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A Survey on Spatio-temporal Data Analytics Systems [article]

Md Mahbub Alam and Luis Torgo and Albert Bifet
<span title="2021-03-17">2021</span> <i > arXiv </i> &nbsp; <span class="release-stage" >pre-print</span>
review of big spatial data processing systems.  ...  This survey also portrays the importance and future of spatial and spatio-temporal data analytics.  ...  Vertical scaling can improve the performance of PostgreSQL/PostGIS on a single computer system, but horizontal scalability is required for processing a large volume of spatial data.  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener" href="https://arxiv.org/abs/2103.09883v1">arXiv:2103.09883v1</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/ndpqz67bvnghpng36o3liqlr2q">fatcat:ndpqz67bvnghpng36o3liqlr2q</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20210320124128/https://arxiv.org/pdf/2103.09883v1.pdf" title="fulltext PDF download" data-goatcounter-click="serp-fulltext" data-goatcounter-title="serp-fulltext"> <button class="ui simple right pointing dropdown compact black labeled icon button serp-button"> <i class="icon ia-icon"></i> Web Archive [PDF] <div class="menu fulltext-thumbnail"> <img src="https://blobs.fatcat.wiki/thumbnail/pdf/24/42/244279783ab15423992e446b9da855b363a367ef.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener" href="https://arxiv.org/abs/2103.09883v1" title="arxiv.org access"> <button class="ui compact blue labeled icon button serp-button"> <i class="file alternate outline icon"></i> arxiv.org </button> </a>

Distributed Streaming Analytics on Large-scale Oceanographic Data using Apache Spark [article]

Janak Dahal, Elias Ioup, Shaikh Arifuzzaman, Mahdi Abdelguerfi
<span title="2019-08-01">2019</span> <i > arXiv </i> &nbsp; <span class="release-stage" >pre-print</span>
In this paper, we analyze large-scale geo-temporal data collected from the USGODAE (United States Global Ocean Data Assimilation Experiment) data catalog, and showcase and assess the ability of Spark stream  ...  Real-world data from diverse domains require real-time scalable analysis. Large-scale data processing frameworks or engines such as Hadoop fall short when results are needed on-the-fly.  ...  ACKNOWLEDGMENT Part of this work was supported by ONR contracts N00173-16-2-C902 and N00173-14-2-C901, and Louisiana Board of Regents RCS Grant LEQSF(2017-20)-RD-A-25.  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener" href="https://arxiv.org/abs/1907.13264v2">arXiv:1907.13264v2</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/ubwr334mwre2pesjs6bdxn23ly">fatcat:ubwr334mwre2pesjs6bdxn23ly</a> </span>
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A software reference architecture for semantic-aware Big Data systems

Sergi Nadal, Victor Herrero, Oscar Romero, Alberto Abelló, Xavier Franch, Stijn Vansummeren, Danilo Valerio
<span title="">2017</span> <i title="Elsevier BV"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/43ycbq2sebfnzi23a5qkxwni2y" style="color: black;">Information and Software Technology</a> </i> &nbsp;
Context: Big Data systems are a class of software systems that ingest, store, process and serve massive amounts of heterogeneous data, from multiple sources.  ...  Existing attempts to provide architectural guidelines for their engineering fail to take into account important Big Data characteristics, such as the management, evolution and quality of the data.  ...  This work was partly supported by the H2020 SUPERSEDE  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1016/j.infsof.2017.06.001">doi:10.1016/j.infsof.2017.06.001</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/iizyd3uupvhftent27lk45d46m">fatcat:iizyd3uupvhftent27lk45d46m</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20200311112543/https://upcommons.upc.edu/bitstream/handle/2117/108738/INFSOF-D-16-00343.pdf;jsessionid=3DAD3F8B9B9FCD3C8334CB18A95BE663?sequence=1" title="fulltext PDF download" data-goatcounter-click="serp-fulltext" data-goatcounter-title="serp-fulltext"> <button class="ui simple right pointing dropdown compact black labeled icon button serp-button"> <i class="icon ia-icon"></i> Web Archive [PDF] <div class="menu fulltext-thumbnail"> <img src="https://blobs.fatcat.wiki/thumbnail/pdf/5a/da/5ada067c8c398ccb6d0a61844c84798ddf140bbd.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1016/j.infsof.2017.06.001"> <button class="ui left aligned compact blue labeled icon button serp-button"> <i class="external alternate icon"></i> elsevier.com </button> </a>

