Towards Automated Variability-Aware Machine-Learning-Based Modeling Analysis

Cristina Tavares, Nathalia Nascimento, Paulo Alencar, Donald Cowan

    Research output: Chapter in Book/Report/Conference proceedingConference contribution

    Abstract

    Data analysis involves the use of a wide variety of systems and libraries to support the exploration and development of models that can uncover valuable patterns and enable individuals and businesses to draw informed insights. However, efforts towards the automation of the ML-based data analysis modeling process faces numerous challenges. In this paper, we describe our ongoing work towards the automation of the data analysis modeling phase based on a variability-aware approach. This approach involves capturing the variabilities through feature models, designing an automated framework to support the analysis, and developing use cases. The work advances the state of the art in the development of methods and tools to support the automation of ML-based data analysis.

    Original languageEnglish (US)
    Title of host publicationProceedings - 2021 IEEE International Conference on Big Data, Big Data 2021
    EditorsYixin Chen, Heiko Ludwig, Yicheng Tu, Usama Fayyad, Xingquan Zhu, Xiaohua Tony Hu, Suren Byna, Xiong Liu, Jianping Zhang, Shirui Pan, Vagelis Papalexakis, Jianwu Wang, Alfredo Cuzzocrea, Carlos Ordonez
    PublisherInstitute of Electrical and Electronics Engineers Inc.
    Pages3890-3896
    Number of pages7
    ISBN (Electronic)9781665439022
    DOIs
    StatePublished - 2021
    Event2021 IEEE International Conference on Big Data, Big Data 2021 - Virtual, Online, United States
    Duration: Dec 15 2021Dec 18 2021

    Publication series

    NameProceedings - 2021 IEEE International Conference on Big Data, Big Data 2021

    Conference

    Conference2021 IEEE International Conference on Big Data, Big Data 2021
    Country/TerritoryUnited States
    CityVirtual, Online
    Period12/15/2112/18/21

    All Science Journal Classification (ASJC) codes

    • Information Systems and Management
    • Artificial Intelligence
    • Computer Vision and Pattern Recognition
    • Information Systems

    Fingerprint

    Dive into the research topics of 'Towards Automated Variability-Aware Machine-Learning-Based Modeling Analysis'. Together they form a unique fingerprint.

    Cite this