The disadvantages of traditional classification algorithms are firstly discussed. Then, a new algorithm called HI-Rocchio is proposed. The HI-Rocchio algorithm includes two parts. The first part is an incremental Rocchio algorithm based on Rocchio algorithm, and the second is an improved Hierarchical clustering algorithm. The HI-Rocchio algorithm not only can generate new classes incrementally but also get multi hierarchical relationship between classes. Experiments verified the effectiveness of the algorithm. © 2011 Springer-Verlag.
CITATION STYLE
Zeng, A., & Huang, Y. (2011). A text classification algorithm based on Rocchio and hierarchical clustering. In Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics) (Vol. 6838 LNCS, pp. 432–439). https://doi.org/10.1007/978-3-642-24728-6_59
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