The case for distance-bounded spatial approximations

ET Zacharatou, A Kipf, I Sabek, V Pandey… - arxiv preprint arxiv …, 2020 - arxiv.org
Spatial approximations have been traditionally used in spatial databases to accelerate the
processing of complex geometric operations. However, approximations are typically only …

QUASII: query-aware spatial incremental index

M Pavlovic, D Sidlauskas, T Heinis… - … on Extending Database …, 2018 - infoscience.epfl.ch
With large-scale simulations of increasingly detailed models and improvement of data
acquisition technologies, massive amounts of data are easily and quickly created and …

Efficient bundled spatial range queries

ET Zacharatou, D Šidlauskas, F Tauheed… - Proceedings of the 27th …, 2019 - dl.acm.org
Efficiently querying multiple spatial data sets is a growing challenge for scientists.
Astronomers query data sets that contain different types of stars (eg, dwarfs, giants …

Rawvis: A system for efficient in-situ visual analytics

S Maroulis, N Bikakis, G Papastefanatos… - Proceedings of the …, 2021 - dl.acm.org
In-situ processing has received a great deal of attention in recent years. In in-situ scenarios,
big raw data files which do not fit in main memory, must be efficiently handled on-the-fly …

Optimizing Dataflow Systems for Scalable Interactive Visualization

J Yang, HK Joo, S Yerramreddy, D Moritz… - Proceedings of the ACM …, 2024 - dl.acm.org
Supporting the interactive exploration of large datasets is a popular and challenging use
case for data management systems. Traditionally, the interface and the back-end system are …

[PDF][PDF] Adaptive Indexing for In-situ Visual Exploration and Analytics.

S Maroulis, N Bikakis, G Papastefanatos, P Vassiliadis… - DOLAP, 2021 - nbikakis.com
In-situ processing has received a great deal of attention in recent years. In in-situ scenarios,
big raw data files which do not fit in main memory, must be efficiently handled using …

SeLeP: Learning Based Semantic Prefetching for Exploratory Database Workloads

F Zirak, F Choudhury, R Borovica-Gajic - arxiv preprint arxiv:2310.14666, 2023 - arxiv.org
Prefetching is a crucial technique employed in traditional databases to enhance interactivity,
particularly in the context of data exploitation. Data exploration is a query processing …

Identifying the most interactive object in spatial databases

D Amagata, T Hara - 2019 IEEE 35th International Conference …, 2019 - ieeexplore.ieee.org
This paper investigates a new query, called an MIO query, that retrieves the Most Interactive
Object in a given spatial dataset. Consider that an object consists of many spatial points …

Viper: Interactive Exploration of Large Satellite Data✱✱

Z Shang, A Eldawy - Proceedings of the 18th International Symposium …, 2023 - dl.acm.org
Significant increase in high-resolution satellite data requires more productive analysis
methods to benefit data scientists. Interactive exploration is essential to productivity since it …

Novel approaches on bulk‐loading of large scale spatial datasets

MU Kalay - Concurrency and Computation: Practice and …, 2022 - Wiley Online Library
Summary Index structures that are bulk‐loaded adaptively based on the query workload
have been the subject of many database research, primarily in conventional databases …