Stochastic optimization methods for structure learning in Gaussian graphical models and the general log-determinant optimization

• المؤلف الرئيسي: Wu, Songwei
• مؤلفون آخرون: Justin Dauwels
• التنسيق: Thesis-Doctor of Philosophy
• اللغة: English
• منشور في: Nanyang Technological University 2020
• الموضوعات: Science::Mathematics; Engineering::Computer science and engineering
• الوصول للمادة أونلاين: https://hdl.handle.net/10356/142033

Graphical models compactly represent the most significant interactions of multivariate probability distributions, provide an efficient inference framework to answer challenging statistical queries, and incorporate both expert knowledge with data to extract information from complex systems. When the...