{"doi":"10.1214/22-aos2195","title":"Bounds on the conditional and average treatment effect with unobserved confounding factors","abstract":"rate. We complement our methodology with optimality results showing that our proposed bounds are tight in certain cases. We demonstrate our method on simulated and real data examples, and show accurate coverage of our confidence intervals in practical finite sample regimes with rich covariate information.","journal":"The Annals of Statistics","year":2022,"id":246253,"datarank":0.0,"base_score":0.0,"endowment":0.0,"self_citation_contribution":0.0,"citation_network_contribution":0.0,"self_endowment_contribution":0.0,"citer_contribution":0.0,"corpus_percentile":null,"corpus_rank":null,"citation_count":40,"citer_count":0,"citers_with_citation_signal":0,"citers_with_endowment":0,"datacite_reuse_total":0,"is_dataset":false,"is_dataset_confidence":0.9455,"is_data_producer":false,"deposit_databanks":null,"is_oa":true,"file_count":0,"downloads":0,"has_version_chain":false,"published_date":"2022-01-01","fair_score":null,"fair_percentile":null,"algorithm_id":"datarank_citation_only_1hop_v6","ranking_scope":"data_only","authors":[{"id":882136,"name":"Hongseok Namkoong","orcid":"0000-0002-5708-4044","position":1,"is_corresponding":false},{"id":103575,"name":"Sanjay Basu","orcid":"0000-0002-0599-6332","position":2,"is_corresponding":false},{"id":882137,"name":"John C. Duchi","orcid":"0000-0003-0045-7185","position":3,"is_corresponding":false},{"id":51246,"name":"Lü Tian","orcid":"0000-0002-5893-0169","position":4,"is_corresponding":false},{"id":882135,"name":"Steve Yadlowsky","orcid":"0000-0003-4847-7230","position":0,"is_corresponding":true}],"reference_count":75,"raw_metadata":null,"created_at":"2026-07-19T00:23:43.438539Z","pmid":"38050638","pmcid":null,"fwci":null,"citation_percentile":null,"influential_citations":0,"oa_status":null,"license":null,"views":0,"total_file_size_bytes":0,"version_count":0,"fair_f":null,"fair_a":null,"fair_i":null,"fair_r":null,"fair_zscore":null,"fair_rationale":null,"fair_model":null,"fair_agent_version":null,"fair_fulltext_source":null,"fair_has_llm":null,"fair_computed_at":null,"clinical_trials":[],"software_tools":[],"db_accessions":[],"linked_datasets":[],"topics":[]}