Using Hadoop Technology to Overcome Big Data Problems by Choosing Proposed Cost-efficient Scheduler Algorithm for Heterogeneous Hadoop System (BD3)

Abou_el_ela Abdou Hussein
<span title="2020-11-28">2020</span> <i title="Sciencedomain International"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/4gswou2skzfmnhaicugyz5542y" style="color: black;">Journal of Scientific Research and Reports</a> </i> &nbsp;
Apache Hadoop was based on Google File System and Map Reduce programming paradigm.  ...  Hadoop could be understand as an open source spread data processing that is one of the prominent and well known solutions to overcome handling big data problem.  ...  Hadoop takes large data sets as input, processes it and produces the output. Spark streams data in microbatches.  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.9734/jsrr/2020/v26i930310">doi:10.9734/jsrr/2020/v26i930310</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/tph6busczrbntgzpdidvcqb454">fatcat:tph6busczrbntgzpdidvcqb454</a> </span>
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Data aggregation, V2

Christodoulos Santorinaios, Iosif Sklavidis, Angelica Theodorou, Jose Gato Luis, Giulia Sedda
<span title="2021-06-30">2021</span> <i title="Zenodo"> Zenodo </i> &nbsp;
This deliverable provides information about the implementation of an API to serve aggregated data from resources relevant to past large-scale disasters and the aggregation of data coming from internal  ...  The second section of D4.8 aims to present the data aggregation mechanism.  ...  commonly used for large data storage at scaleData replication: Replication is a smart way to ensure data are backed up and data loss is avoided • Data (event) streaming: Spark Streaming receives live  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.5281/zenodo.5180377">doi:10.5281/zenodo.5180377</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/k7c4cjepurdi5lee5yk6lcmprm">fatcat:k7c4cjepurdi5lee5yk6lcmprm</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20210818090233/https://zenodo.org/record/5180378/files/SnR_D4.8%20-%20Data%20aggregation%2C%20V2_v1.00.pdf" title="fulltext PDF download" data-goatcounter-click="serp-fulltext" data-goatcounter-title="serp-fulltext"> <button class="ui simple right pointing dropdown compact black labeled icon button serp-button"> <i class="icon ia-icon"></i> Web Archive [PDF] <div class="menu fulltext-thumbnail"> <img src="https://blobs.fatcat.wiki/thumbnail/pdf/cb/5d/cb5dc68fd6a1441a93cfc1553fc9d1c80c51effa.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.5281/zenodo.5180377"> <button class="ui left aligned compact blue labeled icon button serp-button"> <i class="unlock alternate icon" style="background-color: #fb971f;"></i> zenodo.org </button> </a>

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

Project Consortium Members
<span title="2018-07-20">2018</span> <i title="Zenodo"> Zenodo </i> &nbsp;
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.  ...  It provides powerful and rapid analytics on petabyte scale data volumes.  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.5281/zenodo.3358904">doi:10.5281/zenodo.3358904</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/wrio5c2yl5cr5a7kckdvibulhe">fatcat:wrio5c2yl5cr5a7kckdvibulhe</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20201222025623/https://zenodo.org/record/3358904/files/BigDataOcean_Analysis_Report_on_Big_Data_Components_Tools_and_Methodologies-v2.00.pdf" title="fulltext PDF download" data-goatcounter-click="serp-fulltext" data-goatcounter-title="serp-fulltext"> <button class="ui simple right pointing dropdown compact black labeled icon button serp-button"> <i class="icon ia-icon"></i> Web Archive [PDF] <div class="menu fulltext-thumbnail"> <img src="https://blobs.fatcat.wiki/thumbnail/pdf/91/fd/91fdfbbcff7873bb064c4b7e1843839d7ea928a7.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.5281/zenodo.3358904"> <button class="ui left aligned compact blue labeled icon button serp-button"> <i class="unlock alternate icon" style="background-color: #fb971f;"></i> zenodo.org </button> </a>

