Idebench: A benchmark for interactive data exploration

P Eichmann, E Zgraggen, C Binnig… - Proceedings of the 2020 …, 2020 - dl.acm.org
In recent years, many query processing techniques have been developed to better support
interactive data exploration (IDE) of large structured datasets. To evaluate and compare …

Database benchmarking for supporting real-time interactive querying of large data

L Battle, P Eichmann, M Angelini, T Catarci… - Proceedings of the …, 2020 - dl.acm.org
In this paper, we present a new benchmark to validate the suitability of database systems for
interactive visualization workloads. While there exist proposals for evaluating database …

Explore-by-example: An automatic query steering framework for interactive data exploration

K Dimitriadou, O Papaemmanouil, Y Diao - Proceedings of the 2014 …, 2014 - dl.acm.org
Interactive Data Exploration (IDE) is a key ingredient of a diverse set of discovery-oriented
applications, including ones from scientific computing and evidence-based medicine. In …

[PDF][PDF] Query Steering for Interactive Data Exploration.

U Cetintemel, M Cherniack, JA DeBrabant, Y Diao… - CIDR, 2013 - cs.brandeis.edu
Traditional DBSMs are suited for applications in which the structure, meaning and contents
of the database, as well as the questions to be asked are already well understood. There is …

Progressive indexes: indexing for interactive data analysis

P Holanda, M Raasveldt, S Manegold… - Proceedings of the …, 2019 - dl.acm.org
Interactive exploration of large volumes of data is increasingly common, as data scientists
attempt to extract interesting information from large opaque data sets. This scenario presents …

Overview of data exploration techniques

S Idreos, O Papaemmanouil, S Chaudhuri - Proceedings of the 2015 …, 2015 - dl.acm.org
Data exploration is about efficiently extracting knowledge from data even if we do not know
exactly what we are looking for. In this tutorial, we survey recent developments in the …

The case for interactive data exploration accelerators (IDEAs)

A Crotty, A Galakatos, E Zgraggen, C Binnig… - Proceedings of the …, 2016 - dl.acm.org
Enabling interactive visualization over new datasets at" human speed" is key to
democratizing data science and maximizing human productivity. In this work, we first argue …

Evaluating interactive data systems: Workloads, metrics, and guidelines

L Jiang, P Rahman, A Nandi - … of the 2018 International Conference on …, 2018 - dl.acm.org
Highly interactive query interfaces have become a popular tool for ad-hoc data analysis and
exploration, posing a new kind of workload to the underlying data infrastructure. Compared …

AIDE: an active learning-based approach for interactive data exploration

K Dimitriadou, O Papaemmanouil… - IEEE Transactions on …, 2016 - ieeexplore.ieee.org
In this paper, we argue that database systems be augmented with an automated data
exploration service that methodically steers users through the data in a meaningful way …

DIVE: A mixed-initiative system supporting integrated data exploration workflows

K Hu, D Orghian, C Hidalgo - Proceedings of the workshop on human-in …, 2018 - dl.acm.org
Generating knowledge from data is an increasingly important activity. This process of data
exploration consists of multiple tasks: data ingestion, visualization, statistical analysis, and …