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Learning to Rank Reviewers for Pull Requests

Xin Ye
2019 IEEE Access  
In pull-based software development, anyone who wants to contribute to a project can request integration of the code changes to the public repository by sending a pull request to the development team.  ...  The feature selection experiments show that the most important feature is the feature that counts the number of previous pull requests sent by the requester and reviewed by a developer.  ...  Another research area aims at assigning core members to integrate the changes.  ... 
doi:10.1109/access.2019.2925560 fatcat:g462z52q45h75kbdx44k3s5hli

Action-based Recommendation in Pull-request Development

Muhammad Ilyas Azeem, Sebastiano Panichella, Andrea Di Sorbo, Alexander Serebrenik, Qing Wang
2020 Proceedings of the International Conference on Software and System Processes  
Pull requests (PRs) selection is a challenging task faced by integrators in pull-based development (PbD), with hundreds of PRs submitted on a daily basis to large open-source projects.  ...  In this paper, we consider both those likelihoods, this to help integrators in the PRs selection process by suggesting to them the appropriate actions to undertake on each specific PR.  ...  Thus, in PbD it is of critical importance to select PRs that deserve integrators' attention.  ... 
doi:10.1145/3379177.3388904 dblp:conf/ispw/AzeemPSS020 fatcat:pvn6uwvmjnctfkneplpznk6dcm

On the impact of pull request decisions on future contributions [article]

Damien Legay, Alexandre Decan, Tom Mens
2018 arXiv   pre-print
As such, it is important to examine the practices that encourage contributors to a project to submit pull requests.  ...  Specifically, we consider the impact of prior pull requests on the acceptance or rejection of subsequent pull requests.  ...  It is therefore important to incentivise people to create pull requests, thereby contributing to the project.  ... 
arXiv:1812.06269v1 fatcat:nfgc3x4qr5a7dj2wkxgzqw3mom

Nudge: Accelerating Overdue Pull Requests Towards Completion [article]

Chandra Maddila, Sai Surya Upadrasta, Chetan Bansal, Nachiappan Nagappan, Georgios Gousios, Arie van Deursen
2021 arXiv   pre-print
Lastly, we use dependency determination to understand the blocker of the pull request and nudge the appropriate actor(author or reviewer(s)).  ...  We also do a correlation analysis to understand the statistical relationship between the pull request completion times and various pull request and developer related attributes.  ...  ACKNOWLEDGEMENTS We would like to thank Rahul Kumar, Tom Zimmermann, B. Ashok, and Mei Nagappan for all their help with this work, and the anonymous reviewers for their valuable feedback.  ... 
arXiv:2011.12468v3 fatcat:bopt6l3rgfbq5isvygvprukkzm

Enabling workflows in GridSolve: request sequencing and service trading

Yinan Li, Asim YarKhan, Jack Dongarra, Keith Seymour, Aurèlie Hurault
2011 Journal of Supercomputing  
A service trading component is added to GridSolve to take advantage of the new dynamic request sequencing.  ...  Building on the request sequencing work, one way to generate workflows is by taking higher level service requests and decomposing them into a sequence of simpler service requests using a technique called  ...  The assignment of requests to the available servers is critical to the overall performance of the execution of a DAG.  ... 
doi:10.1007/s11227-010-0549-1 fatcat:sr3kltvf4jce5dwbqiqkyhl54y

Who Should Make Decision on this Pull Request? Analyzing Time-Decaying Relationships and File Similarities for Integrator Prediction

Jing Jiang, David Lo, Jiateng Zheng, Xin Xia, Yun Yang, Li Zhang
2019 Journal of Systems and Software  
Therefore, an automatic integrator prediction approach is required to assign appropriate pull requests to integrators.  ...  Ideally, pull requests are assigned to integrators and evaluated within a short time after their submissions.  ...  Therefore, an automatic integrator prediction approach is required to assign appropriate pull requests to integrators. There have been several studies about reviewer recommendation.  ... 
doi:10.1016/j.jss.2019.04.055 fatcat:2bjojgwpynh7vootpmbjbs5nja

How do you propose your code changes? Empirical Analysis of Affect Metrics of Pull Requests on GitHub

Marco Ortu, Giuseppe Destefanis, Daniel Graziotin, Michele Marchesi, Roberto Tonelli
2020 IEEE Access  
of a pull request to be merged.  ...  We built a model to understand whether the affect and the politeness have an impact on the chance of issues and pull requests to be merged-i.e., the code which fixes the issue is integrated in the codebase  ...  ACKNOWLEDGEMENT The authors are thankful to Katharina Plett for proofreading the paper.  ... 
doi:10.1109/access.2020.3002663 fatcat:2c4wceq5bfculonkadjdcx4ioi

Using Developer-Interaction Trails to Triage Change Requests

Motahareh Bahrami Zanjani, Huzefa Kagdi, Christian Bird
2015 2015 IEEE/ACM 12th Working Conference on Mining Software Repositories  
The basic premise of iHDev is that the developers who interacted with the source code relevant to a given change request are most likely to best assist with its resolution.  ...  with these source-code entities to recommend a ranked list of developers. iHDev integrates the interaction trails in a unique way to perform its task, which was not investigated previously.  ...  The task of automatically assigning issues or change requests to the developer(s) who are most likely to resolve them has been studied under the umbrella of bug or issue triaging.  ... 
doi:10.1109/msr.2015.16 dblp:conf/msr/ZanjaniKB15 fatcat:ppswkxhjqnechjsscc4q5sno7i

