AIR QUALITY INFERENCE USING MULTIPLE DATA SOURCES

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United States of America Patent

APP PUB NO 20160125307A1
SERIAL NO

14896344

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Abstract

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The use of data from multiple data source provides inferred air quality indices with respect to a particular pollutant for multiple areas without the addition of air quality monitor stations to those areas. Labeled air quality index data for a pollutant in a region may be obtained from one or more air quality monitor stations. Spatial features for the region may be extracted from spatially-related data for the region. The spatially-related data may include information on fixed infrastructures in the region. Likewise, temporal features for the region may be extracted from temporally-related data for the region that changes over time. A co-training based learning framework may be further applied to co-train a spatial classifier and a temporal classifier based at least on the labeled air quality index data, the spatial features for the region, and the temporal features for the region.

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Patent Owner(s)

Patent OwnerAddress
MICROSOFT TECHNOLOGY LICENSING LLCONE MICROSOFT WAY REDMOND WA 98052

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Inventor(s)

Inventor Name Address # of filed Patents Total Citations
Chang, Eric I-Chao Beijing, CN 20 723
Hon, Hsiao-Wuen Beijing, CN 47 2527
Ma, Wei-Ying Beijing, CN 219 8887
Xie, Xing Beijing, CN 94 4081
Zheng, Yu Beijing, CN 420 9032

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