The new era of data explosion brings about new challenges for big data processing. Big data sets come from several regions, including meteorology, complex physics simulations, genomics, biological study, gene analysis and environmental research. Hence, how to process big data has become a fundamental and critical challenge for innovative society. Cloud computing provides a promising platform for big data processing with great computation capability, storage, scalability, resource reprocess and low cost, and has attracted significant attention in alignment with big data. Big data set from sensors is often subject to corruption and losses due to wireless medium of communication and bearing of hardware inaccuracies in the nodes.