Title: Apache Accumulo Related Links
Nav: nav_papers
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## Applications
 - [Trendulo: Twitter trend analysis using Apache Accumulo](http://trendulo.com/) ([github code](https://github.com/jaredwinick/Trendulo))
 - [Search Github for Accumulo](https://github.com/search?q=accumulo&type=Repositories)
 - [Wikisearch Example & Performance](/example/wikisearch.html)

## Papers and Presentations

<table id="citationtable" class="table table-bordered table-striped" style="width:100%">
  <thead>
    <tr><th>Title</th><th>Links</th><th>Category</th><th>Venue</th><th>Peer-Reviewed</th><th>Awards</th></tr>
  </thead>
  <tbody>
    <tr><td>Achieving 100,000,000 database inserts per second using Accumulo and D4M - Kepner et al IEEE HPEC 2014</td>
      <td><a href="http://arxiv.org/abs/1406.4923">paper</a></td>
      <td>Performance</td>
      <td>IEEE HPEC 2014</td>
      <td>Yes</td>
      <td></td>
    </tr>
    <tr><td>Evaluating Accumulo Performance for a Scalable Cyber Data Processing Pipeline - Sawyer et al IEEE HPEC 2014</td>
      <td><a href="http://arxiv.org/abs/1407.5661">paper</a></td>
      <td>Performance</td>
      <td>IEEE HPEC 2014</td>
      <td>Yes</td>
      <td></td>
    </tr>
    <tr><td>Understanding Query Performance in Accumulo - Sawyer et al IEEE HPEC 2013</td>
      <td><a href="http://ieee-hpec.org/2013/index_htm_files/28-2868615.pdf">paper</a></td>
      <td>Performance</td>
      <td>IEEE HPEC 2013</td>
      <td>Yes</td>
      <td></td>
    </tr>
    <tr><td>Benchmarking Apache Accumulo BigData Distributed Table Store Using Its Continuous Test Suite - Sen et al 2013 IEEE International Congress on Big Data</td>
      <td><a href="http://sqrrl.com/media/Accumulo-Benchmark-10312013-1.pdf">paper</a></td>
      <td>Performance</td>
      <td>IEEE International Congress on Big Data 2013</td>
      <td>Yes</td>
      <td></td>
    </tr>
    <tr><td>Computing on Masked Data: a High Performance Method for Improving Big Data Veracity - Kepner et al IEEE HPEC 2014</td>
      <td><a href="http://arxiv.org/abs/1406.5751">paper</a></td>
      <td>Security</td>
      <td>IEEE HPEC 2014</td>
      <td>Yes</td>
      <td></td>
    </tr>
    <tr><td>D4M 2.0 Schema: A General Purpose High Performance Schema for the Accumulo Database - Kepner et al IEEE HPEC 2013</td>
      <td><a href="http://ieee-hpec.org/2013/index_htm_files/11-Kepner-D4Mschema-IEEE-HPEC.pdf">paper</a> <a href="http://ieee-hpec.org/2013/index_htm_files/11_130716-D4Mschema.pdf">slides</a></td>
      <td>Architecture</td>
      <td>IEEE HPEC 2013</td>
      <td>Yes</td>
      <td></td>
    </tr>
    <tr><td>Genetic Sequence Matching Using D4M Big Data Approaches - Dodson et al IEEE HPEC 2014</td>
      <td></td>
      <td>Use Cases</td>
      <td>IEEE HPEC 2014</td>
      <td>Yes</td>
      <td>Best Paper Finalist</td>
    </tr>
    <tr><td>Big Data Dimensional Analysis - Gadepally et al IEEE HPEC 2014</td>
      <td></td>
      <td>Use Cases</td>
      <td>IEEE HPEC 2014</td>
      <td>Yes</td>
      <td></td>
    </tr>
    <tr><td>LLSuperCloud: Sharing HPC systems for diverse rapid prototyping - Reuther et al IEEE HPEC 2013</td>
      <td><a href="http://ieee-hpec.org/2013/index_htm_files/26-HPEC13_LLSuperCloud_Reuther_final.pdf">paper</a> <a href="http://ieee-hpec.org/2013/index_htm_files/HPEC+2013+Reuther+SuperCloud+final.pdf">slides</a></td>
      <td>Architecture</td>
      <td>IEEE HPEC 2013</td>
      <td>Yes</td>
      <td></td>
    </tr>
    <tr><td>Spatio-temporal indexing in non-relational distributed databases - Fox et al 2013 IEEE International Congress on Big Data</td>
      <td><a href="http://geomesa.github.io/assets/outreach/SpatioTemporalIndexing_IEEEcopyright.pdf">paper</a></td>
      <td>Use Cases</td>
      <td>IEEE International Congress on Big Data 2013</td>
      <td>Yes</td>
      <td></td>
    </tr>