Why High-Performance Modelling and Simulation for Big Data Applications Matters [chapter]

Clemens Grelck, Ewa Niewiadomska-Szynkiewicz, Marco Aldinucci, Andrea Bracciali, Elisabeth Larsson
<span title="">2019</span> <i title="Springer New York"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/6v4flwr6afbfrmhdyu6xe3dyvm" style="color: black;">Msphere</a> </i> &nbsp;
the one hand and HPC experts on the other hand to develop effective solutions for big data applications.  ...  One of the tangible outcomes of the COST Action is a collection of case studies from various computing domains.  ...  We would like to thank all members of the COST Action for their direct or indirect contributions to this work and the success of the COST Action in general. We  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1007/978-3-030-16272-6_1">doi:10.1007/978-3-030-16272-6_1</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/3zyj3266mzhffeic5rlqqe7mx4">fatcat:3zyj3266mzhffeic5rlqqe7mx4</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20190502195904/https://link.springer.com/content/pdf/10.1007%2F978-3-030-16272-6_1.pdf" title="fulltext PDF download" data-goatcounter-click="serp-fulltext" data-goatcounter-title="serp-fulltext"> <button class="ui simple right pointing dropdown compact black labeled icon button serp-button"> <i class="icon ia-icon"></i> Web Archive [PDF] <div class="menu fulltext-thumbnail"> <img src="https://blobs.fatcat.wiki/thumbnail/pdf/4e/c9/4ec9d992a1cb64e880717ef0f19a614766503c57.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1007/978-3-030-16272-6_1"> <button class="ui left aligned compact blue labeled icon button serp-button"> <i class="external alternate icon"></i> springer.com </button> </a>

A Scalable Computing Resources System for Remote Sensing Big Data Processing Using GeoPySpark Based on Spark on K8s

Jifu Guo, Chunlin Huang, Jinliang Hou
<span title="2022-01-22">2022</span> <i title="MDPI AG"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/kay2tsbijbawliu45dnhvyvgsq" style="color: black;">Remote Sensing</a> </i> &nbsp;
To reduce data movement among computing nodes, the Hadoop Distributed File System (HDFS) is established on nodes of K8s, which are also used for computing.  ...  a Spark on Kubernetes (K8s) cluster.  ...  We would also like to thank NASA, who provided Cuprite data for the experimental validation. Conflicts of Interest: The authors declare no conflict of interest.  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.3390/rs14030521">doi:10.3390/rs14030521</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/4j6fqyesjnaphmre7wymwi7gp4">fatcat:4j6fqyesjnaphmre7wymwi7gp4</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20220206163850/https://mdpi-res.com/d_attachment/remotesensing/remotesensing-14-00521/article_deploy/remotesensing-14-00521-v2.pdf" title="fulltext PDF download" data-goatcounter-click="serp-fulltext" data-goatcounter-title="serp-fulltext"> <button class="ui simple right pointing dropdown compact black labeled icon button serp-button"> <i class="icon ia-icon"></i> Web Archive [PDF] <div class="menu fulltext-thumbnail"> <img src="https://blobs.fatcat.wiki/thumbnail/pdf/60/8b/608b8d0c0af6b14d450646320f6f9eedaa1c786e.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.3390/rs14030521"> <button class="ui left aligned compact blue labeled icon button serp-button"> <i class="unlock alternate icon" style="background-color: #fb971f;"></i> mdpi.com </button> </a>

Mining Public Datasets for Modeling Intra-City PM2.5 Concentrations at a Fine Spatial Resolution

