Filters








60 Hits in 3.1 sec

Discussion of BigBench: A Proposed Industry Standard Performance Benchmark for Big Data [chapter]

Chaitanya Baru, Milind Bhandarkar, Carlo Curino, Manuel Danisch, Michael Frank, Bhaskar Gowda, Hans-Arno Jacobsen, Huang Jie, Dileep Kumar, Raghunath Nambiar, Meikel Poess, Francois Raab (+6 others)
<span title="">2015</span> <i title="Springer International Publishing"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/2w3awgokqne6te4nvlofavy5a4" style="color: black;">Lecture Notes in Computer Science</a> </i> &nbsp;
Furthermore, we discuss the relevancy of the workload from an industrial point of view and propose additional extensions to achieve extended coverage of typical big data processing use cases.  ...  Due to the lack of standards and standard benchmarks, users have a hard time choosing the right systems for their requirements. To solve this problem, we have developed BigBench.  ...  Work performed by co-authors Baru and Youn was partially supported via industry sponsorship from Pivotal and Intel of the Center for Large Scale Data Systems Research (CLDS) at the San Diego Supercomputer  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1007/978-3-319-15350-6_4">doi:10.1007/978-3-319-15350-6_4</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/q7rrkhgv5vdnjpk5qozepsokqm">fatcat:q7rrkhgv5vdnjpk5qozepsokqm</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20170809044241/http://www.odbms.org/wp-content/uploads/2014/12/bigbench-workload-tpctc_final.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/99/76/9976e471c382a6a7a7a013bc59f9e6790cf9e7e2.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1007/978-3-319-15350-6_4"> <button class="ui left aligned compact blue labeled icon button serp-button"> <i class="external alternate icon"></i> springer.com </button> </a>

BigBench

Ahmad Ghazal, Tilmann Rabl, Minqing Hu, Francois Raab, Meikel Poess, Alain Crolotte, Hans-Arno Jacobsen
<span title="">2013</span> <i title="ACM Press"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/vxrc3vebzzachiwy3nopwi3h5u" style="color: black;">Proceedings of the 2013 international conference on Management of data - SIGMOD &#39;13</a> </i> &nbsp;
As these products mature, there is a need to evaluate and compare the performance of these systems. In this paper, we present BigBench, an end-to-end big data benchmark proposal.  ...  There is a tremendous interest in big data by academia, industry and a large user base.  ...  First, we would like to enhance the proposal to be a concrete specification that can lead to an industry standard benchmark.  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1145/2463676.2463712">doi:10.1145/2463676.2463712</a> <a target="_blank" rel="external noopener" href="https://dblp.org/rec/conf/sigmod/GhazalRHRPCJ13.html">dblp:conf/sigmod/GhazalRHRPCJ13</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/a5m4qjw3hjeutabqxgqccx2e3a">fatcat:a5m4qjw3hjeutabqxgqccx2e3a</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20170808124130/http://msrg.org/publications/pdf_files/2013/Ghazal13-BigBench:_Towards_an_Industry_Standa.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/f7/bf/f7bfcf58a57862b35022e7dd4954b8c15e731fb5.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1145/2463676.2463712"> <button class="ui left aligned compact blue labeled icon button serp-button"> <i class="external alternate icon"></i> acm.org </button> </a>

The Vision of BigBench 2.0

Tilmann Rabl, Michael Frank, Manuel Danisch, Hans-Arno Jacobsen, Bhaskar Gowda
<span title="">2015</span> <i title="ACM Press"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/vxrc3vebzzachiwy3nopwi3h5u" style="color: black;">Proceedings of the Fourth Workshop on Data analytics in the Cloud - DanaC&#39;15</a> </i> &nbsp;
In this paper, we present the vision of BigBench 2.0, a suite of benchmarks for all major aspects of big data processing in common business use cases.  ...  To this end, we have developed BigBench, an application level benchmark focused only on big data analytics.  ...  Currently, BigBench is evaluated by the TPC as the first application level, end-to-end, industry standard big data benchmark.  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1145/2799562.2799642">doi:10.1145/2799562.2799642</a> <a target="_blank" rel="external noopener" href="https://dblp.org/rec/conf/sigmod/RablFDJG15.html">dblp:conf/sigmod/RablFDJG15</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/c5hbpoof3rhphatjrjkkz75cbu">fatcat:c5hbpoof3rhphatjrjkkz75cbu</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20190218093322/https://static.aminer.org/pdf/20170130/pdfs/sigmod/czdhq9yq5pvyz6tww1e4big3gmkob7le.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/73/85/7385fefcde6065657db29c326b7a8f10620870d6.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1145/2799562.2799642"> <button class="ui left aligned compact blue labeled icon button serp-button"> <i class="external alternate icon"></i> acm.org </button> </a>

