“大数据算法”版本间的差异
来自iCenter Wiki
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| − | + | = 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。 | 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。 | ||
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# Vigna, Sebastiano. "Broadword implementation of rank/select queries." In International Workshop on Experimental and Efficient Algorithms, pp. 154-168. Springer Berlin Heidelberg, 2008. | # 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。 | 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。 | ||
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# Flajolet, Philippe, Éric Fusy, Olivier Gandouet, and Frédéric Meunier. "Hyperloglog: the analysis of a near-optimal cardinality estimation algorithm." DMTCS Proceedings 1 (2008). | # 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. | # 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. | ||
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| + | = 关联规则挖掘 = | ||
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| + | 关联规则挖掘（association rule mining），查找频繁项目集ItemSets。其中最有名的算法是Apriori算法。 | ||
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| + | #Kim, Sung-Tan, Jae-Myung Kim, and Sang-Won Lee. "BAR: bitmap-based association rule: an implementation and its optimizations." In Proceedings of the 7th International Conference on Advances in Mobile Computing and Multimedia, pp. 627-631. ACM, 2009. | ||
2017年5月10日 (三) 15:31的版本
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。
大数据解析平台，是实现数据解析的分布式软件系统。
- 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。
- 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.
关联规则挖掘
关联规则挖掘（association rule mining），查找频繁项目集ItemSets。其中最有名的算法是Apriori算法。
- Kim, Sung-Tan, Jae-Myung Kim, and Sang-Won Lee. "BAR: bitmap-based association rule: an implementation and its optimizations." In Proceedings of the 7th International Conference on Advances in Mobile Computing and Multimedia, pp. 627-631. ACM, 2009.
