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An Efficient Row Key Encoding Method with ASCII Code for Storing Geospatial Big Data in HBase

Quan Xiong, Xiaodong Zhang, Wei Liu, Sijing Ye, Zhenbo Du, Diyou Liu, Dehai Zhu, Zhe Liu, Xiaochuang Yao
2020 ISPRS International Journal of Geo-Information  
In this paper, we propose a new row key encoding method instead of conventional stereotypes.  ...  that the proposed method can not only maintain an equivalent query speed but can shorten the row key and save storage resources by 20.69% compared with the original grid codes.  ...  We found that the prefixtree method would have a greater apparent efficiency for the experimental data used in this paper compared with the proposed row key encoding method.  ... 
doi:10.3390/ijgi9110625 fatcat:3xjujz7le5hndd4yqzau7muahu

D2.1 - Analysis Report on Big Data Components, Tools and Methodologies

Project Consortium Members
2018 Zenodo  
This deliverable includes a thorough state-of-play analysis of the big data landscape in terms of components, tools and methodologies, eventually promoting the most appropriate ones for the needs of BigDataOcean  ...  Moreover, a definition of the maritime big data value chain, the corresponding stakeholders, important information sources to be exploited has been included.  ...  Language as a Data Type and Key Challenge for Big Data.  ... 
doi:10.5281/zenodo.3358904 fatcat:wrio5c2yl5cr5a7kckdvibulhe

The LDBC Social Network Benchmark [article]

Renzo Angles, János Benjamin Antal, Alex Averbuch, Peter Boncz, Orri Erling, Andrey Gubichev, Vlad Haprian, Moritz Kaufmann, Josep Lluís Larriba Pey, Norbert Martínez, József Marton, Marcus Paradies (+6 others)
2022 arXiv   pre-print
This includes a detailed explanation of the data used in the LDBC SNB benchmark, a detailed description for all queries, and instructions on how to generate the data and run the benchmark with the provided  ...  The Linked Data Benchmark Council's Social Network Benchmark (LDBC SNB) is an effort intended to test various functionalities of systems used for graph-like data management.  ...  Also, messages could be stored in an order correlated with their creation date to improve data access locality.  ... 
arXiv:2001.02299v3 fatcat:is5dm72kvne7zho6f5z5lipcga

Associative transducers for the parallel processing of streaming data

Peter Ogden, David Thomas, BAE SYSTEMS (Firm) ; Engineering And Physical Sciences Research Council
, XML and geospatial data.  ...  Automata and transducers are natural models for querying unbounded streams but are inherently sequential, processing each item of data in the stream in order.  ...  A wide variety of database engines come under the NoSQL umbrella, from document stores such as CouchDB [9] , MongoDB [32] to low-level key-value stores such as HBase [72] .  ... 
doi:10.25560/50190 fatcat:uidvxefzhrbnrmieqaubwrdtj4