End-User-Oriented Tool Support for Modeling Data Analytics Requirements

被引：2
|
作者：
Khalajzadeh, Hourieh [1 ]
Simmons, Andrew J. [2 ]
Abdelrazek, Mohamed [3 ]
Grundy, John [1 ]
Hosking, John [4 ]
He, Qiang [5 ]
机构：
[1] Monash Univ, Fac Informat Technol, Melbourne, Vic, Australia
[2] Deakin Univ, Appl Artificial Intelligence Inst A2I2, Melbourne, Vic, Australia
[3] Deakin Univ, Sch Informat Technol, Melbourne, Vic, Australia
[4] Univ Auckland, Fac Sci, Auckland, New Zealand
[5] Swinburne Univ, Sch Software & Elect Engn, Melbourne, Vic, Australia
来源：
2020 IEEE SYMPOSIUM ON VISUAL LANGUAGES AND HUMAN-CENTRIC COMPUTING (VL/HCC 2020) | 2020年
基金：
澳大利亚研究理事会;
关键词：
big data analytics; domain-specific visual languages; BiDaML;
D O I：
10.1109/vl/hcc50065.2020.9127196
中图分类号：
TP3 [计算技术、计算机技术];
学科分类号：
0812 ;
摘要：
Big data and analytics are increasingly used in different domains to gain insights and to improve decision-making. Developing big data analytics solutions is a complex task involving multidisciplinary teams and users - with no data science and programming background - to professional data scientists and software engineers. Different stakeholders work with a variety of data types, tasks and concepts in different languages from high-level domain concepts to low level programming languages and technical concepts. In order to advance the level of abstraction beyond low-level data analysis technical details, we demonstrate our BiDaML tool. BiDaML brings all stakeholders around one tool to specify, model and document their big data applications using a novel set of domain-specific visual languages (DSVLs).
引用
收藏
页数：4
相关论文
共 50 条
  • [1] A Survey of Current End-user Data Analytics Tool Support
    Khalajzadeh, Hourieh
    Abdelrazek, Mohamed
    Grundy, John
    Hosking, John
    He, Qiang
    [J]. 2018 IEEE INTERNATIONAL CONGRESS ON BIG DATA (IEEE BIGDATA CONGRESS), 2018, : 41 - 48
  • [2] End-user-oriented approach to exploratory service composition
    Han, Yanbo
    Wang, Hongcui
    Wang, Jianwu
    Yan, Shuying
    Zhang, Cheng
    [J]. Jisuanji Yanjiu yu Fazhan/Computer Research and Development, 2006, 43 (11): : 1895 - 1903
  • [3] Survey and Analysis of Current End-User Data Analytics Tool Support
    Khalajzadeh, Hourieh
    Abdelrazek, Mohamed
    Grundy, John
    Hosking, John
    He, Qiang
    [J]. IEEE TRANSACTIONS ON BIG DATA, 2022, 8 (01) : 152 - 165
  • [4] END-USER-ORIENTED DISSEMINATION OF INFORMATION IN ACADEMIC-LIBRARIES
    BUNZEL, J
    [J]. ZEITSCHRIFT FUR BIBLIOTHEKSWESEN UND BIBLIOGRAPHIE, 1987, 34 (05): : 343 - 377
  • [5] GridDoc: A end-user-oriented presentation model for resource integration
    Cui Binge
    Qi Kaiyuan
    Ding Weilong
    [J]. SIXTH INTERNATIONAL CONFERENCE ON GRID AND COOPERATIVE COMPUTING, PROCEEDINGS, 2007, : 261 - +
  • [6] A survey on the design space of end-user-oriented languages for specifying robotic missions
    Swaib Dragule
    Thorsten Berger
    Claudio Menghi
    Patrizio Pelliccione
    [J]. Software and Systems Modeling, 2021, 20 : 1123 - 1158
  • [7] A survey on the design space of end-user-oriented languages for specifying robotic missions
    Dragule, Swaib
    Berger, Thorsten
    Menghi, Claudio
    Pelliccione, Patrizio
    [J]. SOFTWARE AND SYSTEMS MODELING, 2021, 20 (04): : 1123 - 1158
  • [8] Tool Support for Data Validation by End-User Programmers
    Scaffidi, Christopher
    Myers, Brad
    Shaw, Mary
    [J]. ICSE'08 PROCEEDINGS OF THE THIRTIETH INTERNATIONAL CONFERENCE ON SOFTWARE ENGINEERING, 2008, : 867 - 870
  • [9] An end-user-oriented framework for RGB representation of multitemporal SAR images and visual datamining
    Amitrano, Donato
    Cecinati, Francesca
    Di Martino, Gerardo
    Iodice, Antonio
    Mathieu, Pierre-Philippe
    Riccio, Daniele
    Ruello, Giuseppe
    [J]. IMAGE AND SIGNAL PROCESSING FOR REMOTE SENSING XXII, 2016, 10004
  • [10] End-User-Oriented Multisource Information Fusion for Resource Management with Remote Sensing Imagery
    Shkvarko, Yuriy
    Leyva Montiel, Jose Luis
    Barajas Garibay, Ramon
    [J]. 2006 IEEE INTERNATIONAL GEOSCIENCE AND REMOTE SENSING SYMPOSIUM, VOLS 1-8, 2006, : 2163 - 2166
12345