Yijun Lin, Yao-Yi Chiang, Fan Pan, Dimitrios Stripelis, Jose Luis Ambite, Sandrah P. Eckel, Rima Habre
<span title="">2017</span> <i title="ACM Press"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/q6tw7qmnszfgbikw4mpyjrokkm" style="color: black;">Proceedings of the 25th ACM SIGSPATIAL International Conference on Advances in Geographic Information Systems - SIGSPATIAL&#39;17</a> </i> &nbsp;
Air quality models are important for studying the impact of air pollutant on health conditions at a ne spatiotemporal scale.  ...  spatiotemporal models of air pollution, allowing investigations of the impact of air pollution exposures on sensitive populations such as children with asthma at scale.  ...  ACKNOWLEDGMENTS We thank Yi Chen for generating the maps of PM 2.5 predictions. is work is supported by the NIH grant 1U24EB021996-01.  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1145/3139958.3140013">doi:10.1145/3139958.3140013</a> <a target="_blank" rel="external noopener" href="https://www.ncbi.nlm.nih.gov/pubmed/29527599">pmid:29527599</a> <a target="_blank" rel="external noopener" href="https://dblp.org/rec/conf/gis/LinCPSAEH17.html">dblp:conf/gis/LinCPSAEH17</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/mhhwatsf5jgjxawojorcuyyolq">fatcat:mhhwatsf5jgjxawojorcuyyolq</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20181221114858/http://spatial-computing.github.io:80/papers/lin17sigspatial.pdf" title="fulltext PDF download" data-goatcounter-click="serp-fulltext" data-goatcounter-title="serp-fulltext"> <button class="ui simple right pointing dropdown compact black labeled icon button serp-button"> <i class="icon ia-icon"></i> Web Archive [PDF] <div class="menu fulltext-thumbnail"> <img src="https://blobs.fatcat.wiki/thumbnail/pdf/67/09/670909bf20ae9cd990cefa6c99d9744f2eaea9d3.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1145/3139958.3140013"> <button class="ui left aligned compact blue labeled icon button serp-button"> <i class="external alternate icon"></i> acm.org </button> </a>

Seaport Data Space for Improving Logistic Maritime Operations

David Sarabia-Jacome, Carlos E. Palau, Manuel Esteve, Fernando Boronat
<span title="">2019</span> <i title="Institute of Electrical and Electronics Engineers (IEEE)"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/q7qi7j4ckfac7ehf3mjbso4hne" style="color: black;">IEEE Access</a> </i> &nbsp;
On top of SDS, a Big Data architecture is integrated to manage the massive data shared in the SDS and extract useful information to improve the decision-making.  ...  Currently, Electronic Data Interchange (EDI) and Port Community Systems (PCS), as primary enablers of digital seaports, have demonstrated their limitations to interchange information on time, accurately  ...  In this case, the application executes the SparkSQL functionalities on the real-time data through the Apache Spark Structures Streaming engine.  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1109/access.2019.2963283">doi:10.1109/access.2019.2963283</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/t2bgr6zeqje4tfqnouhm4obyvq">fatcat:t2bgr6zeqje4tfqnouhm4obyvq</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20201107201737/https://ieeexplore.ieee.org/ielx7/6287639/8948470/08946609.pdf" title="fulltext PDF download" data-goatcounter-click="serp-fulltext" data-goatcounter-title="serp-fulltext"> <button class="ui simple right pointing dropdown compact black labeled icon button serp-button"> <i class="icon ia-icon"></i> Web Archive [PDF] <div class="menu fulltext-thumbnail"> <img src="https://blobs.fatcat.wiki/thumbnail/pdf/6c/74/6c749d3a507abb4fe1df76ae2e6b0b050799b6e8.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1109/access.2019.2963283"> <button class="ui left aligned compact blue labeled icon button serp-button"> <i class="unlock alternate icon" style="background-color: #fb971f;"></i> ieee.com </button> </a>

