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AI-based systems possess distinctive characteristics and introduce challenges in quality evaluation at the same time. Consequently, ensuring and validating AI software quality is of critical importance. In this paper, we present an…

软件工程 · 计算机科学 2024-10-07 Jing Shu , Bing-Jiun Miu , Eugene Chang , Jerry Gao , Jun Liu

Mathematics has many useful properties for developing of complex software systems. One is that it can exactly describe a physical situation of the object or outcome of an action. Mathematics support abstraction and this is an excellent…

软件工程 · 计算机科学 2010-04-19 Manoranjan Kumar Singh , Rakesh. L

In this report we propose a solution to problem of the dependency on the experience of the software project quality assurance personnel by providing a transparent, objective and measurement based quality framework. The framework helps the…

软件工程 · 计算机科学 2014-08-19 Zádor Dániel Kelemen , Gábor Bényász , Zoltán Badinka

Software architecture decision-making is critical to the success of a software system as software architecture sets the structure of the system, determines its qualities, and has far-reaching consequences throughout the system life cycle.…

软件工程 · 计算机科学 2016-10-31 Sandun Dasanayake , Jouni Markkula , Sanja Aaramaa , Markku Oivo

Today's software engineering already needs to deal with challenges originating from the multidisciplinarity that is required to realize IoT products: Many variants consist of sensor/actuator-powered systems that already today use AI/ML…

软件工程 · 计算机科学 2022-05-30 Christian Berger

Architectural design contexts contain a set of factors that influence software application development. Among them, organizational design contexts consist of high-level company concerns and how it is structured, for example, stakeholders…

软件工程 · 计算机科学 2023-03-16 Guangsheng Yu , Qin Wang , Tingting Bi , Shiping Chen , Sherry Xu

Data quality is a key element for building and optimizing good learning models. Despite many attempts to characterize data quality, there is still a need for rigorous formalization and an efficient measure of the quality from available…

机器学习 · 计算机科学 2023-12-14 Jouseau Roxane , Salva Sébastien , Samir Chafik

Data Quality (DQ) describes the degree to which data characteristics meet requirements and are fit for use by humans and/or systems. There are several aspects in which DQ can be measured, called DQ dimensions (i.e. accuracy, completeness,…

数据库 · 计算机科学 2024-07-29 Vasileios Papastergios , Anastasios Gounaris

As AI-enabled software systems become more prevalent in smart manufacturing, their role shifts from a reactive to a proactive one that provides context-specific support to machine operators. In the context of an international research…

软件工程 · 计算机科学 2022-06-01 Philipp Haindl , Thomas Hoch , Javier Dominguez , Julen Aperribai , Nazim Kemal Ure , Mehmet Tunçel

We examine and bring out the architecturally significant characteristics of various virtualization and cloud oriented platforms. The impact of such characteristics on the ability of guest applications to achieve various quality attributes…

软件工程 · 计算机科学 2012-05-22 Balwinder Sodhi , T. V. Prabhakar

The Internet of Things (IoT) is a cyber physical social system that encompasses science, enterprise and societal domains. Data is the most important commodity in IoT, enabling the "smarts" through analytics and decision making. IoT…

其他计算机科学 · 计算机科学 2019-06-26 Nashez Zubair , Niranjan A , Kiran Hebbar , Yogesh Simmhan

Open Source Software (OSS) has been a popular form in software development. In this paper, we use statistical approaches to derive OSS quality estimation models. Our objective is to build estimation models for the number of defects with…

软件工程 · 计算机科学 2015-07-27 Jie Xu , Danny Ho , Luiz Fernando Capretz

Software system certification presents itself with many challenges, including the necessity to certify the system at the level of functional requirements, code and binary levels, the need to chase down run-time errors, and the need for…

软件工程 · 计算机科学 2007-05-23 Eric Feron , Mardavij Roozbehani

Most engineers use measurements to make decisions. However, measurements are rarely used for decisions about constructing software products. While many approaches to measuring attributes of software (``metrics'') have been developed, they…

软件工程 · 计算机科学 2026-03-18 Ewan Tempero , Paul Ralph

Software quality assurance has been a heated topic for several decades, but relatively few analyses were performed on open source software (OSS). As OSS has become very popular in our daily life, many researchers have been keen on the…

软件工程 · 计算机科学 2015-07-27 Jie Xu , Luiz Fernando Capretz , Danny Ho

Software has a longstanding association with a state of crisis considering its success rate. The explosion of Internet-connected devices, Internet-of-Things, adds to the complexity of software systems. The particular characteristics of…

软件工程 · 计算机科学 2018-11-13 João Pedro Dias , Hugo Sereno Ferreira

Simultaneous optimization of multiple quantum objectives is often considered a demanding task. However, a special circumstance arises when a primary objective is pitted against a set of secondary objectives, which we show leads to invariant…

量子物理 · 物理学 2015-07-22 David Hocker , Herschel Rabitz

Internet of Things (IoT) is an emerging technology that has the promising power to change our future. Due to the market pressure, IoT systems may be released without sufficient testing. However, it is no longer acceptable to release IoT…

计算机与社会 · 计算机科学 2019-01-31 Bestoun S. Ahmed , Miroslav Bures , Karel Frajtak , Tomas Cerny

In this work we provide a formal model for the different time-dependent components that can appear in dynamic multi-objective optimization problems, along with a classification of these components. Four main classes are identified,…

神经与进化计算 · 计算机科学 2011-03-25 Alexandru-Adrian Tantar , Emilia Tantar , Pascal Bouvry

Consistency, defined as the requirement that a series of measurements of the same project carried out by different raters using the same method should produce similar results, is one of the most important aspects to be taken into account in…

软件工程 · 计算机科学 2007-05-23 R. Asensio Monge , F. Sanchis Marco , F. Torre Cervigon