Evaluating Hive and Spark SQL with BigBench [article]

Todor Ivanov, Max-Georg Beer
<span title="2016-01-13">2016</span> <i > arXiv </i> &nbsp; <span class="release-stage" >pre-print</span>
The objective of this work was to utilize BigBench [1] as a Big Data benchmark and evaluate and compare two processing engines: MapReduce [2] and Spark [3].  ...  BigBench was chosen for this comparison because it is the first end-to-end analytics Big Data benchmark and it is currently under public review as TPCx-BB [4].  ...  Zicari and Raik Niemann of the Frankfurt Big Data Lab for their valuable feedback. We would like to  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener" href="https://arxiv.org/abs/1512.08417v2">arXiv:1512.08417v2</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/jgjqj5ev55dt3dxdv54bpl77j4">fatcat:jgjqj5ev55dt3dxdv54bpl77j4</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20200825190306/https://arxiv.org/ftp/arxiv/papers/1512/1512.08417.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/9e/f0/9ef09e98abb60f45db5f69a65354b34be6437885.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener" href="https://arxiv.org/abs/1512.08417v2" 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>

Characterization of Performance Anomalies in Hadoop [article]

Puja Gupta
<span title="2015-05-13">2015</span> <i > arXiv </i> &nbsp; <span class="release-stage" >pre-print</span>
With the huge variety of data and equally large-scale systems, there is not a unique execution setting for these systems which can guarantee the best performance for each query.  ...  Also on analyzing the constructed tree, an idea about what configuration can give better performance for a given workload can be obtained.  ...  "BigBench:Towards an industry standard Benchmark for Big Data Analytics", In Proceedings of the ACM SIGMOD Conference, 2013 [17] Manyika, J., Chui, M. et al.  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener" href="https://arxiv.org/abs/1505.01919v2">arXiv:1505.01919v2</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/l5iqrkxsd5aythnumh5gpgskiu">fatcat:l5iqrkxsd5aythnumh5gpgskiu</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20200823064146/https://arxiv.org/ftp/arxiv/papers/1505/1505.01919.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/29/83/298392ae39325eb6f430bee29993f26c8b222efc.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener" href="https://arxiv.org/abs/1505.01919v2" 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>

On Big Data Benchmarking [chapter]

Rui Han, Xiaoyi Lu, Jiangtao Xu
<span title="">2014</span> <i title="Springer International Publishing"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/2w3awgokqne6te4nvlofavy5a4" style="color: black;">Lecture Notes in Computer Science</a> </i> &nbsp;
To date, most of the state-of-the-art big data benchmarks are designed for specific types of systems.  ...  Within this context, developing benchmarks to evaluate and compare big data systems has become an active topic for both research and industry communities.  ...  Finally, we discuss state-of-the-art benchmarking techniques for big data systems and propose some future research directions.  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1007/978-3-319-13021-7_1">doi:10.1007/978-3-319-13021-7_1</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/f4zrxikfjrctpj6xnxw6s7alki">fatcat:f4zrxikfjrctpj6xnxw6s7alki</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20160804143108/http://www.odbms.org:80/wp-content/uploads/2014/03/On-Big-Data-Benchmarking.pdf-.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/7b/7c/7b7c757b3f440a6184916008bda8c52e83f67e46.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1007/978-3-319-13021-7_1"> <button class="ui left aligned compact blue labeled icon button serp-button"> <i class="external alternate icon"></i> springer.com </button> </a>

On Big Data Benchmarking [article]

Rui Han, Xiaoyi Lu
<span title="2014-02-21">2014</span> <i > arXiv </i> &nbsp; <span class="release-stage" >pre-print</span>
To date, most of the state-of-the-art big data benchmarks are designed for specific types of systems.  ...  Within this context, developing benchmarks to evaluate and compare big data systems has become an active topic for both research and industry communities.  ...  Finally, we discuss state-of-the-art benchmarking techniques for big data systems and propose some future research directions.  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener" href="https://arxiv.org/abs/1402.5194v1">arXiv:1402.5194v1</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/cbd3zzbse5c7xbc63w6dl6j5ie">fatcat:cbd3zzbse5c7xbc63w6dl6j5ie</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20200907214045/https://arxiv.org/ftp/arxiv/papers/1402/1402.5194.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/9b/b1/9bb17d1468237f7e92d28897ef71473a3c7e0c89.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener" href="https://arxiv.org/abs/1402.5194v1" 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 Benchmark Compendium [chapter]

