基本信息
浏览量:5

个人简介
My research interests lie in three widely different areas: (i) aging and frailty, (ii) patient-centered outcomes research, and (iii) computational statistics. My work in aging and frailty is aimed at development of theoretical and statistical models for studying frailty as dysregulated homeostasis that increases the vulnerability to stressors. In particular, the focus is on the markers of HPA axis, sympathetic nervous systems and inflammation dynamical systems biology in frailty. Another major focus of mine is on developing statistical methods that inform evidence-based individualized medicine. I am interested in identifying factors that are responsible for the heterogeneity in how individuals respond to interventions, which is known as the heterogeneity of treatment effect (HTE). I am also developing a new statistical approach for cross-deign synthesis that applies sophisticated statistical methods to combine randomized, controlled trial and registry data to obtain valid evidence for groups such as elderly women, who are under-represented in the trials. Last, but not least, I am interested in developing algorithms and software for solving high-dimensional optimization problems arising in statistical modeling. I have developed a new class of algorithms called SQUAREM (squared extrapolation methods) for accelerating the convergence of expectation-maximization (EM) and minorization-maximization (MM) algorithms. The EM/MM algorithms are popular approaches in statistical modeling for maximum likelihood estimation. SQUAREM algorithms increase the speed of EM/MM algorithms substantially without compromising the robustness. I have written several R packages for solving various types of problems in statistical modeling and in optimization.
研究兴趣
论文共 144 篇作者统计合作学者相似作者
按年份排序按引用量排序主题筛选期刊级别筛选合作者筛选合作机构筛选
时间
引用量
主题
期刊级别
合作者
合作机构
The journals of gerontology Series A, Biological sciences and medical sciences (2025)
Haoyang Mi,Ravi Varadhan, Ashley M. Cimino-Mathews,Leisha A. Emens,Cesar A. Santa-Maria,Aleksander S. Popel
MODERN PATHOLOGYno. 2 (2025)
Ilias Sinanidis,Michael J Hochman,Hua-Ling Tsai,Michael P Randall, Brandon Bonilla,Ravi Varadhan,Alexander J Ambinder,Richard J Jones,Amy E DeZern,Theodoros Karantanos
INNOVATION IN AGING (2024): 64-65
INFECTIOUS AGENTS AND CANCERno. 1 (2024)
crossref(2024)
crossref(2024)
Karen Bandeen-Roche, Jiafeng Zhu,Qian-Li Xue,Brian Buta, Thomas Laskow,Jeremy D Walston,Ravi Varadhan
medRxiv the preprint server for health sciences (2024)
crossref(2024)
加载更多
作者统计
#Papers: 143
#Citation: 4448
H-Index: 30
G-Index: 66
Sociability: 6
Diversity: 3
Activity: 25
合作学者
合作机构
D-Core
- 合作者
- 学生
- 导师
数据免责声明
页面数据均来自互联网公开来源、合作出版商和通过AI技术自动分析结果,我们不对页面数据的有效性、准确性、正确性、可靠性、完整性和及时性做出任何承诺和保证。若有疑问,可以通过电子邮件方式联系我们:report@aminer.cn