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DNet: Distributional Network for Distributional Individualized Treatment Effects

https://doi.org/10.1145/3580305.3599809
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What this work says

Outgoing claims: the papers this work cites, builds on, or argues with.

inferredcites →https://doi.org/10.1007/978-3-540-92185-1_63openalex-snapshot
Budget Constrained Bidding in Keyword Auctions and Online Knapsack Problems
inferredcites →https://doi.org/10.1073/pnas.1804597116openalex-snapshot
Metalearners for estimating heterogeneous treatment effects using machine learning
inferredcites →https://doi.org/10.1080/00031305.1997.10473959openalex-snapshot
Quantile Curves without Crossing
inferredcites →https://doi.org/10.1080/01621459.1986.10478354openalex-snapshot
Statistics and Causal Inference
inferredcites →https://doi.org/10.1080/01621459.1999.10473832openalex-snapshot
Methods for Estimating a Conditional Distribution Function
inferredcites →https://doi.org/10.1080/01621459.2017.1319839openalex-snapshot
Estimation and Inference of Heterogeneous Treatment Effects using Random Forests
inferredcites →https://doi.org/10.1080/01621459.2017.1330204openalex-snapshot
Quantile-Optimal Treatment Regimes
inferredcites →https://doi.org/10.1080/10618600.2021.1909601openalex-snapshot
Learning Multiple Quantiles With Neural Networks
inferredcites →https://doi.org/10.1093/biomet/81.4.673openalex-snapshot
Quantile Smoothing Splines
inferredcites →https://doi.org/10.1093/biomet/asaa076openalex-snapshot
Quasi-oracle estimation of heterogeneous treatment effects
inferredcites →https://doi.org/10.1093/biomet/asp030openalex-snapshot
Improving point and interval estimators of monotone functions by rearrangement
inferredcites →https://doi.org/10.1093/biomet/asq048openalex-snapshot
Noncrossing quantile regression curve estimation
inferredcites →https://doi.org/10.1109/dsaa.2019.00057openalex-snapshot
Uplift Modeling for Multiple Treatments with Cost Optimization
inferredcites →https://doi.org/10.1111/ectj.12097openalex-snapshot
Double/debiased machine learning for treatment and structural parameters
inferredcites →https://doi.org/10.1111/j.1467-9868.2008.00651.xopenalex-snapshot
Non-Crossing Non-Parametric Estimates of Quantile Curves
inferredcites →https://doi.org/10.1111/j.1467-9876.2005.00510.xopenalex-snapshot
Generalized Additive Models for Location, Scale and Shape
inferredcites →https://doi.org/10.1111/rssa.12598openalex-snapshot
Flexible Instrumental Variable Distributional Regression
inferredcites →https://doi.org/10.1145/3292500.3330700openalex-snapshot
A Unified Framework for Marketing Budget Allocation
inferredcites →https://doi.org/10.1162/rest_a_00662openalex-snapshot
Can Variation in Subgroups' Average Treatment Effects Explain Treatment Effect Heterogeneity? Evidence from a Social Experiment
inferredcites →https://doi.org/10.1198/016214504000001880openalex-snapshot
Causal Inference Using Potential Outcomes
inferredcites →https://doi.org/10.1198/jasa.2009.tm08230openalex-snapshot
Locally Weighted Censored Quantile Regression
inferredcites →https://doi.org/10.1198/jcgs.2010.08162openalex-snapshot
Bayesian Nonparametric Modeling for Causal Inference
inferredcites →https://doi.org/10.1201/9781315120256openalex-snapshot
Handbook of Quantile Regression
inferredcites →https://doi.org/10.1214/18-aos1709openalex-snapshot
Generalized random forests
inferredcites →https://doi.org/10.1360/n012018-00193openalex-snapshot
Estimation and inference for non-crossing multiple-index quantile regression
inferredcites →https://doi.org/10.1371/journal.pone.0226514openalex-snapshot
Treatment effects beyond the mean using distributional regression: Methods and guidance
inferredcites →https://doi.org/10.3982/ecta10582openalex-snapshot
Inference on Counterfactual Distributions
inferredcites →https://doi.org/10.48550/arxiv.1805.08845openalex-snapshot
Counterfactual Mean Embeddings
inferredcites →https://doi.org/10.48550/arxiv.1906.02120openalex-snapshot
Adapting Neural Networks for the Estimation of Treatment Effects

What points at this work

Incoming claims: where this work appears in other papers’ reference lists and arguments.

inferred← citeshttps://doi.org/10.2139/ssrn.5347645openalex-extracted
Efficient and Scalable Estimation of Distributional Treatment Effects with Multi-Task Neural Networks
inferred← citeshttps://doi.org/10.1145/3627673.3680035openalex-snapshot
Ads Supply Personalization via Doubly Robust Learning
inferred← citeshttps://doi.org/10.1145/3690624.3709437openalex-snapshot
Session-Level Dynamic Ad Load Optimization using Offline Robust Reinforcement Learning
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