查看“大数据算法”的源代码

=== 数据解析 ===

数据解析（Data Analytic），是指对数据集的属性值进行SUM，TopN，Rank操作。一般要求实时响应。

* [https://lucene.apache.org/core/4_5_0/core/org/apache/lucene/util/BroadWord.html Broadword Implementation of Rank]

大数据解析平台，是实现数据解析的分布式软件系统。

* [http://kylin.io Apache Kylin]
* [http://druid.io/ Druid]

# Navarro, Gonzalo, and Eliana Providel. "Fast, small, simple rank/select on bitmaps." In International Symposium on Experimental Algorithms, pp. 295-306. Springer Berlin Heidelberg, 2012.
# Vigna, Sebastiano. "Broadword implementation of rank/select queries." In International Workshop on Experimental and Efficient Algorithms, pp. 154-168. Springer Berlin Heidelberg, 2008.

=== 基数估计 ===

基数估计（Cardinality Estimation），评估一个集合中不同数据项的个数。比如，访问一个网站的独立IP个数。

* [https://github.com/Microsoft/CardinalityEstimation Cardinality Estimation Algorithm]

# Flajolet, Philippe, Éric Fusy, Olivier Gandouet, and Frédéric Meunier. "Hyperloglog: the analysis of a near-optimal cardinality estimation algorithm." DMTCS Proceedings 1 (2008).
# Heule, Stefan, Marc Nunkesser, and Alexander Hall. "HyperLogLog in practice: algorithmic engineering of a state of the art cardinality estimation algorithm." In Proceedings of the 16th International Conference on Extending Database Technology, pp. 683-692. ACM, 2013.