Estimation and inference on high dimensional individualized treatment rule using split-and-pooled de-correlated score
Dez 14, 2019
Sprecher:innen
Ying-Qi Zhao
Sprecher:in · 0 Follower:innen
Über
Individualized treatment rules aim to identify if, when, which, and to whom treatment should be applied. One untackled question is the inference of the optimal individualized treatment rule. We propose a procedure for the simultaneous estimation and inference of such treatment rule with the existence of high dimensional covariates.The estimation procedure estimates the optimal individualized treatment rule as a weighted classification problem, while enjoying double robustness property. The inference procedure utilizes the data splitting, data pooling, and the semiparametric de-correlated score to conquer the slow convergence rate of estimated outcome regression or propensity score. The asymptotic properties for this procedure and its extensions are investigated via an analysis combining the techniques in high dimensional data and the doubly robustness. Simulation and real data analysis are conducted to justify the superiority of the proposed estimation and inference procedure under various settings.Individualized treatment rules aim to identify if, when, which, and to whom treatment should be applied. One untackled question is the inference of the optimal individualized treatment rule. We propose a procedure for the simultaneous estimation and inference of such treatment rule with the existence of high dimensional covariates.The estimation procedure estimates the optimal individualized treatment rule as a weighted classification problem, while enjoying double robustness property. The infer…
Kategorien
KI und Datenwissenschaft
Kategorie · 10,8k Präsentationen
Über NIPS 2019
Neural Information Processing Systems (NeurIPS) is a multi-track machine learning and computational neuroscience conference that includes invited talks, demonstrations, symposia and oral and poster presentations of refereed papers. Following the conference, there are workshops which provide a less formal setting.
Gefällt euch das Format? Vertraut auf SlidesLive, um euer nächstes Event festzuhalten!
Professionelle Aufzeichnung und Livestreaming – weltweit.
Freigeben
Empfohlene Videos
Präsentationen, deren Thema, Kategorie oder Sprecher:in ähnlich sind
Towards Robust Interactive Autonomy
Später ansehen
Spotlight: Object Abstraction in Visual Model-Based Reinforcement Learning
Später ansehen
Contributed Talk - Fair Hierarchical Clustering
Später ansehen
Panel Discussion
Später ansehen
Doina Precup, …
