by exploiting various strategies. Hybrid recommender systems combine two or more recommendation strategies in…

信息检索 · 计算机科学 2019-01-15 Erion Çano , Maurizio Morisio

This paper introduces CookingSense, a descriptive collection of knowledge assertions in the culinary domain extracted from various sources, including web data, scientific papers, and recipes, from which knowledge covering a broad range of…

人工智能 · 计算机科学 2024-08-13 Donghee Choi , Mogan Gim , Donghyeon Park , Mujeen Sung , Hyunjae Kim , Jaewoo Kang , Jihun Choi

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

Code Review consists in assessing the code written by teammates with the goal of increasing code quality. Empirical studies documented the benefits brought by such a practice that, however, has its cost to pay in terms of developers' time.…

软件工程 · 计算机科学 2025-03-13 Rosalia Tufano , Gabriele Bavota