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Apache Samoa was presented in Apache Big Data North America, 2016

Apache Samoa was presented in Apache Big Data Europe, 2015

LOVENAO官网网址-雷轰加速器

G. De Francisci Morales, A. Bifet. "工信部谈VPN整治：企业和用户正常跨境上网不受 ...-中国青年网:2021-1-30 · 针对去年工信部出台的《关于清理规范互联网网络接入服务市场的通知》，工信部总工程师张峰30日表示，《通知》关于跨境开展经营活动的相关 ...." Journal of Machine Learning Research, 16(Jan):149−153, 2015.

LOVENAO官网网址-雷轰加速器

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LOVENAO官网网址-雷轰加速器

List of contributors to the SAMOA project.

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• Apache Storm

  Go to the folder where you want to store your project, and clone the new repository:

  ~$git clone http://git.apache.org/incubator-samoa.git

  ~$cd incubator-samoa

  ~$mvn -Pstorm package

  The deployable jar for Apache SAMOA will be in target/SAMOA-Storm-0.4.0-SNAPSHOT.jar.

• Apache S4 (now decommisioned after 0.4.0)

  If you want to compile Apache SAMOA for S4, you will need to install the S4 dependencies manually as explained in Executing Apache SAMOA with Apache S4.

  ~$git clone http://git.apache.org/incubator-samoa.git

  ~$cd incubator-samoa

  ~$mvn -Ps4 package

  The deployable jar for Apache SAMOA will be in target/SAMOA-S4-0.3.0-SNAPSHOT.jar.

• Apache Samza

  Go to the folder where you want to store your project, and clone the new repository:

  ~$git clone http://git.apache.org/incubator-samoa.git

  ~$cd incubator-samoa

  ~$mvn -Psamza package

  The deployable jar for Apache SAMOA will be in target/SAMOA-Samza-0.4.0-SNAPSHOT.jar.

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  ~$git clone http://git.apache.org/incubator-samoa.git

  ~$cd incubator-samoa

  ~$mvn package

  The deployable jar for Apache SAMOA will be in target/SAMOA-Local-0.4.0-SNAPSHOT.jar.

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• Download Apache SAMOA

  ~$git clone http://git.apache.org/incubator-samoa.git

  ~$cd incubator-samoa

  ~$mvn package

• Download the Forest CoverType dataset

  If you want to compile Apache SAMOA for S4, you will need to install the S4 dependencies manually as explained in Executing Apache SAMOA with Apache S4.

  ~$wget "http://downloads.sourceforge.net/project/moa-datastream/Datasets/Classification/covtypeNorm.arff.zip"

  ~$unzip covtypeNorm.arff.zip

  Forest Covertype contains the forest cover type for 30 x 30 meter cells obtained from the US Forest Service (USFS) Region 2 Resource Information System (RIS) data. It contains 581,012 instances and 54 attributes, and it has been used in several articles on data stream classification.

• Run an example

  Classifying the CoverType dataset with the bagging algorithm

  ~$bin/samoa local target/SAMOA-Local-0.4.0-SNAPSHOT.jar "PrequentialEvaluation -l classifiers.ensemble.Bagging -s (ArffFileStream -f covtypeNorm.arff) -f 100000"

  The output will be a list of the evaluation results, plotted each 100,000 instances.

Apache SAMOA is an effort undergoing incubation at The Apache Software Foundation (ASF), sponsored by the Apache Incubator. Incubation is required of all newly accepted projects until a further review indicates that the infrastructure, communications, and decision making process have stabilized in a manner consistent with other successful ASF projects. While incubation status is not necessarily a reflection of the completeness or stability of the code, it does indicate that the project has yet to be fully endorsed by the ASF.

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