A survey on spatio-temporal data analytics systems

MM Alam, L Torgo, A Bifet - ACM Computing Surveys, 2022 - dl.acm.org
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 …

Big data storage technologies: a survey

A Siddiqa, A Karim, A Gani - Frontiers of Information Technology & …, 2017 - Springer
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 …

On the opportunities and risks of foundation models

R Bommasani, DA Hudson, E Adeli, R Altman… - arxiv preprint arxiv …, 2021 - arxiv.org
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 …

Optimizing error-bounded lossy compression for scientific data by dynamic spline interpolation

K Zhao, S Di, M Dmitriev, TLD Tonellot… - 2021 IEEE 37th …, 2021 - ieeexplore.ieee.org
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 …

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 …

Weld: A common runtime for high performance data analytics

S Palkar, JJ Thomas, A Shanbhag, D Narayanan… - 2017 - dspace.mit.edu
© 2017 Conference on Innovative Data Systems Research (CIDR). All rights reserved.
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 …

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 …

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 …

Evaluating end-to-end optimization for data analytics applications in weld

S Palkar, J Thomas, D Narayanan, P Thaker… - Proceedings of the …, 2018 - dl.acm.org
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 …