讲座主题 Data-Driven Option Pricing 主讲嘉宾 金含清副教授,牛津大学数学研究所 主持人 朱书尚教授,中山大学管理学院 讲座时间 2024年9月13日(周五)16:00-17:30 讲座地址 广州校区南校园管理学院善思堂M302课室 嘉宾简介 Dr. Jin (金含清) is an associate profe...
In this dissertation, we aim to develop efficient algorithms with theoretical guarantees for several data-driven decision making problems. Specifically, we study the data-driven deci- sion making from three different perspectives: statistical learning, nonconvex optimization, and control of stochastic ...
However, in the abovementioned oil and gas well production prediction methods, whether physical model-driven or data-driven algorithms, they focused more on medium-to-long-term production prediction in the unit of month or year and were less involved in time series prediction of a single well'...
Data-driven algorithms are studied and deployed in diverse domains to support critical decisions, directly impacting people’s well-being. As a result, a growing community of researchers has been investigating the equity of existing algorithms and proposing novel ones, advancing the understanding of ri...
laboratory measurements and medications of the patients. Moreover, the continuous glucose monitoring readings with 3 to 14 days as a period together with the daily dietary information are also provided. The datasets can contribute to the development of data-driven algorithms/models and diabetes monitor...
Spectroscopy is indispensable for determining atomic configurations, chemical bondings, and vibrational behaviours, which are crucial information for materials development. Despite their importance, the interpretation of spectra using “human-driven” me
Data-driven modelsare based on data. Machine and statistical learning algorithms are used for building such models from data. For this, data need to be explored, usually several models are considered, and finally a model is built through the application of a particular algorithm. This model will...
Data-driven gated CT: an automated respiratory gating method to enable data-driven gated PET/CT. Med Phys. 2022;49(6):3597–611. Article PubMed Google Scholar Skwarski M, McGowan DR, Belcher E, Chiara FD, Stavroulias D, McCole M, Derham JL, Chu K-Y, Teoh E, Chauhan J, et al...
While there has been a movement towards data-driven agriculture in recent times for sustainable and productive growth, there is still a void when it comes to leveraging emerging paradigms such as fog computing, and applying innovating machine learning models to solve a specific problem in the dairy...
Fig. 2: Overview of the data-driven workflow employed in this study. In brief, we start by creating a diverse set of substrates covered by liquid water. By performing MD cooling ramps we establish their nucleation temperatureTn, which is later used as dependent variableY. Separately, we use...