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Building Analytics Pipelines for Querying Big Streams and Data Histories with H-STREAM [article]

Genoveva Vargas-Solar, Javier A. Espinosa-Oviedo
<span title="2021-08-07">2021</span> <i > arXiv </i> &nbsp; <span class="release-stage" >pre-print</span>
This paper introduces H-STREAM, a big stream/data processing pipelines evaluation engine that proposes stream processing operators as micro-services to support the analysis and visualisation of Big Data  ...  Micro-services can be composed for implementing specific stream aggregation analysis pipelines as queries.  ...  H-STREAM for building querying pipelines for analysing streams We propose H-STREAM, a Big stream operators platform implemented as microservices that can be composed for processing streams stemming from  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener" href="https://arxiv.org/abs/2108.03485v1">arXiv:2108.03485v1</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/x2q3ibctsvctndhgn2qh3nkmim">fatcat:x2q3ibctsvctndhgn2qh3nkmim</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20210812065544/https://arxiv.org/pdf/2108.03485v1.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/15/40/1540c2229346bb644dbc79f2f9eff8592a83180b.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener" href="https://arxiv.org/abs/2108.03485v1" 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>

Putting Data Science Pipelines on the Edge [article]

Ali Akoglu, Genoveva Vargas-Solar
<span title="2021-03-14">2021</span> <i > arXiv </i> &nbsp; <span class="release-stage" >pre-print</span>
This paper proposes a composable "Just in Time Architecture" for Data Science (DS) Pipelines named JITA-4DS and associated resource management techniques for configuring disaggregated data centers (DCs  ...  Thereby, pipelines utilize a set of flexible building blocks that can be dynamically and automatically assembled and re-assembled to meet the dynamic changes in the workload's SLOs.  ...  The challenge is to consume streams and create a history of connectivity information and then combine these voluminous histories with new streams for answering the queries.  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener" href="https://arxiv.org/abs/2103.07978v1">arXiv:2103.07978v1</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/pmcnfjtypzgunowv2bcebgwaga">fatcat:pmcnfjtypzgunowv2bcebgwaga</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20210319094156/https://arxiv.org/pdf/2103.07978v1.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/8d/9f/8d9f024f8ae8224683f9df6c4ec7a573dc42ee44.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener" href="https://arxiv.org/abs/2103.07978v1" 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>

Big Data Methodologies, Tools And Infrastructures

Kim Hee, Todor Ivanov, Roberto V. Zicari, Rut Waldenfels, Hevin Özmen, Naveed Mushtaq, Minsung Hong, Tharsis Teoh, Rajendra Akerkar
<span title="2018-07-31">2018</span> <i title="Zenodo"> Zenodo </i> &nbsp;
This report, which is a follow up of Deliverable 1.1, offers an in-depth introduction to relevant technologies for Big Data Analytics and Big Data Management.  ...  It also looks at how these technologies are applied to build a Big Data Platf [...]  ...  D1.3: Big Data Methodologies, Tools and Infrastructures, P  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.5281/zenodo.1465539">doi:10.5281/zenodo.1465539</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/mkad5yu2tnfw7fdi3xqcermac4">fatcat:mkad5yu2tnfw7fdi3xqcermac4</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20200227232947/https://zenodo.org/record/1465539/files/20180716_D1.3_Big%20data%20methodologies%2C%20tools%20and%20infrastructures_LeMO.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/da/a5/daa593ac42b53996662568f9e88f08b84d6b0790.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.5281/zenodo.1465539"> <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>

TORNADO: Intermediate Results Orchestration based Service-Oriented Data Curation Framework for Intelligent Video Big Data Analytics in the Cloud

Aftab Alam, Young-Koo Lee
<span title="2020-06-24">2020</span> <i title="MDPI AG"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/taedaf6aozg7vitz5dpgkojane" style="color: black;">Sensors</a> </i> &nbsp;
In this paper, we develop a scalable and flexible framework called TORNADO on top of general-purpose big data technologies for intelligent video big data analytics in the cloud.  ...  The proposed framework acquires video streams from device-independent data-sources utilizing distributed streams and file management systems.  ...  Acknowledgments: This work was supported by the Institute for Information and Communications Technology  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.3390/s20123581">doi:10.3390/s20123581</a> <a target="_blank" rel="external noopener" href="https://www.ncbi.nlm.nih.gov/pubmed/32599912">pmid:32599912</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/ufclkop3vjdjbcnybr2momv3eq">fatcat:ufclkop3vjdjbcnybr2momv3eq</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20200630224222/https://res.mdpi.com/d_attachment/sensors/sensors-20-03581/article_deploy/sensors-20-03581-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/5e/38/5e38fa0e8d1a7b30e7b7dfe9e8c1ec1eaeabb052.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.3390/s20123581"> <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>

