Tasks and methods of Big Data analysis (a survey)

• Date: 2019
• Main Author: Balabanov, O.S.
• Format: Article
• Language: Ukrainian
• Published: PROBLEMS IN PROGRAMMING 2019
• Subjects: Big Data; data analysis; generative model inference; statistical methods; clustering; regression; prediction; pattern discovery; temporal data; causal networks; UDC 004.855:519.216
• Online Access: https://pp.isofts.kiev.ua/index.php/ojs1/article/view/367
• Journal Title: Problems in programming

We review tasks and methods most relevant to Big Data analysis. Emphasis is made on the conceptual and pragmatic issues of the tasks and methods (avoiding unnecessary mathematical details). We suggest that all scope of jobs with Big Data fall into four conceptual modes (types): four modes of large-s...