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ICSE 2020
Wed 24 June - Thu 16 July 2020
Wed 8 Jul 2020 02:10 - 03:00 at Poster Special Room - P306-Posters

Data analytics application development introduces many challenges including: new roles not in traditional software engineering practices – e.g. data scientists and data engineers; use of sophisticated machine learning (ML) model-based approaches replacing many programming tasks; uncertainty inherent in the models; interfacing with models to fulfill software functionalities; as well as deploying models at scale and undergo rapid evolution, as business goals change and new data sources become available. We describe our Big Data Analytics Modeling Languages (BiDaML) toolset to bring all stakeholders around one tool to specify, model and document big data applications. We report on our experience applying BiDaML to three real-world large-scale applications. Our approach successfully supports complex data analytics application development in industrial settings.

Wed 8 Jul
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icse-2020-poster
02:10 - 03:00: ICSE 2020 Posters - P306-Posters at Poster Special Room
icse-2020-poster02:10 - 03:00
Poster
Hourieh KhalajzadehMonash University, Australia, Andrew SimmonsDeakin University, Mohamed AbdelrazekDeakin University, John GrundyMonash University, John HoskingUniversity of Auckland, Qiang He, Prasanna Ratnakanthan, Adil Zia, Meng Law
icse-2020-poster02:10 - 03:00
Poster
Jingmei HuHarvard University, Jiwon JoungHarvard University, Maia JacobsHarvard University, Krzysztof GajosHarvard University, Margo SeltzerUniversity of British Columbia
icse-2020-poster02:10 - 03:00
Poster
James JonesUniversity of California, Irvine, David RedmilesUniversity of California, Irvine
icse-2020-poster02:10 - 03:00
Poster
Aman Yadav, Fatemeh Hendijani FardUniversity of British Columbia
icse-2020-poster02:10 - 03:00
Poster
Jake RenzellaDeakin University, Andrew CainDeakin University, Jean-Guy SchneiderDeakin University
icse-2020-poster02:10 - 03:00
Poster
Shurui ZhouCarnegie Mellon University, USA / University of Toronto, CA, Bogdan VasilescuCarnegie Mellon University, Christian KästnerCarnegie Mellon University
icse-2020-poster02:10 - 03:00
Poster
Ana Nora EvansUniversity of Virginia, USA, Mary Lou SoffaUniversity of Virginia, Sebastian ElbaumUniversity of Virginia, USA