Todor Ivanov, Tilmann Rabl, Meikel Poess, Anna Queralt, John Poelman, Nicolas Poggi, Jeffrey Buell
<span title="">2016</span> <i title="Springer International Publishing"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/2w3awgokqne6te4nvlofavy5a4" style="color: black;">Lecture Notes in Computer Science</a> </i> &nbsp;
employ for Big Data systems.  ...  The field of Big Data and related technologies is rapidly evolving. Consequently, many benchmarks are emerging, driven by academia and industry alike.  ...  Acknowledgment This research has been supported by the Research Group of the Standard Performance Evaluation Corporation (SPEC).  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1007/978-3-319-31409-9_9">doi:10.1007/978-3-319-31409-9_9</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/n7lwtxainnblpf2xp4c5o2eynq">fatcat:n7lwtxainnblpf2xp4c5o2eynq</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20190223121446/http://pdfs.semanticscholar.org/44d4/25a83ba3e14b1af15d541e7821fbb515ad8e.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/44/d4/44d425a83ba3e14b1af15d541e7821fbb515ad8e.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1007/978-3-319-31409-9_9"> <button class="ui left aligned compact blue labeled icon button serp-button"> <i class="external alternate icon"></i> springer.com </button> </a>

Efficient deadline-aware scheduling for the analysis of Big Data streams in public Cloud

Mahmood Mortazavi-Dehkordi, Kamran Zamanifar
<span title="2019-02-14">2019</span> <i title="Springer Nature"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/cwtjzb7mrjft5adayc4gnqasai" style="color: black;">Cluster Computing</a> </i> &nbsp;
The emergence of Big Data has had a profound impact on how data are analyzed.  ...  BCframework proposes a scheduling model which considers public Cloud utilization cost, performance variation, deadline meeting and latency reduction requirements of streaming Big Data analytical applications  ...  Loss in performance observed in Vm for a specific scheduling period is sampled from a normal distribution with the average of 15% loss and standard deviation of 10% loss.  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1007/s10586-019-02908-2">doi:10.1007/s10586-019-02908-2</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/7g3eufmifrdyfe4kgxum3czknq">fatcat:7g3eufmifrdyfe4kgxum3czknq</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20190503044936/https://link.springer.com/content/pdf/10.1007%2Fs10586-019-02908-2.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/5d/9b/5d9b46fe060ea7be44ecec3a1fd3a8995206f378.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1007/s10586-019-02908-2"> <button class="ui left aligned compact blue labeled icon button serp-button"> <i class="external alternate icon"></i> springer.com </button> </a>

BigDataGrapes D7.1 - Scalability and Robustness Experimental Methodology

Ida Mele, Nicola Tonellotto, Franco Maria Nardini, Raffaele Perego, Vinicius Monteiro de Lira, Cristina Muntean
<span title="2019-06-28">2019</span> <i title="Zenodo"> Zenodo </i> &nbsp;
The deliverable D7.1, "Scalability and Robustness Experimental Methodology" consists in a report describing the methodology for assessing the performance of a big data system.  ...  We analyze the state-of-the-art for big data benchmarking considering different challenges which range from preserving the 4V properties of big data to streaming and scalability issues.  ...  for assessing the performance of a big data system.  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.5281/zenodo.3269159">doi:10.5281/zenodo.3269159</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/mjxvcubxcrg5zg4w3f2kylfeo4">fatcat:mjxvcubxcrg5zg4w3f2kylfeo4</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20201229113040/https://zenodo.org/record/3269159/files/D7.1%20-%20Scalability%20and%20Robustness%20Experimental%20Methodology.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/e9/fde92c220195d4c3784e52ca791eb8b4d4c2ab61.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.5281/zenodo.3269159"> <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>

BigDataGrapes D7.1 - Scalability and Robustness Experimental Methodology

Ida Mele, Franco Maria Nardini, Raffaele Perego, Nicola Tonellotto, Vinicius Monteiro De Lira, Cristina Muntean, Salvatore Trani
<span title="2021-01-15">2021</span> <i title="Zenodo"> Zenodo </i> &nbsp;
Moreover, we also provide a description of state-of-the-art tools that can be used for assessing and monitoring the big data system's performance.  ...  The deliverable D7.1, "Scalability and Robustness Experimental Methodology" consists in a report describing the methodology for assessing the performance of a big data system.  ...  To highlight the metrics that we propose for the assessment of the system performance, we show in a Figure 1 shows the benchmarking process for a big data system.  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.5281/zenodo.4546220">doi:10.5281/zenodo.4546220</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/zmjmkixwovan7n2zv6spp3fw6e">fatcat:zmjmkixwovan7n2zv6spp3fw6e</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20210224020413/https://zenodo.org/record/4546221/files/D7.1%20Scalability%20and%20Robustness%20Experimental%20Methodology_v2.1_%28Submitted%20to%20EC%29.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/79/54/79549149f942af554ada16f9cbeb3715a2461838.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.5281/zenodo.4546220"> <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>

