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Intuitive Explanation of Non-stationary Gaussian Process Kernels
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Non-stationary GPs have shown great potential in overcoming the shortcomings of stationary GPs. In this article, we have just touched the tip of the iceberg of a massive area of research. We believe that through this article, the reader can get good intuition about where the research in GP is heading towards and how the use of non-stationary kernels can improve the performance of supervised learning.
portfolio
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publications
Remotely sensed high resolution irrigated area mapping in India for 2000 to 2015
Published in Scientific Data, 2016
Ambika, A. K., Wardlow, B., & Mishra, V. (2016). Remotely sensed high resolution irrigated area mapping in India for 2000 to 2015. Scientific data, 3(1), 1-14. https://www.nature.com/articles/sdata2016118
Observational Evidence of Irrigation Influence on Vegetation Health and Land Surface Temperature in India
Published in Geophysical Research Letters, 2019
Ambika, A. K., & Mishra, V. (2019). Observational evidence of irrigation influence on vegetation health and land surface temperature in India. Geophysical Research Letters, 46(22), 13441-13451 https://agupubs.onlinelibrary.wiley.com/doi/full/10.1029/2019GL084367
Moist heat stress extremes in India enhanced by irrigation
Published in Nature Geoscience, 2020
Mishra, V., Ambika, A. K., Asoka, A., Aadhar, S., Buzan, J., Kumar, R., & Huber, M. (2020). Moist heat stress extremes in India enhanced by irrigation. Nature Geoscience, 13(11), 722-728. https://www.nature.com/articles/s41561-020-00650-8
Substantial decline in atmospheric aridity due to irrigation in India
Published in Environmental Research Letters, 2020
Ambika, A. K., & Mishra, V. (2020). Substantial decline in atmospheric aridity due to irrigation in India. Environmental Research Letters, 15(12), 124060. https://iopscience.iop.org/article/10.1088/1748-9326/abc8bc
Modulation of Compound Extremes of Low Soil Moisture and High Vapor Pressure Deficit by Irrigation in India
Published in JGR Atmospheres, 2021
Ambika, A. K., & Mishra, V. (2021). Modulation of Compound Extremes of Low Soil Moisture and High Vapor Pressure Deficit by Irrigation in India. Journal of Geophysical Research: Atmospheres, 126(7). https://doi.org/10.1029/2021JD034529
Enhancing drought monitoring and assessment capability in India through high-resolution (250m) data
Published in Earth System Science Data, 2022
Ambika, A. K., & Mishra, V. (2022). Enhancing drought monitoring and assessment capability in India through high-resolution (250m) data (Under Review) https://www.earth-system-science-data.net/
Improved Water Savings and Reduction in Moist Heat Stress Caused by Efficient Irrigation
Published in Earth's Future, 2022
Ambika, A. K., & Mishra, V. (2022). Improved Water Savings and Reduction in Moist Heat Stress Caused by Efficient Irrigation. Earth's Future https://doi.org/10.1029/2021EF002642
talks
Talk 1 on Relevant Topic in Your Field
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Conference Proceeding talk 3 on Relevant Topic in Your Field
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This is a description of your conference proceedings talk, note the different field in type. You can put anything in this field.