A survey on spatio-temporal data analytics systems
Due to the surge of spatio-temporal data volume, the popularity of location-based services
and applications, and the importance of extracted knowledge from spatio-temporal data to …
and applications, and the importance of extracted knowledge from spatio-temporal data to …
Big data storage technologies: a survey
There is a great thrust in industry toward the development of more feasible and viable tools
for storing fast-growing volume, velocity, and diversity of data, termed 'big data'. The …
for storing fast-growing volume, velocity, and diversity of data, termed 'big data'. The …
On the opportunities and risks of foundation models
AI is undergoing a paradigm shift with the rise of models (eg, BERT, DALL-E, GPT-3) that are
trained on broad data at scale and are adaptable to a wide range of downstream tasks. We …
trained on broad data at scale and are adaptable to a wide range of downstream tasks. We …
Optimizing error-bounded lossy compression for scientific data by dynamic spline interpolation
Today's scientific simulations are producing vast volumes of data that cannot be stored and
transferred efficiently because of limited storage capacity, parallel I/O bandwidth, and …
transferred efficiently because of limited storage capacity, parallel I/O bandwidth, and …
Overview of SciDB: large scale array storage, processing and analysis
PG Brown - Proceedings of the 2010 ACM SIGMOD International …, 2010 - dl.acm.org
SciDB [4, 3] is a new open-source data management system intended primarily for use in
application domains that involve very large (petabyte) scale array data; for example …
application domains that involve very large (petabyte) scale array data; for example …
Weld: A common runtime for high performance data analytics
© 2017 Conference on Innovative Data Systems Research (CIDR). All rights reserved.
Modern analytics applications combine multiple functions from different libraries and …
Modern analytics applications combine multiple functions from different libraries and …
The architecture of SciDB
M Stonebraker, P Brown, A Poliakov… - … OR, USA, July 20-22, 2011 …, 2011 - Springer
SciDB is an open-source analytical database oriented toward the data management needs
of scientists. As such it mixes statistical and linear algebra operations with data management …
of scientists. As such it mixes statistical and linear algebra operations with data management …
The BigDAWG polystore system and architecture
V Gadepally, P Chen, J Duggan… - 2016 IEEE High …, 2016 - ieeexplore.ieee.org
Organizations are often faced with the challenge of providing data management solutions for
large, heterogenous datasets that may have different underlying data and programming …
large, heterogenous datasets that may have different underlying data and programming …
A demonstration of the bigdawg polystore system
AJ Elmore, J Duggan… - … of the VLDB …, 2015 - pdxscholar.library.pdx.edu
This paper presents BigDAWG, a reference implementation of a new architecture for “Big
Data” applications. Such applications not only call for large-scale analytics, but also for real …
Data” applications. Such applications not only call for large-scale analytics, but also for real …
Evaluating end-to-end optimization for data analytics applications in weld
Modern analytics applications use a diverse mix of libraries and functions. Unfortunately,
there is no optimization across these libraries, resulting in performance penalties as high as …
there is no optimization across these libraries, resulting in performance penalties as high as …