An Iterative Methodology for Defining Big Data Analytics Architectures

Roberto Tardio, Alejandro Mate, Juan Trujillo
<span title="">2020</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;
In [3] the author presents a methodology based on MDE (Model Driven Engineering) for the management of a Big Data pipeline with support for the automation of Big Data Analytics processes.  ...  Guiding professionals with enough detail during the design process of the Big Data Pipeline and being a general purpose approach for analytical applications are the main goals we pursue with our proposed  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1109/access.2020.3039455">doi:10.1109/access.2020.3039455</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/2o6ee6cvjveurgbh4s4mrwv65e">fatcat:2o6ee6cvjveurgbh4s4mrwv65e</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20201122042942/https://ieeexplore.ieee.org/ielx7/6287639/6514899/09264179.pdf?tp=&amp;arnumber=9264179&amp;isnumber=6514899&amp;ref=" 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/4d/2c/4d2c15c5898c35dd38b788fd7e5238f630d2abb8.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1109/access.2020.3039455"> <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>

D6.1 Data Synopses Generator V1

Project Consortium Members
<span title="2019-12-20">2019</span> <i title="Zenodo"> Zenodo </i> &nbsp;
For the reasons argued in this deliverable, the SDE has been developed on Apache Flink Big Data platform, one of the most prominent frameworks designed to operate as a true streaming engine and to com  ...  The data summaries provided by the SDE constitute representative data views of important aspects (samples, expected values, counts, frequency moments, among others) of the incoming data, approximated with  ...  They build carefully-crafted synopses of Big streaming Data which preserve data properties important for providing approximate answers, with tunable accuracy guarantees.  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.5281/zenodo.4034117">doi:10.5281/zenodo.4034117</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/mpmokdqud5dxpauxhffuuy2qge">fatcat:mpmokdqud5dxpauxhffuuy2qge</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20201004191116/https://zenodo.org/record/4034117/files/D6.1%20Data%20Synopses%20Generator%20V1.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/fd/68/fd68a19afc68f388a24418619558eb41fc47f2a6.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.5281/zenodo.4034117"> <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>

A survey on bandwidth-aware geo-distributed frameworks for big-data analytics

Mohammed Bergui, Said Najah, Nikola S. Nikolov
<span title="2021-02-25">2021</span> <i title="Springer Science and Business Media LLC"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/pkhnkszyprhb3orbf6g7tqmgiu" style="color: black;">Journal of Big Data</a> </i> &nbsp;
In this article, we discuss challenges and survey the latest geo-distributed big-data analytics frameworks and schedulers (based on MapReduce and Spark) with WAN-bandwidth awareness.  ...  While cluster computing applications, such as MapReduce and Spark, have been widely deployed in data centres to support commercial applications and scientific research, they are not designed for running  ...  Acknowledgements The authors thank the anonymous reviewers for their helpful suggestions and comments.  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1186/s40537-021-00427-9">doi:10.1186/s40537-021-00427-9</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/u2jx7x6hkfc47kn2iqpkcquhi4">fatcat:u2jx7x6hkfc47kn2iqpkcquhi4</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20210502002757/https://journalofbigdata.springeropen.com/track/pdf/10.1186/s40537-021-00427-9.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/c5/a8/c5a836cae18aef48545050b0a13816a8035d15aa.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1186/s40537-021-00427-9"> <button class="ui left aligned compact blue labeled icon button serp-button"> <i class="unlock alternate icon" style="background-color: #fb971f;"></i> springer.com </button> </a>

A Novel Real-Time Edge-Cloud Big Data Management and Analytics Framework for Smart Cities

Roberto Cavicchioli, Riccardo Martoglia, Micaela Verucchi
<span title="2022-01-28">2022</span> <i title="Pensoft Publishers"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/qvdzjysvg5hozjo6vlhyz6qa4a" style="color: black;">Journal of universal computer science (Online)</a> </i> &nbsp;
We specifically focus on obstacle detection and tracking for edge processing, and consider a traffic density monitoring application, with hierarchical data aggregation features for cloud processing; the  ...  In the context of the H2020 CLASS project, we describe an innovative framework aiming to facilitate the design of advanced big-data analytics workflows.  ...  Acknowledgements The authors would like to thank Francesco Barbanti, who contributed to the development of a preliminary version of the cloud data management techniques during his bachelor internship.  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.3897/jucs.71645">doi:10.3897/jucs.71645</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/gte5a4f44naaxafig2ncndz2fa">fatcat:gte5a4f44naaxafig2ncndz2fa</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20220210040951/https://public.pensoft.net/items/?p=7TVeXpoqfNYT89tyrm3ifrTeG9Wv8P676JSQp%2FH2pj9hhtoybol4GF7LEbj3fxHT5Fo8esHssd8WepZmZhfZcg7EGP98B%2BJOa4sijiTBFGHTQQhs%2FgV1LLveumak&amp;n=qC9NWeovb9Ybv8RjkC66K%2BmfId2ygL%2Fn95TZ" 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/a2/fe/a2fed668c9ac4f466a180a0011078057af021bf5.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.3897/jucs.71645"> <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>

