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A Holistic Approach to Distributed Dimensionality Reduction of Big Data

A Holistic Approach to Distributed Dimensionality Reduction of Big Data

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A Holistic Approach to Distributed Dimensionality Reduction of Big Data

 With the exponential growth of data volume, big data have placed an unprecedented burden on current computing infrastructure. Dimensionality reduction of big data attracts a great deal of attention in recent years as an efficient method to extract the core data which is smaller to store and faster to process. Aims at addressing the three fundamental problems closely related to distributed dimensionality reduction of big data, i.e. big data fusion, dimensionality reduction algorithm and construction of distributed computing platform. A chunk tensor method is presented to fuse the unstructured, semi-structured and structured data as a unified model in which all characteristics of the heterogeneous data are appropriately arranged along the tensor orders. A Lanczos based High Order Singular Value Decomposition algorithm is proposed to reduce dimensionality of the unified model. Theoretical analyses of the algorithm are provided in terms of storage scheme, convergence property and computation cost. To execute the dimensionality reduction task, this paper employs the Transparent Computing paradigm to construct a distributed computing platform as well as utilizes the linear predictive model to partition the data blocks. Experimental results demonstrate that the proposed holistic approach is efficient for distributed dimensionality reduction of big data.


 


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  • Model: PROJ5473
  • 999 Units in Stock
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This product was added to our catalog on Tuesday 20 September, 2016.

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