Data mining

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Computer science

Big data

Decomposition

Software

Distributed computing

Data processing

Embedded system

Software deployment

Software engineering

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Programming language

Database

Internet of Things

Industrial Internet

IEEE Transactions on Industrial Informatics

The industrial Internet of Things (IIoT) is growing quickly due to increasing deployment and integration of smart sensors, instruments, and devices, and software using wired or wireless networks. Through this integrated hardware-software approach, industrial practices will improve significantly, resulting in industrial intelligence for more efficient manufacturing. To realize such industrial intelligence, significant developments in IIoT big data processing and analysis are required to uncover and use hidden essential and valuable information of the production process. But large-scale, streaming, multiattribute IIoT data from production processes are noisy and have redundancies. Therefore, a suitable data processing technique such as tensor-train that can handle these IIoT data is needed. However, existing tensor-train decomposition methods are inefficient and cannot meet the processing demands of the large-scale IIoT big data. In this article, we propose an advanced (improved and highly efficient) distribute...

ADTT: A Highly Efficient Distributed Tensor-Train Decomposition Method for IIoT Big Data