A Survey on Big Data for Trajectory Analytics

Damião Ribeiro de Almeida, Cláudio de Souza Baptista, Fabio Gomes de Andrade, Amilcar Soares
<span title="2020-02-01">2020</span> <i title="MDPI AG"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/fw2uac7a5jggbfgqwh2wqy7yxu" style="color: black;">ISPRS International Journal of Geo-Information</a> </i> &nbsp;
This article collected state-of-the-art on Big Data trajectory analytics.  ...  the efficiency and development of decision-making systems that deal with trajectory data.  ...  for spatio-temporal data I MapReduce-Based systems Dividino et al. [48] 2018 Semantic Integration of Real-Time Heterogeneous Data Streams for Ocean-Related Decision Making I Data streaming  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.3390/ijgi9020088">doi:10.3390/ijgi9020088</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/bgpfxcx5jngd7cjcj6u4fl4jpi">fatcat:bgpfxcx5jngd7cjcj6u4fl4jpi</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20200209234537/https://res.mdpi.com/d_attachment/ijgi/ijgi-09-00088/article_deploy/ijgi-09-00088.pdf" title="fulltext PDF download" data-goatcounter-click="serp-fulltext" data-goatcounter-title="serp-fulltext"> <button class="ui simple right pointing dropdown compact black labeled icon button serp-button"> <i class="icon ia-icon"></i> Web Archive [PDF] <div class="menu fulltext-thumbnail"> <img src="https://blobs.fatcat.wiki/thumbnail/pdf/ae/51/ae51f06414a9afa823e5a937ab33fa351292d99f.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.3390/ijgi9020088"> <button class="ui left aligned compact blue labeled icon button serp-button"> <i class="unlock alternate icon" style="background-color: #fb971f;"></i> mdpi.com </button> </a>

How can big data and machine learning benefit environment and water management: A survey of methods, applications, and future directions

Alexander Y. Sun, Bridget R Scanlon
<span title="2019-04-23">2019</span> <i title="IOP Publishing"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/4gdzpwrn2je35h3xecizajmcna" style="color: black;">Environmental Research Letters</a> </i> &nbsp;
Acknowledgments The authors were partially supported by funding from Jackson School of Geosciences, the University of Texas at Austin.  ...  The authors are grateful to Dr Michael Fienen and an anonymous reviewer for their constructive comments on the original manuscript.  ...  Streaming analytics is arguably one of the most interesting developments in data analytics in recent years, not only because of its potential for turning raw data streams into value-added information,  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1088/1748-9326/ab1b7d">doi:10.1088/1748-9326/ab1b7d</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/vx4thuy45vhlnmhu7bk2hwh2g4">fatcat:vx4thuy45vhlnmhu7bk2hwh2g4</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20200311110606/https://iopscience.iop.org/article/10.1088/1748-9326/ab1b7d/pdf" title="fulltext PDF download" data-goatcounter-click="serp-fulltext" data-goatcounter-title="serp-fulltext"> <button class="ui simple right pointing dropdown compact black labeled icon button serp-button"> <i class="icon ia-icon"></i> Web Archive [PDF] <div class="menu fulltext-thumbnail"> <img src="https://blobs.fatcat.wiki/thumbnail/pdf/c8/4b/c84bdb863c327a6a829d8875e1a562e3acee0fb1.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1088/1748-9326/ab1b7d"> <button class="ui left aligned compact blue labeled icon button serp-button"> <i class="unlock alternate icon" style="background-color: #fb971f;"></i> iop.org </button> </a>

A Review on Business Intelligence and Big Data

Erkan Sirin
<span title="2017-12-28">2017</span> <i title="International Journal of Intelligent Systems and Applications in Engineering"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/nudfauxyyzcgjorbfruji7aqrm" style="color: black;">International Journal of Intelligent Systems and Applications in Engineering</a> </i> &nbsp;
It can be classified as a kind of data-driven decision support system.  ...  Unlike decades before, BI now is to be extract value from huge data ocean by using big data tools as well as classical ones. So, an interclusion has emerged between big data and BI.  ...  The comparative definition depends on McKinsey's report and compares big data with traditional data. Architectural definition emphasizes on horizontal scaling for efficient processing.  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.18201/ijisae.2017533861">doi:10.18201/ijisae.2017533861</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/56mrk4rtozadxk7krjyws4vm2y">fatcat:56mrk4rtozadxk7krjyws4vm2y</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20200208000334/https://www.ijisae.org/IJISAE/article/download/570/pdf" title="fulltext PDF download" data-goatcounter-click="serp-fulltext" data-goatcounter-title="serp-fulltext"> <button class="ui simple right pointing dropdown compact black labeled icon button serp-button"> <i class="icon ia-icon"></i> Web Archive [PDF] <div class="menu fulltext-thumbnail"> <img src="https://blobs.fatcat.wiki/thumbnail/pdf/5e/7b/5e7bb6a6e590c3da6d6bedb8f8bd53f082d854f9.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.18201/ijisae.2017533861"> <button class="ui left aligned compact blue labeled icon button serp-button"> <i class="unlock alternate icon" style="background-color: #fb971f;"></i> Publisher / doi.org </button> </a>

