Heterogeneous treatment effects
Estimation of Heterogeneous Treatment Effects on Hazard Rates
... on heterogeneous treatment effects within the “timing-of-events” framework by means of the nonparametric maximum-likelihood estimator ...the treatment hazard, the intercept in the ...
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Estimating Heterogeneous Treatment Effects in Randomized Control Trials
... that heterogeneous treatment effects can be estimated using data usually available in RCTs under mild ...measure heterogeneous treatment effects of adjuvant chemotherapies for ...
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Metalearners for estimating heterogeneous treatment effects using machine learning.
... of heterogeneous treatment effects when using simple linear models without basis expansion, and subsequent researchers and policymakers have been acutely interested in treatment-effect ...
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Learning Triggers for Heterogeneous Treatment Effects
... more heterogeneous popu- lations by looking at the variance across the discovered leaf effects for each method, as compared to the estimated popu- lation ...more heterogeneous subgroups compared to ...
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Heterogeneous Treatment Effects: Instrumental Variables Without Monotonicity?
... ∗ This paper is based on the first chapter of my Ph.D. thesis which I defended in July 2006 at the University of Mannheim. I am especially grateful to Andrew Chesher and Enno Mammen for numerous insightful discussions. ...
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Predictive approaches to heterogeneous treatment effects: a scoping review
... ual treatment effects”, since person level effects cannot be observed or measured in parallel arm clinical trials (owing to the fundamental problem of causal inference, only one coun- terfactual ...
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Preferences and Heterogeneous Treatment Effects in a Public School Choice Lottery
... average treatment effect across subgroups (although the differences in subgroup impacts are too imprecisely estimated to be statistically ...the treatment effect of attending a first choice school to vary ...
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Personalized evidence based medicine: predictive approaches to heterogeneous treatment effects
... more heterogeneous population, rep- resenting the full spectrum of patients seen in routine practice, they may be an excellent substrate for risk pre- ...ment effects, RCTs are also the preferred substrate ...
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Estimating Heterogeneous Treatment Effects of Medicaid Expansions on Take-up and Crowd-out
... Since our aim in this paper is to extend previous results rather than summarizing the literature, here we focus on two of the studies that use the now standard approach. An important study using this approach is the ...
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Absorptive capacity and the growth and investment effects of regional transfers : a regression discontinuity design with heterogeneous treatment effects
... Tables 2-3 suggest two novel insights relative to earlier work. First, there is evidence of a systematic heterogeneity of the response to Objec- tive 1 treatment with regard to what we call absorptive capacity – ...
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Heterogeneous treatment effects of integrated soil fertility management on crop productivity: Evidence from Nigeria
... v ABSTRACT This study compares the impacts of integrated soil fertility management (ISFM) on crop production with use of either mineral fertilizer or organic manure alone. We also investigate the conditions under which ...
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Heterogeneous treatment-effect analysis
... of Heterogeneous Treatment Effects To support the analysis of treatment-effect heterogeneity we developed a new tool called hte ...estimate treatment effects at various points ...
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Heterogeneous Treatment Effect Estimation Using Machine Learning
... FOR HETEROGENEOUS TREATMENT EFFECTS 38 of the R-Learner; we have decided to use one that is based on XGBoost [14] and one that is based on ...
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Maximin projection learning for optimal treatment decision with heterogeneous individualized treatment effects
... random effects meta-analyses is close to the estimated pooled OTR in both ...optimal treatment decision-making across ...optimal treatment regimes are “close” to each other in “angles”, all the ...
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Statistical treatment rules for heterogeneous populations
... on treatment response is to provide decision makers with information useful in choosing ...optimal treatment choices. This paper studies treatment choice using sample ...statistical treatment ...
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Heterogeneous Photocatalysis in Wastewater Treatment-A Review
... Involvement of light in these reactors is the major obstacle in the development of photocatalytic reactor at the large scale [14, 15]. Photoreactor can be classified according to their design characteristics; like the ...
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The Heterogeneous Labor Market Effects of Immigration
... the heterogeneous impact of immigration on the demand for native labor is that even if average wage e¤ects are small immigration is likely to induce large amounts of relocation between industries, from those ...
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Sharp bounds on heterogeneous individual treatment responses
... counterfactual heterogeneous causal information is recovered by identifying the partial di¤erences of a structural ...various treatment e¤ects when self-selection on unob- servables is ...
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TiO2 and ZnO as Heterogeneous Photocatalysts for Wastewater Treatment
... The effluents from dye industry are highly colored, toxic and carcinogenic. The textile industries are responsible for pollution; large amount of waste water is released through cloth dyeing and washing processes. The ...
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Optimal treatment and stochastic modeling of heterogeneous tumors
... Reviewers: This article was reviewed by Thomas McDonald, David Axelrod, and Leonid Hanin. Keywords: Tumor heterogeneity, Radiotherapy, Stochastic modeling Background In recent years there have been many exciting studies ...
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