    <tr><td>Typograph: Multiscale spatial exploration of text documents - Endert, Alex, et al 2013 IEEE International Congress on Big Data</td>
      <td><a href="http://people.cs.vt.edu/aendert/Alex_Endert/Research_files/Typograph.pdf">paper</a></td>
      <td>Use Cases</td>
      <td>IEEE International Congress on Big Data 2013</td>
      <td>Yes</td>
      <td></td>
    </tr>
    <tr><td>UxV Data to the Cloud via Widgets - Charles et al 18th International Command &amp; Control Research &amp; Technology Symposium 2013</td>
      <td><a href="http://www.dodccrp.org/events/18th_iccrts_2013/post_conference/papers/051.pdf">paper</a></td>
      <td>Use Cases</td>
      <td>Command &amp; Control Research &amp; Technology Symposium 2013</td>
      <td>Yes</td>
      <td></td>
    </tr>
    <tr><td>Driving Big Data With Big Compute - Byun et al IEEE HPEC 2012</td>
      <td><a href="http://www.mit.edu/~kepner/pubs/ByunKepner_2012_BigData_Paper.pdf">paper</a> <a href="http://ieee-hpec.org/2012/index_htm_files/42_ID18.pptx">slides</a></td>
      <td>Architecture</td>
      <td>IEEE HPEC 2012</td>
      <td>Yes</td>
      <td></td>
    </tr>
    <tr><td>Large Scale Network Situational Awareness Via 3D Gaming Technology - Hubbell et al IEEE HPEC 2012</td>
      <td><a href="http://ieee-hpec.org/2012/index_htm_files/HPEC12_Hubbell.pdf">paper</a> <a href="http://ieee-hpec.org/2012/index_htm_files/31_ID20.pptx">slides</a></td>
      <td>Use Cases</td>
      <td>IEEE HPEC 2012</td>
      <td>Yes</td>
      <td></td>
    </tr>
    <tr><td>Rya: a scalable RDF triple store for the clouds - Punnoose et al 1st International Workshop on Cloud Intelligence, ACM, 2012</td>
      <td><a href="http://sqrrl.com/media/Rya_CloudI20121.pdf">paper</a></td>
      <td>Architecture</td>
      <td>ACM International Workshop on Cloud Intelligence 2012</td>
      <td>Yes</td>
      <td></td>
    </tr>
    <tr><td>Dynamic distributed dimensional data model (D4M) database and computation system - Kepner et al ICASSP 2012</td>
      <td><a href="http://www.mit.edu/~kepner/pubs/Kepner_2012_D4M_Paper.pdf">paper</a> <a href="http://www.mit.edu/~kepner/pubs/Kepner_2012_D4M_Slides.pdf">slides</a></td>
      <td>Architecture</td>
      <td>ICASSP 2012</td>
      <td>Yes</td>
      <td></td>
    </tr>
    <tr><td>An NSA Big Graph experiment (Technical Report NSA-RD-2013-056002v1)</td>
      <td><a href="http://www.pdl.cmu.edu/SDI/2013/slides/big_graph_nsa_rd_2013_56002v1.pdf">slides</a></td>
      <td>Performance</td>
      <td>Technical Report</td>
      <td>No</td>
      <td></td>
    </tr>
    <tr><td>Patil, Swapnil, et al. "YCSB++: benchmarking and performance debugging advanced features in scalable table stores." Proceedings of the 2nd ACM Symposium on Cloud Computing. ACM, 2011.</td>
      <td><a href="http://www.pdl.cmu.edu/PDL-FTP/Storage/socc2011.pdf">paper</a> <a href="http://www.cercs.gatech.edu/opencirrus/OCsummit11/presentations/patil.pdf">slides</a></td>
      <td>Performance</td>
      <td>ACM Symposium on Cloud Computing 2011</td>
      <td>Yes</td>
      <td></td>
    </tr>
    <tr><td>Turner, Keith "Apache Accumulo 1.4 &amp; 1.5 Features." February, 2012</td>
      <td><a href="http://people.apache.org/~kturner/accumulo14_15.pdf">slides</a></td>
      <td>Architecture</td>
      <td>Meetup</td>
      <td>No</td>
      <td></td>
    </tr>
    <tr><td>Fuchs, Adam "Accumulo: Extensions to Google's Bigtable Design." March, 2012</td>
      <td><a href="http://people.apache.org/~afuchs/slides/morgan_state_talk.pdf">slides</a></td>
      <td>Architecture</td>
      <td>Meetup</td>
      <td>No</td>
      <td></td>
    </tr>
    <tr><td>Miner, Donald "An Introduction to Apache Accumulo - how it works, why it exists, and how it is used." August, 2014</td>
      <td><a href="http://www.slideshare.net/DonaldMiner/an-introduction-to-accumulo">slides</a></td>
      <td>Architecture</td>
      <td>Online</td>
      <td>no</td>
      <td/>
  </tbody>
</table>

