Mammoth Data in the Cloud: Clustering Social Images

@inproceedings{Qiu2012MammothDI,
  title={Mammoth Data in the Cloud: Clustering Social Images},
  author={Judy Qiu and Bingjing Zhang},
  booktitle={High Performance Computing Workshop},
  year={2012}
}
Social image datasets have grown to dramatic size with images classified in vector spaces with high dimension (512-2048) and with potentially billions of images and corresponding classification vectors. We study the challenging problem of clustering such sets into millions of clusters using Iterative MapReduce. We introduce a new Kmeans algorithm in the Map phase which can tackle the challenge of large cluster and dimension size. Further we stress that the necessary parallelism of such data… CONTINUE READING
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