Contrast weighted learning for robust optimal treatment rule estimation
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DOI: 10.1002/sim.9574
Abstract: Personalized medicine aims to tailor medical decisions based on patient‐specific characteristics. Advances in data capturing techniques such as electronic health records dramatically increase the availability of comprehensive patient profiles, promoting the rapid development of optimal… read more here.
Keywords: rule; contrast; optimal treatment; weighted learning ... See more keywords
Residual Weighted Learning for Estimating Individualized Treatment Rules
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DOI: 10.1080/01621459.2015.1093947
Abstract: ABSTRACT Personalized medicine has received increasing attention among statisticians, computer scientists, and clinical practitioners. A major component of personalized medicine is the estimation of individualized treatment rules (ITRs). Recently, Zhao et al. proposed outcome weighted… read more here.
Keywords: individualized treatment; medicine; treatment rules; treatment ... See more keywords
Robust outcome weighted learning for optimal individualized treatment rules
Sign Up to like & getrecommendations! Published in 2019 at "Journal of Biopharmaceutical Statistics"
DOI: 10.1080/10543406.2019.1633657
Abstract: ABSTRACT Personalized medicine has received increasing attentions among scientific communities in recent years. Because patients often have heterogenous responses to treatments, discovering individualized treatment rules (ITR) is an important component of precision medicine. To that… read more here.
Keywords: individualized treatment; medicine; treatment rules; treatment ... See more keywords
Multiple Domain and Multiple Kernel Outcome-Weighted Learning for Estimating Individualized Treatment Regimes
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DOI: 10.1080/10618600.2022.2067552
Abstract: Abstract Individualized treatment rules (ITRs) recommend treatments that are tailored specifically according to each patient’s own characteristics. It can be challenging to estimate optimal ITRs when there are many features, especially when these features have… read more here.
Keywords: individualized treatment; outcome weighted; optimal itrs; weighted learning ... See more keywords
Multi-category individualized treatment regime using outcome weighted learning.
Sign Up to like & getrecommendations! Published in 2019 at "Biometrics"
DOI: 10.1111/biom.13084
Abstract: Individualized treatment regimes (ITRs) aim to recommend treatments based on patient-specific characteristics in order to maximize the expected clinical outcome. Outcome weighted learning approaches have been proposed for this optimization problem with primary focus on… read more here.
Keywords: individualized treatment; outcome; treatment; outcome weighted ... See more keywords