Development of a Big Data Framework for Connectomic Research [article]

Terrence Adams
<span title="2015-01-25">2015</span> <i > arXiv </i> &nbsp; <span class="release-stage" >pre-print</span>
This paper outlines research and development of a new Hadoop-based architecture for distributed processing and analysis of electron microscopy of brains.  ...  We show development of a new C++ library for implementation of 3D image analysis techniques, and deployment in a distributed map/reduce framework.  ...  Here is a list of the main algorithms developed for this effort: 1) Hadoop streaming HDF5 download service 2) Image handling service (data conversion) 3) Feature building (C++) 4) Graph analytic starter  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener" href="https://arxiv.org/abs/1501.06102v1">arXiv:1501.06102v1</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/7odsjrip7jfcjj6wj4tvmaux7e">fatcat:7odsjrip7jfcjj6wj4tvmaux7e</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20200826124150/https://arxiv.org/pdf/1501.06102v1.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/f1/c5/f1c5781a4c26e7ff1c329b4609d40e96534a07b7.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener" href="https://arxiv.org/abs/1501.06102v1" 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>

A Formal Semantics For Data Analytics Pipelines

Maurizio Drocco, Claudia Misale, Guy Tremblay, Marco Aldinucci
<span title="2017-05-03">2017</span> <i title="Zenodo"> Zenodo </i> &nbsp;
In this report, we present a new programming model based on Pipelines and Operators, which are the building blocks of programs written in PiCo, a DSL for Data Analytics Pipelines.  ...  This makes it possible to 1) re-use the same algorithms and pipelines on different data models (e.g., streams, lists, sets, etc); 2) reuse the same operators in different contexts, and 3) update operators  ...  H2020-644235), and the 2015-2016 IBM Ph.D. Scholarship program. We gratefully acknowledge Prof. Luca Padovani for his comments on the early version of the manuscript.  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.5281/zenodo.571802">doi:10.5281/zenodo.571802</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/vqzxnt2lxne55nxzgchyfgipsq">fatcat:vqzxnt2lxne55nxzgchyfgipsq</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20201226222021/https://zenodo.org/record/571802/files/1705.01629.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/ee/5aee6800ee4a1929dac8998f19f68bc6627399e2.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.5281/zenodo.571802"> <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>

A Formal Semantics for Data Analytics Pipelines [article]

Maurizio Drocco and Claudia Misale and Guy Tremblay and Marco Aldinucci
<span title="2017-05-03">2017</span> <i > arXiv </i> &nbsp; <span class="release-stage" >pre-print</span>
In this report, we present a new programming model based on Pipelines and Operators, which are the building blocks of programs written in PiCo, a DSL for Data Analytics Pipelines.  ...  This makes it possible to 1) re-use the same algorithms and pipelines on different data models (e.g., streams, lists, sets, etc); 2) reuse the same operators in different contexts, and 3) update operators  ...  H2020-644235), and the 2015-2016 IBM Ph.D. Scholarship program. We gratefully acknowledge Prof. Luca Padovani for his comments on the early version of the manuscript.  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener" href="https://arxiv.org/abs/1705.01629v1">arXiv:1705.01629v1</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/gk5ga5zidbbnhcaddbpgkq4lza">fatcat:gk5ga5zidbbnhcaddbpgkq4lza</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20200916213545/https://arxiv.org/pdf/1705.01629v1.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/ce/22/ce22c4a0116aafa809a0b575add563cdbd880fbb.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener" href="https://arxiv.org/abs/1705.01629v1" 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>