BigDataGrapes D7.1 - Scalability and Robustness Experimental Methodology

Ida Mele, Nicola Tonellotto, Franco Maria Nardini, Raffaele Perego, Vinicius Monteiro de Lira, Cristina Muntean
<span title="2019-06-28">2019</span> <i title="Zenodo"> Zenodo </i> &nbsp;
The deliverable D7.1, "Scalability and Robustness Experimental Methodology" consists in a report describing the methodology for assessing the performance of a big data system.  ...  We analyze the state-of-the-art for big data benchmarking considering different challenges which range from preserving the 4V properties of big data to streaming and scalability issues.  ...  Also, they proposed a benchmark for measuring the performance of a distributed stream processing system based on flow data processing.  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.5281/zenodo.1481772">doi:10.5281/zenodo.1481772</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/mrjdojgvbvgvllzpjfxxrt6rbq">fatcat:mrjdojgvbvgvllzpjfxxrt6rbq</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20200308133324/https://zenodo.org/record/3269264/files/D7.1%20-%20Scalability%20and%20Robustness%20Experimental%20Methodology_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/e1/28/e128c9b25fc6995dd09a78b14ad2fc2a98893101.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.5281/zenodo.1481772"> <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>

Benchmarking SQL-on-Hadoop Systems: TPC or Not TPC? [chapter]

Avrilia Floratou, Fatma Özcan, Berni Schiefer
<span title="">2015</span> <i title="Springer International Publishing"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/2w3awgokqne6te4nvlofavy5a4" style="color: black;">Lecture Notes in Computer Science</a> </i> &nbsp;
In this paper, we discuss the problems we observe in the current practices of benchmarking, and present our proposal for bringing standardization in the SQL-on-Hadoop space.  ...  Second, adhering to the new standards requires industry commitment and collaboration.  ...  While the discussion and the work on new big data benchmarks are in progress, many vendors use the Transaction Processing Performance Council (TPC) [22] benchmark schema, data generator, and queries  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1007/978-3-319-20233-4_7">doi:10.1007/978-3-319-20233-4_7</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/vv7ibqt62zgtpc62ny772oxwba">fatcat:vv7ibqt62zgtpc62ny772oxwba</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20150919205304/http://researcher.ibm.com/researcher/files/us-aflorat/BenchmarkingSQL-on-Hadoop.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/3c/92/3c9254ee62c8cab6a341c3ca19f277df245c194a.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1007/978-3-319-20233-4_7"> <button class="ui left aligned compact blue labeled icon button serp-button"> <i class="external alternate icon"></i> springer.com </button> </a>

Just can't get enough

Tilmann Rabl, Manuel Danisch, Michael Frank, Sebastian Schindler, Hans-Arno Jacobsen
<span title="">2015</span> <i title="ACM Press"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/vxrc3vebzzachiwy3nopwi3h5u" style="color: black;">Proceedings of the 2015 ACM SIGMOD International Conference on Management of Data - SIGMOD &#39;15</a> </i> &nbsp;
Due to the rapid development and ever increasing variety of the big data landscape, there is a pressing need for tools for testing and benchmarking.  ...  This has led to the development of big data systems, which offer high scalability and novel forms of analysis.  ...  used to implement the data generator for BigBench, the first end-to-end proposal for a big data analytics [7] .  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1145/2723372.2735378">doi:10.1145/2723372.2735378</a> <a target="_blank" rel="external noopener" href="https://dblp.org/rec/conf/sigmod/RablDFSJ15.html">dblp:conf/sigmod/RablDFSJ15</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/vlq7vnmpavd4hlu3yeetroef2e">fatcat:vlq7vnmpavd4hlu3yeetroef2e</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20161002063011/http://msrg.org/publications/pdf_files/2015/SIGMOD15-DBSynth-Just_can&#39;t_get_enough_-_Synt.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/e4/6c/e46c95be9d02359e076ee21c5fd447f7fabe4016.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1145/2723372.2735378"> <button class="ui left aligned compact blue labeled icon button serp-button"> <i class="external alternate icon"></i> acm.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.  ...  Big Data opens up new opportunities to define "Intelligent" mobility and transportation solutions. The transportation industry is a leader in creating the so-called Internet of Everything.  ...  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>
&laquo; Previous Showing results 1 &mdash; 15 out of 60 results