Search Results - General AND reference Cross-computing tools AND techniques Metrics*

MLPerf Inference Benchmark by Reddi, Vijay Janapa, Cheng, Christine, Kanter, David, Mattson, Peter, Schmuelling, Guenther, Wu, Carole-Jean, Anderson, Brian, Breughe, Maximilien, Charlebois, Mark, Chou, William, Chukka, Ramesh, Coleman, Cody, Davis, Sam, Deng, Pan, Diamos, Greg, Duke, Jared, Fick, Dave, Gardner, J. Scott, Hubara, Itay, Idgunji, Sachin, Jablin, Thomas B., Jiao, Jeff, John, Tom St, Kanwar, Pankaj, Lee, David, Liao, Jeffery, Lokhmotov, Anton, Massa, Francisco, Meng, Peng, Micikevicius, Paulius, Osborne, Colin, Pekhimenko, Gennady, Rajan, Arun Tejusve Raghunath, Sequeira, Dilip, Sirasao, Ashish, Sun, Fei, Tang, Hanlin, Thomson, Michael, Wei, Frank, Wu, Ephrem, Xu, Lingjie, Yamada, Koichi, Yu, Bing, Yuan, George, Zhong, Aaron, Zhang, Peizhao, Zhou, Yuchen

“…Machine-learning (ML) hardware and software system demand is burgeoning. Driven by ML applications, the number of different ML inference systems has exploded…”
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Guidelines for Assessing the Accuracy of Log Message Template Identification Techniques by Khan, Zanis Ali, Shin, Donghwan, Bianculli, Domenico, Briand, Lionel

“… While many techniques have been proposed in the literature, only two recent studies provide a comprehensive evaluation and comparison of the techniques using an established benchmark composed of real-world logs…”
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FAST approaches to scalable similarity-based test case prioritization by Miranda, Breno, Cruciani, Emilio, Verdecchia, Roberto, Bertolino, Antonia

“… We introduce the FAST family of test case prioritization techniques that radically changes this landscape by borrowing algorithms commonly exploited in the big data domain to find similar items…”
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Detection of Duplicate Defect Reports Using Natural Language Processing by Runeson, P., Alexandersson, M., Nyholm, O.

“… In order to identify duplicates, we investigate using natural language processing (NLP) techniques to support the identification…”
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Summarizing software artifacts: a case study of bug reports by Rastkar, Sarah, Murphy, Gail C., Murray, Gabriel

“…Many software artifacts are created, maintained and evolved as part of a software development project. As software developers work on a project, they interact…”
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Open source software peer review practices: a case study of the apache server by Rigby, Peter C, German, Daniel M, Storey, Margaret-Anne

“… The techniques for performing inspections have been well studied in industry; in OSS development, peer reviews are less well understood…”
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The FOSSology project by Gobeille, Robert

“… The goal of the FOSSology project is to create a public, open source software repository, together with tools to facilitate analysis, storage, and sharing of open source software and its metadata…”
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An analysis of the variability in forty preprocessor-based software product lines by Liebig, Jörg, Apel, Sven, Lengauer, Christian, Kästner, Christian, Schulze, Michael

“…Over 30 years ago, the preprocessor cpp was developed to extend the programming language C by lightweight metaprogramming capabilities. Despite its…”
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Quantifying and Mitigating Turnover-Induced Knowledge Loss: Case Studies of Chrome and a Project at Avaya by Rigby, Peter C., Yue Cai Zhu, Donadelli, Samuel M., Mockus, Audris

“…The utility of source code, as of other knowledge artifacts, is predicated on the existence of individuals skilled enough to derive value by using or improving…”
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Interpretable Software Maintenance and Support Effort Prediction Using Machine Learning by Haldar, Susmita, Capretz, Luiz Fernando

“…Software maintenance and support efforts consume a significant amount of the software project budget to operate the software system in its expected quality…”
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White-Box Performance-Influence Models: A Profiling and Learning Approach by Weber, Max, Apel, Sven, Siegmund, Norbert

“…Many modern software systems are highly configurable, allowing the user to tune them for performance and more. Current performance modeling approaches aim at…”
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Navigating Mobile Testing Evaluation: A Comprehensive Statistical Analysis of Android GUI Testing Metrics by Lan, Yuanhong, Lu, Yifei, Pan, Minxue, Li, Xuandong

“…The prominent role of mobile apps in daily life has underscored the need for robust quality assurance, leading to the development of various automated Android…”
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StakeNet: using social networks to analyse the stakeholders of large-scale software projects by Lim, Soo Ling, Quercia, Daniele, Finkelstein, Anthony

“…Many software projects fail because they overlook stakeholders or involve the wrong representatives of significant groups. Unfortunately, existing methods in…”
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GPA: A GPU Performance Advisor Based on Instruction Sampling by Zhou, Keren, Meng, Xiaozhu, Sai, Ryuichi, Mellor-Crummey, John

“… Existing performance tools only provide coarse-grained tuning advice at the kernel level…”
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Scaler: Efficient and Effective Cross Flow Analysis by Tang, Jiaxun, Xiang, Mingcan, Wang, Yang, Wu, Bo, Chen, Jianjun, Liu, Tongping

“…) of a complex system can interact with each other. However, few existing tools focus on understanding such interactions…”
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Predicting Faults from Cached History by Sunghun Kim, Zimmermann, T., Whitehead, E.J., Zeller, A.

“…We analyze the version history of 7 software systems to predict the most fault prone entities and files. The basic assumption is that faults do not occur in…”
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Understanding Architectural Complexity, Maintenance Burden, and Developer Sentiment -A Large-Scale Study by Cai, Yuanfang, He, Lanting, Qian, Jun, Kochinski, Yony, Zhang, Nan, Jaspan, Ciera, Bianco, Antonio

“…Intuitively, the more complex a software system is, the harder it is to maintain. Statistically, it is not clear which complexity metrics correlate with…”
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Early Detection of Performance Regressions by Bridging Local Performance Data and Architectural Models by Liao, Lizhi, Eismann, Simon, Li, Heng, Bezemer, Cor- Paul, Costa, Diego Elias, van Hoorn, Andre, Shang, Weiyi

“…During software development, developers often make numerous modifications to the software to address existing issues or implement new features. However,…”
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Can Code Metrics Enhance Documentation Generation for Computational Notebooks? by Ghahfarokhi, Mojtaba Mostafavi, Jahantigh, Hamed, Kianiangolafshani, Sepehr, Khademian, Ashkan, Asadi, Alireza, Heydarnoori, Abbas

“…In software development, code documentation is crucial for collaboration and maintenance, especially as projects become more complex. However, it is often…”
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Is mutation an appropriate tool for testing experiments? by Andrews, J. H., Briand, L. C., Labiche, Y.

“…The empirical assessment of test techniques plays an important role in software testing research…”
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