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SS-DB: A Standard Science DBMS Benchmark - SLAC Conference
... Jim Gray's “20 astronomy queries” [7]), we wanted SS-DB to be relatively ... benchmark queries two orders of magnitude faster overall. The main reasons ..... group could exist at any time between 20 and 30 in any spatial location within the  ...
[ SSDB_benchmark.pdf - Read/Download File

SS-DB: A Standard Science DBMS Benchmark Michael Stonebraker
Benchmark ... Abstraction of LSST (astronomy) ... Sloan Sky survey and Jim Gray 20 questions). Ingest of raw data. Cooking. Queries on cooked and raw data ... ( regrid, recook, aggregate). To the cooked data (mostly spatial queries) ...
[ xldb2011_wed_LT02_SS-DB.pdf - Read/Download File

GrayWulf: Scalable Software Architecture for Data Intensive
Astronomy will cross that ...... Kemper, “20 Spatial Queries for an Astronomer's. Bench(mark)”, Proceedings of Astronomical Data Analysis. Software and Systems ...
[ 10-03-05.pdf - Read/Download File

Data Mining the SDSS SkyServer Database - arXiv.org
statement. Most queries run in less than 20 seconds, allowing scientists to interactively explore the data- ... After a year or so, the SDSS publishes the data to the astronomy community and the .... To speed spatial queries, a neighbors table is computed after the data is loaded. For ...... So we had a benchmark to work against.
[ Gray2002.pdf - Read/Download File

The Sloan Digital Sky Survey and its Archive
Dec 17, 1999 ... Data access will be aided by multidimensional spatial indices. The data will ... Astronomy is undergoing a major paradigm shift. .... only 20 nights of SDSS data! Whenever ... Querying these archives requires a parallel and distributed query system. ..... using thousands of nodes and disks (Sort benchmark).
[ 9912382 - Read/Download File

Impact of Benchmark Data Set Topology on the - ACS Publications
Apr 2, 2008 ... Methods: Exploration and Quantification by Spatial Statistics ... their similarity to the query substances following one of ... validation of VS methods and descriptors on benchmark data ... methods12,20–22 and will also be used in this study. ... in sciences as diverse as astronomy, geography and biology.
[ ci700099u - Read/Download File

Designing and Mining Multi-Terabyte Astronomy Archives - SDSS
spatial and attribute indices. The data will be partitioned in ... Database, archive, data analysis, data mining, astronomy, scaleable, Internet, ..... the 20-queries, and the SQL for them at our web site: ..... 2000 benchmark of [14]. We are in the ...
[ msr-tr-99-30.pdf - Read/Download File

DBpedia SPARQL Benchmark – Performance Assessment with Real
In contrast to those approaches, our benchmark is based on queries that were actually issued by humans and applications against existing RDF data not ...
[ CV8812100X36J527.pdf - Read/Download File

Nearest Neighbor Density Ratio Estimation for Large-Scale
tively small regression benchmark datasets. ... Hilbert space [2], or on using nearest neighbor queries to estimate the ... mark and on a large-scale astronomical dataset for photometric redshift estimation. ... least a quadratic running time [18, 19, 20]. ... For the sake of completeness, we briefly sketch how these spatial data ...
[ ASCOM2015.pdf - Read/Download File

SubZero: A Fine-Grained Lineage System for Scientific Databases
Finally, we introduce two benchmarks derived from astronomy and genomics, and ... lineage tracking and querying system for array-oriented sci- entific workflows. ...... and doesn't need the spatial index because each input cell is stored separately ..... The SubZero runtime API is inspired by the PASS [20],. [21] provenance ...
[ subzero.pdf - Read/Download File

Spatial Databases: Accomplishments and Research - CiteSeerX
data types and operators, spatial query languages and processing strategies, as well as ... astronomy); parts of living organisms (anatomy of the human body); .... than 5 sq. km. and are within 20 km. from the campgrounds can be posed as shown ..... Other research needs include benchmarking, work- ow modeling, and the ...
[ spatial_databases_accomplishments_and_research_needs.pdf - Read/Download File

IEEE Data Engineering Bulletin - Computer Science Department
Astronomy telescopes are effectively ... spatial smoothing, fourier transforms, and eigenvectors. ... astronomy, there are regions of the sky that are more interesting than others, and the telescope is pointed there ... We detail our benchmark queries in [1]. ..... Furthermore, in [20] they show that distributed data management.
[ ieee_bulletin.pdf - Read/Download File

Hadoop-GIS: A High Performance Spatial Data - VLDB
of spatial queries on MapReduce through spatial partitioning, cus- tomizable spatial query ...... We use three typical queries for the benchmark: spatial join ( spa-.
[ p1009-aji.pdf - Read/Download File

A Demonstration of SciDB: A Science-Oriented DBMS
we briefly discuss SciDB's data model and query facilities, followed, in Section ..... This benchmark records raw astronomy data that is observed by ... 20th VLDB Conf., pages 558–569, 1994. [4] Dozier et. al. ... spatial searching. In Proc. of the  ...
[ demo-final.pdf - Read/Download File

Towards Benchmarking Large Arrays in Databases
Towards Benchmarking ... many datasets have inherent temporal or spatial dimensions .... Page 20 ... relevant, performs nine queries on astronomical data.
[ WBDB2012_IN_16_Stamerjohanns_ArrayDBs.pdf - Read/Download File

A low-latency, big database system and browser for storage
May 18, 2015 ... We benchmark 3DBG against state-of-the-art systems and demonstrate that it ... querying 3D data in the context of astronomy, remote- sensing, neurology .... suboptimal for answering historical or ad hoc queries (20). Spatial clustering ... ing genomic annotations from their 3D spatial coordinates in genome ...
[ e103.full.pdf - Read/Download File

The Sloan Digital Sky Survey Science Archive - arXiv.org
and includes the results of performance benchmarks. ... 20 GB clusters, QSO absorption lines .... tree with a pre-constructed multi-dimensional spatial index – the Hierarchical Triangular ... formulate queries for an astronomy object database .
[ thakar-cise2003.pdf - Read/Download File

Designing and Mining Multi-Terabyte Astronomy Archives - Microsoft
Database, archive, data analysis, data mining, astronomy, scaleable, Internet, ..... the 20-queries, and the SQL for them at our web site: .... the ancient constellations – the first spatial index of the celes- .... 2000 benchmark of [14]. We are in the ...
[ MS_TR_99_30_Sloan_Digital_Sky_Survey.pdf - Read/Download File

The evaluation of the developed implementation - TELEIOS
Sep 6, 2013 ... 4 Implementation Complexity. 20. 4.1 Adding dimension properties . .... 6.1 SS- DB benchmark query execution times, MonetDB/SciQL versus SciDB . .... that SQL, even with various spatial extensions, is inappropriate for the geographical information ..... Astronomy is one of the oldest scientific disciplines.
[ FP7-257662-TELEIOS-D5.3.pdf - Read/Download File

Spatial Databases: Accomplishments and Research Needs
data types and operators, spatial query languages and processing strategies, as well as ... astronomy) parts of living organisms (anatomy of the human body) .... than 5 sq. km. and are within 20 km. from the campgrounds can be posed as shown in ..... The Sequoia 2000 30] benchmark characterizes the data and queries in ...
[ PaperSpatialDatabasesAccomplishments.pdf - Read/Download File

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