As the main detoxification organ of human body, liver is very important in humans' health by metabolizing a lot substances that are taken in, including alcohol and medicine. However, if person consumes too much or contaminated food, it will lead to disorder causing little ingestion essential nutrients. Accurate prediction for consumption, therefore, providing doctors necessary information diagn...

Abstract Over the past decade, interatomic potentials based on machine learning (ML) techniques have become an indispensable tool in atomic-scale modeling of materials. Trained energies and forces obtained from electronic-structure calculations, they inherit their predictive accuracy, extend greatly length time scales that are accessible to explicit atomistic simulations. Inexpensive prediction...

The question of answering queries over ML predictions has been gaining attention in the database community. This is challenging because finding high quality answers by invoking an oracle such as a human expert or expensive deep neural network model on every single item DB and then applying query, can be prohibitive. We develop novel unified framework for approximate query leveraging proxy to mi...

with respect to population growth and agricultural development in ardabil plain, vulnerability assessment of the plain aquifer is necessary for management of groundwater resources and the prevention of groundwater contamination. in this study, vulnerability of ardabil plain aquifer to pollution was evaluated by drastic method. drastic model was prepared by seven effective parameters on vulnerab...