Design and Analysis Methods for Developing Personalized Treatment Rules

2021 ◽  
pp. 487-508
Author(s):  
Emily Butler ◽  
Michael Kosorok
Keyword(s):  
Personalized Treatment ◽  
Analysis Methods ◽  
Treatment Rules

scholarly journals Greedy outcome weighted tree learning of optimal personalized treatment rules

Biometrics ◽  
2016 ◽  
Vol 73 (2) ◽  
pp. 391-400 ◽  
Author(s):  
Ruoqing Zhu ◽  
Ying-Qi Zhao ◽  
Guanhua Chen ◽  
Shuangge Ma ◽  
Hongyu Zhao
Keyword(s):  
Personalized Treatment ◽  
Weighted Tree ◽  
Treatment Rules

scholarly journals Statistical Methods for Establishing Personalized Treatment Rules in Oncology

2015 ◽  
Vol 2015 ◽  
pp. 1-13 ◽  
Author(s):  
Junsheng Ma ◽  
Brian P. Hobbs ◽  
Francesco C. Stingo
Keyword(s):  
Data Analysis ◽  
Personalized Medicine ◽  
Statistical Inference ◽  
Statistical Methods ◽  
Treatment Strategies ◽  
Optimal Treatment ◽  
Personalized Treatment ◽  
Statistical Software ◽  
Genetic Features ◽  
Treatment Rules

The process for using statistical inference to establish personalized treatment strategies requires specific techniques for data-analysis that optimize the combination of competing therapies with candidate genetic features and characteristics of the patient and disease. A wide variety of methods have been developed. However, heretofore the usefulness of these recent advances has not been fully recognized by the oncology community, and the scope of their applications has not been summarized. In this paper, we provide an overview of statistical methods for establishing optimal treatment rules for personalized medicine and discuss specific examples in various medical contexts with oncology as an emphasis. We also point the reader to statistical software for implementation of the methods when available.

Cost-Effectiveness Analysis Methods

2002 ◽  
Author(s):  
Eugene Laska ◽  
Morris Meisner ◽  
Carole Siegel ◽  
Joseph Wanderling
Keyword(s):  
Cost Effectiveness ◽  
Cost Effectiveness Analysis ◽  
Effectiveness Analysis ◽  
Analysis Methods

Hypothesis Analysis Methods, Hypothesis Analysis Devices, and Articles of Manufacture

2012 ◽  
Author(s):  
Antonio P. Sanfilippo ◽  
Andrew J. Cowell ◽  
Michelle L. Gregory ◽  
Robert L. Baddeley ◽  
Patrick R. Paulson ◽  
...  
Keyword(s):  
Analysis Methods

Cognitive analysis methods for control of multiple robots: Robotics on $5 a day

2004 ◽  
Author(s):  
Roger A. Chadwick ◽  
Douglas J. Gillan ◽  
Dominic Simon ◽  
Skye Pazuchanics
Keyword(s):  
Multiple Robots ◽  
Cognitive Analysis ◽  
Analysis Methods
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