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## Conferences and Meetups
 - Accumulo Summit:
    - [Summit Website](http://accumulosummit.com)
    - [2014 Accumulo Summit Slides](http://www.slideshare.net/AccumuloSummit)
 - IEEE HPEC
    - [Conference Website](http://ieee-hpec.org/)
 - Strata + Hadoop World Meetup 24 Oct 2012
    - [Accumulo standalone AMI](https://aws.amazon.com/amis/accumulo-standalone-20121019)
    - [Large-scale web analytics with Accumulo (and Nutch/Gora, Pig, and Storm)](http://www.slideshare.net/jasontrost/accumulo-at-endgame)
    - [Compaction and Splitting in Accumulo](http://www.slideshare.net/hortonworks/compaction-and-splitting-in-apache-accumulo)


## Blog Posts and Examples
 - [Node.js, RabbitMQ, and Accumulo](https://github.com/joshelser/node-accumulo)
 - [Codebits Blogs](http://affy.blogspot.com/search?q=accumulo&by-date=true)
    - [Implement Word Count in Accumulo](http://affy.blogspot.com/2012/04/implement-word-count-in-accumulo.html)
    - [Using Accumulo To Calculate Seven Day Rolling Average](http://affy.blogspot.com/2012/04/using-accumulo-to-calculate-seven-day.html)
 - [covert.io blogs](http://www.covert.io/)
    - [Accumulo, Nutch, and Gora](http://www.covert.io/post/18414889381/accumulo-nutch-and-gora)
    - [Accumulo and Pig](http://www.covert.io/post/18605091231/accumulo-and-pig)
 - [Accumulo on MapR](http://mapr.com/blog/accumulo-on-mapr) [More Accumulo on MapR](http://blog.stavi.sh/instructions-for-running-accumulo-on-mapr-m5)
 - [Accumulo and Goraci](https://github.com/keith-turner/goraci)
 - [Accumulo on Ubuntu VirtualBox](https://gist.github.com/1535657)
 - [Accumulo on EC2](http://www.accumulodata.com/ec2.html)

## Books
 - [Apache Accumulo for Developers (Packt Publishing)](http://www.packtpub.com/apache-accumulo-for-developers/book)
 - [Accumulo: Application Development, Table Design, and Best Practices (O'Reilly Media)](http://shop.oreilly.com/product/0636920032304.do)

## Meetup Groups
 - [Accumulo Users Group - DC VA MD](http://www.meetup.com/Accumulo-Users-DC/)
 - [Search for more](http://www.meetup.com/find/?keywords=accumulo)

## Reference
 - [Log-Structured Merge Tree](http://citeseerx.ist.psu.edu/viewdoc/download?doi=10.1.1.44.2782&rep=rep1&type=pdf)
 - [BigTable](http://research.google.com/archive/bigtable.html)
 - [GFS](http://research.google.com/archive/gfs.html)
 - [Chubby](http://research.google.com/archive/chubby.html)
 - [Dapper](http://research.google.com/pubs/pub36356.html)
 - [Bloom Filter](http://en.wikipedia.org/wiki/Bloom_filter)