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Remote sensing, heat island effect and housing price prediction via autoML
Date Issued
2020
ISBN
9783030513276
9783030513283
Citation
In Tareq, Ahram (ed.) (2020). Advances in artificial intelligence, software and systems engineering, proceedings of the AHFE 2020 virtual conferences on software and systems engineering, and artificial intelligence and social computing (pp. 113-118).
Type
Conference Paper
Abstract
Global warming has become a major environmental concern in recent years. It is believed that urban heat island issues have caused health problems and thus we aim to investigate the impact of the heat island effect on housing prices by studying Whampoa Garden – one of the largest trading volume housing estates in Hong Kong. Landsat 8, an advance satellite that comprises the camera of the Operational Land Imager (OLI) and the Thermal Infrared Sensor (TIRS) were used to collect satellite images from 2014 to 2018 from the United States Geological Survey (USGS). All the satellite images of the study points are equipped with the least cloud. We then used that information to conduct housing price prediction via AutoML.
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