[HTML][HTML] Serendipitous, Open Big Data Management and Analytics: The SeDaSOMA Framework

A Cuzzocrea, P Ciancarini - Modelling, 2024 - mdpi.com
This paper presents and delves into the architecture and intricacies of SeDaSOMA, a
sophisticated framework supporting Se rendipitous, Da ta-as-aS ervice-oriented, O pen big …

Rsp-hist: Approximate histograms for big data exploration on hadoop clusters

S Salloum, JZ Huang - 2021 IEEE 28th International …, 2021 - ieeexplore.ieee.org
We propose a sampling-based method, called RSP-Hist, to construct approximate equi-
width histograms and help data scientists explore the probability distribution of big data on …

[PDF][PDF] Navigating diverse datasets in the face of uncertainty

AÁ Ayllón - 2023 - core.ac.uk
When exploring big volumes of data, one of the challenging aspects is their diversity of
origin. Multiple files that have not yet been ingested into a database system may contain …

A Method for Solving Approximate Partition Boundaries of Spatial Big Data Based on Histogram Bucket Sampling

R Tian, T Chen, H Zhai, W Zhang, F Wang - Symmetry, 2022 - mdpi.com
In recent years, the volume of spatial data has rapidly grown, so it is crucial to process them
in an efficient manner. The level of parallel processing in big data platforms such as Hadoop …

Navigating diverse datasets in the face of uncertainty

A Álvarez Ayllón - 2023 - rodin.uca.es
When exploring big volumes of data, one of the challenging aspects is their diversity of
origin. Multiple files that have not yet been ingested into a database system may contain …

Advanced, privacy-preserving and approximate big data management and analytics in distributed environments: What is now and what is next

A Cuzzocrea - 2020 IEEE 44th Annual Computers, Software …, 2020 - ieeexplore.ieee.org
Nowadays, big data management and analytics are gaining momentum within the research
community, stirred-up by both sophisticated theoretical models and pragmatic achievements …

[PDF][PDF] Progressive approximate query execution using partition-level sampling

V Tittel - 2021 - research.tue.nl
The amount of digital data has grown exponentially in recent years, and this trend is on an
upward trajectory. While this amount of data brings with it the possibility of gaining valuable …