Requests by Australian learners of Indonesian

Tim Hassall
2003 Journal of Pragmatics  
I am also very grateful to my co-supervisors and advisors, past and present: Yohanni Johns, Robert Parbs and George Quinn, for their time and helpful comments on the direction of my work.  ...  Tim Hassall iii ACKNOWLEDGEMENTS I especially wish to thank my supervisor Tony Liddicoat for his invaluable help, suggestions and detailed comments on successive drafts of this thesis.  ...  ACKNOWLEDGEMENTS I especially wish to thank my supervisor Tony Liddicoat for his invaluable help, suggestions and detailed comments on successive drafts of this thesis.  ... 
doi:10.1016/s0378-2166(03)00115-2 fatcat:f2btizlxvnbkpmcag7hxljadna

Requests for futile treatments: what mechanisms play a role? Results of a qualitative study among Dutch physicians

Rozemarijn Lidewij van Bruchem-Visser, Gert van Dijk, Francesco Mattace Raso, Inez de Beaufort
2020 BMJ Open  
present a case from personal experience, in which the patient or family requested continuing treatment against the advice of the physician.ParticipantsFourteen physicians from five different medical areas  ...  The mechanism 'medical view taking priority' was mentioned to be an inhibitor of overtreatment.ConclusionsOf the 15 mechanisms described by the report of the Steering Committee of the RDMA, not all mechanisms  ...  questions related to the accuracy or integrity of any part of the work are appropriately investigated and resolved.  ... 
doi:10.1136/bmjopen-2019-035675 pmid:32350017 fatcat:3hfenczdfvflxjqt3wmjycu2ra

OSTP-AWhite House Office of Science and Technology Policy Request for Information on the Future of Artificial Intelligence

Kris Kitchen
2017 Figshare  
White House Office of Science and Technology Policy Request for Information on the Future of Artificial Intelligence  ...  We appreciate having the opportunity to submit our views to this request, and are available if there are any further questions or assistance we can provide.  ...  Regarding (6) the most important research gaps in AI that must be addressed to advance this field and benefit the public: We would argue that a "virtuous cycle" has now taken hold in AI research, where  ... 
doi:10.6084/m9.figshare.4640305 fatcat:26aelpe4ejbupao5yh2mys2pzq

Benin: Request for a Three-year Arrangement Under the Extended Credit Facility-Press Release; Staff Report; and Statement by the Executive Director for Benin

International Monetary Fund.
2017 IMF Staff Country Reports  
The LOI and MEFP set out appropriate policies to pursue the program's objectives.  ...  of the Trustee requests such a consultation.  ...  request for an ECF arrangement.  ... 
doi:10.5089/9781475596182.002 fatcat:fhqtofiuwbahtden2rken4rddm

Burkina Faso: Seventh Review Under the Extended Credit Facility Arrangement and Request for a New Three-Year Extended Credit Facility Arrangement

International Monetary Fund
2014 IMF Staff Country Reports  
This performance was also attributable to the actions undertaken by several agencies, notably the application of VAT on imports of mining companies in the resource exploitation phase, as well as on companies  ...  at the request of the IMF.  ...  It also sets the framework and deadlines for the submission of data to IMF staff to be used to assess the implementation of the program. CONDITIONALITY 2.  ... 
doi:10.5089/9781475581584.002 fatcat:ltrrxizvwfds3oz6olkgpgbo7a

An Efficient and Robust Service Discovery Protocol for Dynamic MANETs [chapter]

Mohammad Nazeeruddin, Gerard Parr, Bryan Scotney
2006 Lecture Notes in Computer Science  
Because of this integration, MSLD reuses the robust directory structure of DHAPM, which allows MSLD to acquire the advantages of the directory based service discovery protocols without any additional complexity  ...  Automatic service discovery is essential for the usability of self-configuring Mobile Ad Hoc Networks (MANETs). Existing service discovery solutions are either directory based or directory-less.  ...  (ii) Pull mode: clients broadcast service requests and servers that offer the requested service reply to the request.  ... 
doi:10.1007/11907381_5 fatcat:njklxtystbdkhmmckpodtsfyay

Benin: Third Review Under the Extended Credit Facility Arrangement and Request for Waiver of Nonobservance of Performance Criterion-Press Release; Staff Report; and Statement by the Executive Director for Benin

International Monetary Fund. African Dept.
2018 IMF Staff Country Reports  
The IMF's transparency policy allows for the deletion of market-sensitive information and premature disclosure of the authorities' policy intentions in published staff reports and other documents.  ...  The key capabilities integrated into the platform are: (i) keeping the comprehensive taxpayer directory up to date vis-à-vis the tax administration; (ii) automatic integration of the new Single Taxpayer  ...  to the effectiveness of services; and (v) providing auditors with sufficient resources to perform their assignments.  ... 
doi:10.5089/9781484389911.002 fatcat:afulz67twfbjjbqzu7vvchlcj4
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