Management of machine learning lifecycle artifacts: A survey

M Schlegel, KU Sattler - ACM SIGMOD Record, 2023 - dl.acm.org
The explorative and iterative nature of developing and operating ML applications leads to a
variety of artifacts, such as datasets, features, models, hyperparameters, metrics, software …

{HopsFS}: Scaling hierarchical file system metadata using {NewSQL} databases

S Niazi, M Ismail, S Haridi, J Dowling… - … USENIX Conference on …, 2017 - usenix.org
Recent improvements in both the performance and scalability of shared-nothing,
transactional, in-memory NewSQL databases have reopened the research question of …

Progressive, holistic geospatial interlinking

G Papadakis, G Mandilaras, N Mamoulis… - Proceedings of the Web …, 2021 - dl.acm.org
Geospatial data constitute a considerable part of Semantic Web data, but at the moment, its
sources are inadequately interlinked with topological relations in the Linked Open Data …

A digital nervous system aiming toward personalized IoT healthcare

A Armgarth, S Pantzare, P Arven, R Lassnig, H Jinno… - Scientific reports, 2021 - nature.com
Body area networks (BANs), cloud computing, and machine learning are platforms that can
potentially enable advanced healthcare outside the hospital. By applying distributed sensors …

Ablation programming for machine learning

S Sheikholeslami - 2019 - diva-portal.org
As machine learning systems are being used in an increasing number of applications-from
analysis of satellite sensory data and health-care analytics to smart virtual assistants and …

Strabo 2: Distributed Management of Massive Geospatial RDF Datasets

D Bilidas, T Ioannidis, N Mamoulis… - International Semantic …, 2022 - Springer
We present Strabo 2, a distributed geospatial RDF store able to process GeoSPARQL
queries over massive RDF datasets. Strabo 2 is based on robust technologies, able to scale …

Static and dynamic progressive geospatial interlinking

G Papadakis, G Mandilaras, N Mamoulis… - ACM Transactions on …, 2022 - dl.acm.org
Geospatial data constitute a considerable part of Semantic Web data, but at the moment, its
sources are insufficiently interlinked with topological relations in the Linked Open Data …

[PDF][PDF] Top NewSQL databases and features classification

A Almassabi, O Bawazeer, S Adam - Int. J. Database Manag. Syst, 2018 - academia.edu
Versatility of NewSQL databases is to achieve low latency constrains as well as to reduce
cost commodity nodes. Out work emphasize on how big data is addressed through top …

[PDF][PDF] Implicit provenance for machine learning artifacts

AA Ormenisan, M Ismail, S Haridi, J Dowling - Proceedings of MLSys, 2020 - academia.edu
Machine learning (ML) presents new challenges for reproducible software engineering, as
the artifacts required for repeatably training models are not just versioned code, but also …

From copernicus big data to extreme earth analytics

M Koubarakis, K Bereta, D Bilidas, K Giannousis… - Open …, 2019 - nora.nerc.ac.uk
Copernicus is the European programme for monitoring the Earth. It consists of a set of
systems that collect data from satellites and in-situ sensors, process this data and provide …