# 2009 TheTopTenAlgorithmsInDataMining

- (Wu & Kumar, 2009) ⇒ Xindong Wu, Vipin Kumar. (2009). “The Top Ten Algorithms in Data Mining." Chapman & Hall. ISBN 1420089641

**Subject Headings:** Data Mining Algorithm, C4.5 Algorithm, K-Means Algorithm, Support Vector Machines, Apriori Algorithm, EM Algorithm, PageRank Algorithm, AdaBoost Algorithm, kNN Algorithm, Naive Bayes Algorithm, CART Algorithm

## Notes

- It describes: C4.5 Algorithm, k-Means Algorithm, SVM Algorithm, Apriori Algorithm, EM Algorithm, PageRank Algorithm, AdaBoost Algorithm, kNN Algorithm, Naive Bayes Algorithm, CART Algorithm.

## Quotes

- Identifying some of the most influential algorithms that are widely used in the data mining community, this volume provides a description of each algorithm, discusses the impact of the algorithms, and reviews current and future research on the algorithms. Thoroughly evaluated by independent reviewers, each chapter focuses on a particular algorithm and is written by either the original authors of the algorithm or world-class researchers who have extensively studied the respective algorithm. The book concentrates on the following important algorithms: C4.5, k-Means, SVM, Apriori, EM, PageRank, AdaBoost, kNN, Naive Bayes, and CART.

### Table of Contents

- 1. C4.5. Naren Ramakrishnan p.1
- 2. (Ghosh & Liu, 2009) ⇒ Joydeep Ghosh and Alexander Liu. (2009). “K-Means.” In: (Wu & Kumar, 2009)
- 3. SVM: Support Vector Machines. Hui Xue, Qiang Yang, and Songcan Chen p.37
- 4. Apriori Hiroshi. Motoda Kouzou Ohara p.61
- 5. EM. Geoffrey J. McLachlan, and Shu-Kay Ng p.93
- 6. PageRank. Bing Liu, and Philip S. Yu p.117
- 7. AdaBoost. Zhi-Hua Zhou, and Yang Yu p.127
- 8. kNN: k-Nearest Neighbors. Michael Steinbach, and Pang-Ning Tan p.151
- 9. Naive Bayes. David J. Hand p.163
- 10. CART: Classification and Regression Trees. Dan Steinberg p.179,

Author | volume | Date Value | title | type | journal | titleUrl | doi | note | year | |
---|---|---|---|---|---|---|---|---|---|---|

2009 TheTopTenAlgorithmsInDataMining | Xindong Wu Vipin Kumar | The Top Ten Algorithms in Data Mining | http://books.google.com/books?id=e-pSNQAACAAJ | 2009 |

Facts about "2009 TheTopTenAlgorithmsInDataMining"

Author | Xindong Wu + and Vipin Kumar + |

title | The Top Ten Algorithms in Data Mining + |

titleUrl | http://books.google.com/books?id=e-pSNQAACAAJ + |

year | 2009 + |