Open challenges for data stream mining research

Georg Krempl, Myra Spiliopoulou, Jerzy Stefanowski, Indre Žliobaite, Dariusz Brzeziński, Eyke Hüllermeier, Mark Last, Vincent Lemaire, Tino Noack, Ammar Shaker, Sonja Sievi
<span title="2014-09-25">2014</span> <i title="Association for Computing Machinery (ACM)"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/5ptshywu7rdklpcx3m6sfans3e" style="color: black;">SIGKDD Explorations</a> </i> &nbsp;
We discuss the challenges towards building such a system through examples in healthcare predictive analysis -a popular area for big data analytics.  ...  While predictive modeling for data streams and big data have received a lot of attention over the last decade, many research approaches are typically designed for well-behaved controlled problem settings  ...  on the challenges in stream mining.  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1145/2674026.2674028">doi:10.1145/2674026.2674028</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/y3bozzeohveibgxb5wmiwfcogm">fatcat:y3bozzeohveibgxb5wmiwfcogm</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20170830072737/http://www.kdd.org/exploration_files/16-1-2014.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] </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1145/2674026.2674028"> <button class="ui left aligned compact blue labeled icon button serp-button"> <i class="external alternate icon"></i> acm.org </button> </a>

Temporal Analytics on Big Data for Web Advertising

Badrish Chandramouli, Jonathan Goldstein, Songyun Duan
<span title="">2012</span> <i title="IEEE"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/vuw5ktdyknehrehttg5qm4rfqm" style="color: black;">2012 IEEE 28th International Conference on Data Engineering</a> </i> &nbsp;
Big Data" in map-reduce (M-R) clusters is often fundamentally temporal in nature, as are many analytics tasks over such data.  ...  Users perform analytics using temporal queries -these queries are succinct, scale-out-agnostic, and easy to write.  ...  Conclusions The temporal-analytics-temporal-data characteristic is observed for many "big data" applications such as behavioral targeted Web advertising, network log querying, and collaborative filtering  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1109/icde.2012.55">doi:10.1109/icde.2012.55</a> <a target="_blank" rel="external noopener" href="https://dblp.org/rec/conf/icde/ChandramouliGD12.html">dblp:conf/icde/ChandramouliGD12</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/xolgfysyzjhffiyhtf7uzuqeim">fatcat:xolgfysyzjhffiyhtf7uzuqeim</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20120907141946/http://researcher.watson.ibm.com:80/researcher/files/us-sduan/icde2012_web_advertising.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/a9/e3/a9e3735cd3dfcbc3d703dc195dd6e4849c2de6bf.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1109/icde.2012.55"> <button class="ui left aligned compact blue labeled icon button serp-button"> <i class="external alternate icon"></i> ieee.com </button> </a>

Latency critical big data computing in finance

Xinhui Tian, Rui Han, Lei Wang, Gang Lu, Jianfeng Zhan
<span title="">2015</span> <i title="Elsevier BV"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/kjnfsxwz5fgulijt3cnnypmzcq" style="color: black;">Journal of Finance and Data Science</a> </i> &nbsp;
For example, how to organize such large scale of data for history analytics, how to process the streaming data immediately, and how to effectively execute jobs with different priorities.  ...  Researches on low latency and high throughout data stream processing on a big data store are desired.  ...  computing nodes, and connecting them with Challenges In this section we try to discuss and summary the challenges to achieve low latency financial big data analytics.  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1016/j.jfds.2015.07.002">doi:10.1016/j.jfds.2015.07.002</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/mhumpscm7beq3gy2mtshiv4jkm">fatcat:mhumpscm7beq3gy2mtshiv4jkm</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20170927125040/http://publisher-connector.core.ac.uk/resourcesync/data/elsevier/pdf/52f/aHR0cDovL2FwaS5lbHNldmllci5jb20vY29udGVudC9hcnRpY2xlL3BpaS9zMjQwNTkxODgxNTAwMDA0NQ%3D%3D.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/be/35/be354927a2aca8f6b50488f9e44898aca6f51bc2.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1016/j.jfds.2015.07.002"> <button class="ui left aligned compact blue labeled icon button serp-button"> <i class="unlock alternate icon" style="background-color: #fb971f;"></i> elsevier.com </button> </a>

Big Data Technologies And Infrastructures

Sebnem Rusitschka, Alejandro Ramirez
<span title="2014-09-02">2014</span> <i title="Zenodo"> Zenodo </i> &nbsp;
Big Data Technologies and Infrastructures. Deliverable D1.4 BYTE Project.  ...  Both, CEP and stream computing, store queries and run the data through those queries -as opposed to storing data and running queries against the data such as with typical databases.  ...  A SHORT HISTORY OF BIG DATA TECHNOLOGIES In 2002 digital information storage surpassed non-digital for the first time.  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.5281/zenodo.49166">doi:10.5281/zenodo.49166</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/wn4umt6tibc6pmiz5zkibogvzm">fatcat:wn4umt6tibc6pmiz5zkibogvzm</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20200320043649/https://zenodo.org/record/49166/files/BYTE_D1-4_Big-Data-Technologies-Infrastructures.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/fb/62/fb62a129bf334835f72d3b77bd3e37babed1b377.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.5281/zenodo.49166"> <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>
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