Next-Generation Big Data Analytics: State of the Art, Challenges, and Future Research Topics

Zhihan Lv, Houbing Song, Pablo Basanta-Val, Anthony Steed, Minho Jo
<span title="">2017</span> <i title="Institute of Electrical and Electronics Engineers (IEEE)"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/lxfdtuyn4nhhtevm3datmysrpa" style="color: black;">IEEE Transactions on Industrial Informatics</a> </i> &nbsp;
The popularizing of various types of network has diversifie types, issues, and solutions for big data more than ever be-fore.  ...  Finally, we summarize the challenges and development of big data to predict current and future trends.  ...  The popularity of big data depends on a complete understanding of the safety problems inherent within the system.  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1109/tii.2017.2650204">doi:10.1109/tii.2017.2650204</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/qbwi7anya5gglnmstrpvrjgwq4">fatcat:qbwi7anya5gglnmstrpvrjgwq4</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20180722202448/https://e-archivo.uc3m.es/bitstream/handle/10016/25738/generation_TII_2017_ps.pdf;jsessionid=BDA2CFF8300BB3906B902D08768B96C4?sequence=2" title="fulltext PDF download" data-goatcounter-click="serp-fulltext" data-goatcounter-title="serp-fulltext"> <button class="ui simple right pointing dropdown compact black labeled icon button serp-button"> <i class="icon ia-icon"></i> Web Archive [PDF] <div class="menu fulltext-thumbnail"> <img src="https://blobs.fatcat.wiki/thumbnail/pdf/b9/fa/b9fad0873c1407ccc776e3f2c13643a76f964858.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1109/tii.2017.2650204"> <button class="ui left aligned compact blue labeled icon button serp-button"> <i class="external alternate icon"></i> ieee.com </button> </a>

Geospatial IoT—The Need for Event-Driven Architectures in Contemporary Spatial Data Infrastructures

Matthes Rieke, Lorenzo Bigagli, Stefan Herle, Simon Jirka, Alexander Kotsev, Thomas Liebig, Christian Malewski, Thomas Paschke, Christoph Stasch
<span title="2018-09-25">2018</span> <i title="MDPI AG"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/fw2uac7a5jggbfgqwh2wqy7yxu" style="color: black;">ISPRS International Journal of Geo-Information</a> </i> &nbsp;
The nature of contemporary spatial data infrastructures lies in the provision of geospatial information in an on-demand fashion.  ...  This manuscript presents work in the field of event-driven architectures as part of spatial data infrastructures with a particular focus on sensor networks and the devices capturing in-situ measurements  ...  Here a combination of Apache Kafka and Apache Spark is used for both streaming and batch analytics [38, 41] .  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.3390/ijgi7100385">doi:10.3390/ijgi7100385</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/wahoyj5lpzgznk5j55fhatbkd4">fatcat:wahoyj5lpzgznk5j55fhatbkd4</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20190224024027/http://pdfs.semanticscholar.org/5ae5/66b46c3cc6dc2fb0aeb5ae1f62ef0e4fc92c.pdf" title="fulltext PDF download" data-goatcounter-click="serp-fulltext" data-goatcounter-title="serp-fulltext"> <button class="ui simple right pointing dropdown compact black labeled icon button serp-button"> <i class="icon ia-icon"></i> Web Archive [PDF] <div class="menu fulltext-thumbnail"> <img src="https://blobs.fatcat.wiki/thumbnail/pdf/5a/e5/5ae566b46c3cc6dc2fb0aeb5ae1f62ef0e4fc92c.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.3390/ijgi7100385"> <button class="ui left aligned compact blue labeled icon button serp-button"> <i class="unlock alternate icon" style="background-color: #fb971f;"></i> mdpi.com </button> </a>
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