An Efficient Text Clustering Approach using Biased Affinity Propagation

Isha Sharma, Mahak Motwani
2014 International Journal of Computer Applications  
Based on an effective clustering algorithm Seeds affinity propagation-in this paper an efficient clustering approach is presented which uses one dimension for the group of the words representing the similar area of interest with that we have also considered the uneven weighting of each dimension depending upon the categorical bias during clustering. After creating the vector the clustering is performed using seedsaffinity clustering technique. Finally to study the performance of the presented
more » ... gorithm, it is applied to the benchmark data set Reuters-21578 and compared it for F-measure, with kmeans algorithm and the original AP (affinity propagation) algorithm the results shows that the presented algorithm outperforms the others by acceptable margin.
doi:10.5120/16755-6273 fatcat:fabchdoqz5e65lv25r2ysl5jqe