
Itai Kloog, PhD
About Me
Itai Kloog is an exposure scientist and geographic information system (GIS) specialist with expertise in exposure assessment, environmental epidemiology, and geo-statistical modeling. He holds faculty appointments in the Department of Environmental Medicine at the Icahn School of Medicine at Mount Sinai. His research interests include developing exposure models, geo-statistical analysis, GIS and remote sensing, and evaluation of adverse health effects of exposure to air pollution and temperature extremes. He has published multiple articles in recent years on assessing spatio-temporally resolved PM2.5 and air temperature exposures for epidemiological studies. The novelty of some of the approaches Dr. Kloog uses lies in the ability to ensemble novel hybrid satellite-based GIS and geo-statistical methodologies, extending the spatiotemporal scale dramatically compared to the state-of-the-art. Additional research interests include the development and use of low-cost sensors (COTS) for environmental epidemiology modeling, the development and validation of mobile devices for collection of exposure data, and new geo-statistical approaches.
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About Me
Itai Kloog is an exposure scientist and geographic information system (GIS) specialist with expertise in exposure assessment, environmental epidemiology, and geo-statistical modeling. He holds faculty appointments in the Department of Environmental Medicine at the Icahn School of Medicine at Mount Sinai. His research interests include developing exposure models, geo-statistical analysis, GIS and remote sensing, and evaluation of adverse health effects of exposure to air pollution and temperature extremes. He has published multiple articles in recent years on assessing spatio-temporally resolved PM2.5 and air temperature exposures for epidemiological studies. The novelty of some of the approaches Dr. Kloog uses lies in the ability to ensemble novel hybrid satellite-based GIS and geo-statistical methodologies, extending the spatiotemporal scale dramatically compared to the state-of-the-art. Additional research interests include the development and use of low-cost sensors (COTS) for environmental epidemiology modeling, the development and validation of mobile devices for collection of exposure data, and new geo-statistical approaches.
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Selected Publications
- XIS-PM<sub>2.5</sub>: A daily spatiotemporal machine-learning model for PM<sub>2.5</sub> in the contiguous United States. Allan C. Just, Kodi B. Arfer, Johnathan Rush, Alexei Lyapustin, Itai Kloog. Environmental Research
- XIS-temperature: A daily spatiotemporal machine-learning model for air temperature in the contiguous United States. Allan C. Just, Kodi B. Arfer, Johnathan Rush, Itai Kloog. Environmental Research
- Imputation approaches for missing data in non-reference sites in short-term air quality studies: Case study from NYC community air survey. Ali Sheidaei, Kimiya Gohari, Homero Harari, Maayan Yitshak-sade, Ilias Kavouras, Rosalind J. Wright, Robert Wright, Itai Kloog. Urban Climate