conftrace_

precision medicine

21 papers

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PM

Co-occurring keywords

causal inference (1630) individualized treatment rule (8) counterfactual outcome (12) treatment effect (134) contextual bandit (381) convex optimization (1321) representation learning (6206) cluster-aware embedding (1) multi-omics datum (6) interpretable biomarker (1)

Papers

An effective framework for estimating individualized treatment rules NIPS 2024
Simple and scalable algorithms for cluster-aware precision medicine AISTATS 2024
Hidden yet quantifiable: A lower bound for confounding strength using randomized trials AISTATS 2024
Contrastive Balancing Representation Learning for Heterogeneous Dose-Response Curves Estimation AAAI 2024
Improving multiple-try Metropolis with local balancing JMLR 2023
Non-asymptotic Properties of Individualized Treatment Rules from Sequentially Rule-Adaptive Trials JMLR 2022
Communicative Subgraph Representation Learning for Multi-Relational Inductive Drug-Gene Interaction Prediction IJCAI 2022
ESCADA: Efficient Safety and Context Aware Dose Allocation for Precision Medicine NIPS 2022
Learning Individualized Treatment Rules with Many Treatments: A Supervised Clustering Approach Using Adaptive Fusion NIPS 2022
Estimation and Optimization of Composite Outcomes JMLR 2021
Breaking the Curse of Nonregularity with Subagging --- Inference of the Mean Outcome under Optimal Treatment Regimes JMLR 2020
Learning Data-Driven Drug-Target-Disease Interaction via Neural Tensor Network IJCAI 2020
Literature Retrieval for Precision Medicine with Neural Matching and Faceted Summarization EMNLP 2020
Dynamic Control of Stochastic Evolution: A Deep Reinforcement Learning Approach to Adaptively Targeting Emergent Drug Resistance JMLR 2020
Representation Learning for Integrating Multi-domain Outcomes to Optimize Individualized Treatment NIPS 2020
Near-optimal Individualized Treatment Recommendations JMLR 2020
Counterfactual Reasoning in Observational Studies AAAI 2019
NLP for Precision Medicine ACL 2017
Localized Lasso for High-Dimensional Regression AISTATS 2017
Distant Supervision for Relation Extraction beyond the Sentence Boundary EACL 2017
Bayesian Inference of Individualized Treatment Effects using Multi-task Gaussian Processes NIPS 2017