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Debugging ML software (i.e., the detection, localization and fixing of faults) poses unique challenges compared to traditional software largely due to the probabilistic nature and heterogeneity of its development process. Various methods…

Software Engineering · Computer Science 2025-03-06 Thanh-Dat Nguyen , Haoye Tian , Bach Le , Patanamon Thongtanunam , Shane McIntosh

The rapid growth of Cloud Computing and Internet of Things (IoT) has significantly increased the interconnection of computational resources, creating an environment where malicious software (malware) can spread rapidly. To address this…

Software Engineering · Computer Science 2026-01-16 Themistoklis Diamantopoulos , Dimosthenis Natsos , Andreas L. Symeonidis

Accurate software cost and schedule estimation are essential for software project success. Often it referred to as the "black art" because of its complexity and uncertainty, software estimation is not as difficult or puzzling as people…

Software Engineering · Computer Science 2012-01-16 Kardile Vilas Vasantrao

Applications such as web search and social networking have been moving from centralized to decentralized cloud architectures to improve their scalability. MapReduce, a programming framework for processing large amounts of data using…

Distributed, Parallel, and Cluster Computing · Computer Science 2015-11-24 Pedro A. R. S. Costa , Xiao Bai , Fernando M. V. Ramos , Miguel Correia

In recent years, more vulnerabilities have been discovered every day, while manual vulnerability repair requires specialized knowledge and is time-consuming. As a result, many detected or even published vulnerabilities remain unpatched,…

Software Engineering · Computer Science 2025-04-11 Zhengyao Liu , Yunlong Ma , Jingxuan Xu , Junchen Ai , Xiang Gao , Hailong Sun , Abhik Roychoudhury

Several machine learning and deep learning frameworks have been proposed to solve remaining useful life estimation and failure prediction problems in recent years. Having access to the remaining useful life estimation or likelihood of…

Machine Learning · Computer Science 2021-10-01 Hamed Khorasgani , Haiyan Wang , Chetan Gupta , Ahmed Farahat

The decision to rollout a vehicle is critical to fleet management companies as wrong decisions can lead to additional cost of maintenance and failures during journey. With the availability of large amount of data and advancement of machine…

Machine Learning · Computer Science 2020-01-16 Sahil Manchanda , Arun Rajkumar , Simarjot Kaur , Narayanan Unny

In the software development process, model transformation is increasingly assimilated. However, systems being developed with model transformation sometimes grow in size and become complex. Meanwhile, the performance of model transformation…

Software Engineering · Computer Science 2020-04-21 Vijayshree Vijayshree , Markus Frank , Steffen Becker

Software reusability has become much interesting because of increased quality and reduce cost. A good process of software reuse leads to enhance the reliability, productivity, quality and the reduction of time and cost. Current reuse…

Software Engineering · Computer Science 2017-02-02 Ahmed Mateen , Samina Kausar , Ahsan Raza Sattar

Responding rapidly to a patient who is demonstrating signs of imminent clinical deterioration is a basic tenet of patient care. This gave rise to a patient safety intervention philosophy known as a Rapid Response System (RRS), whereby a…

Machine Learning · Computer Science 2021-02-12 Laleh Jalali , Hsiu-Khuern Tang , Richard H. Goldstein , Joaqun Alvarez Rodrguez

A larger number of people with heterogeneous knowledge and skills running a project together needs an adaptable, target, and skill-specific engineering process. This especially holds for a project to develop a highly innovative,…

Software Engineering · Computer Science 2014-09-24 Christian Berger , Bernhard Rumpe

Data extracted from software repositories is used intensively in Software Engineering research, for example, to predict defects in source code. In our research in this area, with data from open source projects as well as an industrial…

Machine Learning · Computer Science 2018-12-27 Tobias Baum , Steffen Herbold , Kurt Schneider

This paper proposes a model validation method that incorporates error due to numerical procedures. Two identified models for Sine Map and Duffing-Ueda Circuit systems have been investigated. The indexes RMSE and MAPE have been applied. We…

Signal Processing · Electrical Eng. & Systems 2017-11-22 Igor C. Silva , Gabriel H. A. Silva , Samir A. M. Martins , Erivelton G. Nepomuceno

The next generation of AI systems requires strong safety guarantees. This report looks at the software implementation of neural networks and related memory safety properties, including NULL pointer deference, out-of-bound access,…

Software Engineering · Computer Science 2024-05-16 Yiannis Charalambous , Edoardo Manino , Lucas C. Cordeiro

Fault identification and testing has always been the most specific concern in the field of software development. To identify and testify the bug we should be aware of the source of the failure or any unwanted issue. In this paper, we are…

Software Engineering · Computer Science 2014-05-06 Vishal Anand , Ramani S

In a microservices-based system, reliability and availability are key components to guarantee the best-in-class experience for the consumers. One of the key advantages of microservices architecture is the ability to independently deploy…

Software Engineering · Computer Science 2023-09-13 Matteo Collina , Luca Maraschi , Tommaso Pirini 1. Platformatic Inc

Major software failures are reported to be due to misconfiguration. As manual configuration is too error-prone to be deemed a reliable strategy for dynamic and complex systems, automated configuration management has become a standard.…

Distributed, Parallel, and Cluster Computing · Computer Science 2024-10-29 Tamara Ranković , Filip Šiljić , Jovan Tomić , Goran Sladić , Miloš Simić

Test-based automated program repair has been a prolific field of research in software engineering in the last decade. Many approaches have indeed been proposed, which leverage test suites as a weak, but affordable, approximation to program…

Model-based reasoning is a central concept in current research into intelligent diagnostic systems. It is based on the assumption that sources of incorrect behavior in technical devices can be located and identified via the existence of a…

Software Engineering · Computer Science 2007-05-23 Cristinel Mateis , Markus Stumptner , Dominik Wieland , Franz Wotawa

Safely navigating through an urban environment without violating any traffic rules is a crucial performance target for reliable autonomous driving. In this paper, we present a Reinforcement Learning (RL) based methodology to DEtect and FIX…

Robotics · Computer Science 2025-07-21 Resul Dagdanov , Feyza Eksen , Halil Durmus , Ferhat Yurdakul , Nazim Kemal Ure
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