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20162022
most citedPerformance Analysis of Out-of-Distribution Detection on Trained Neural Networks

16 citations · 37 across the 24 of their papers we have counts for

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Showing 2018Show all

5 papers · 1 filter

cs.SE20182 cited

Safely Entering the Deep: A Review of Verification and Validation for Machine Learning and a Challenge Elicitation in the Automotive Industry

Markus Borg, Cristofer Englund, Krzysztof Wnuk +7

Deep Neural Networks (DNN) will emerge as a cornerstone in automotive software engineering. However, developing systems with DNNs introduces novel challenges for safety assessments…

cs.SE2018

Practical relevance of software engineering research: Synthesizing the community's voice

Vahid Garousi, Markus Borg, Markku Oivo

Software engineering (SE) research should be relevant to industrial practice. There have been regular discussions in the SE community on this issue since the 1980's, led by pioneer…

cs.SE2018

Enabling Visual Design Verification Analytics - From Prototype Visualizations to an Analytics Tool using the Unity Game Engine

Markus Borg, Daniel Brytting, Daniel Hansson

The ever-increasing architectural complexity in contemporary ASIC projects turns Design Verification (DV) into a highly advanced endeavor. Pressing needs for short time-to-market h…

cs.SE2018

Goal-Oriented Mutation Testing with Focal Methods

Sten Vercammen, Mohammad Ghafari, Serge Demeyer +1

Mutation testing is the state-of-the-art technique for assessing the fault-detection capacity of a test suite. Unfortunately, mutation testing consumes enormous computing resources…

cs.SE2018

Digitalization of Swedish Government Agencies - A Perspective Through the Lens of a Software Development Census

Markus Borg, Thomas Olsson, Ulrik Franke +1

Software engineering is at the core of the digitalization of society. Ill-informed decisions can have major consequences, as made evident in the 2017 government crisis in Sweden, o…