{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,2,11]],"date-time":"2026-02-11T18:18:30Z","timestamp":1770833910615,"version":"3.50.1"},"publisher-location":"New York, NY, USA","reference-count":30,"publisher":"ACM","license":[{"start":{"date-parts":[[2022,9,7]],"date-time":"2022-09-07T00:00:00Z","timestamp":1662508800000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/www.acm.org\/publications\/policies\/copyright_policy#Background"}],"content-domain":{"domain":["dl.acm.org"],"crossmark-restriction":true},"short-container-title":[],"published-print":{"date-parts":[[2022,9,7]]},"DOI":"10.1145\/3549737.3549775","type":"proceedings-article","created":{"date-parts":[[2022,9,9]],"date-time":"2022-09-09T16:29:59Z","timestamp":1662740999000},"page":"1-9","update-policy":"https:\/\/doi.org\/10.1145\/crossmark-policy","source":"Crossref","is-referenced-by-count":4,"title":["An evaluation framework for comparing causal inference models"],"prefix":"10.1145","author":[{"given":"Niki","family":"Kiriakidou","sequence":"first","affiliation":[{"name":"Informatics and Telematics, Harokopio University of Athens, Greece"}]},{"given":"Christos","family":"Diou","sequence":"additional","affiliation":[{"name":"Informatics and Telematics, Harokopio University of Athens, Greece"}]}],"member":"320","published-online":{"date-parts":[[2022,9,9]]},"reference":[{"key":"e_1_3_2_1_1_1","volume-title":"Lazy learning","author":"Aha W","unstructured":"David\u00a0 W Aha . 2013. Lazy learning . Springer Science & Business Media . David\u00a0W Aha. 2013. Lazy learning. Springer Science & Business Media."},{"key":"e_1_3_2_1_2_1","volume-title":"International Conference on Machine Learning. PMLR, 129\u2013138","author":"Alaa Ahmed","year":"2018","unstructured":"Ahmed Alaa and Mihaela Schaar . 2018 . Limits of estimating heterogeneous treatment effects: Guidelines for practical algorithm design . In International Conference on Machine Learning. PMLR, 129\u2013138 . Ahmed Alaa and Mihaela Schaar. 2018. Limits of estimating heterogeneous treatment effects: Guidelines for practical algorithm design. In International Conference on Machine Learning. PMLR, 129\u2013138."},{"key":"e_1_3_2_1_3_1","volume-title":"Multiple Hypothesenpr\u00fcfung\/Multiple Hypotheses Testing","author":"Bergmann Beate","unstructured":"Beate Bergmann and Gerhard Hommel . 1988. Improvements of general multiple test procedures for redundant systems of hypotheses . In Multiple Hypothesenpr\u00fcfung\/Multiple Hypotheses Testing . Springer , 100\u2013115. Beate Bergmann and Gerhard Hommel. 1988. Improvements of general multiple test procedures for redundant systems of hypotheses. In Multiple Hypothesenpr\u00fcfung\/Multiple Hypotheses Testing. Springer, 100\u2013115."},{"key":"e_1_3_2_1_4_1","volume-title":"Random forests. Machine learning 45, 1","author":"Breiman Leo","year":"2001","unstructured":"Leo Breiman . 2001. Random forests. Machine learning 45, 1 ( 2001 ), 5\u201332. Leo Breiman. 2001. Random forests. Machine learning 45, 1 (2001), 5\u201332."},{"key":"e_1_3_2_1_5_1","doi-asserted-by":"publisher","DOI":"10.1214\/09-AOAS285"},{"key":"e_1_3_2_1_6_1","doi-asserted-by":"publisher","DOI":"10.1111\/joes.12217"},{"key":"e_1_3_2_1_7_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.swevo.2011.02.002"},{"key":"e_1_3_2_1_8_1","volume-title":"Benchmarking optimization software with performance profiles. Mathematical programming 91, 2","author":"Dolan D","year":"2002","unstructured":"Elizabeth\u00a0 D Dolan and Jorge\u00a0 J Mor\u00e9 . 2002. Benchmarking optimization software with performance profiles. Mathematical programming 91, 2 ( 2002 ), 201\u2013213. Elizabeth\u00a0D Dolan and Jorge\u00a0J Mor\u00e9. 2002. Benchmarking optimization software with performance profiles. Mathematical programming 91, 2 (2002), 201\u2013213."},{"key":"e_1_3_2_1_9_1","volume-title":"NPCI: Non-parametrics for causal inference. URL: https:\/\/github. com\/vdorie\/npci(2016).","author":"Dorie Vincent","year":"2016","unstructured":"Vincent Dorie . 2016 . NPCI: Non-parametrics for causal inference. URL: https:\/\/github. com\/vdorie\/npci(2016). Vincent Dorie. 2016. NPCI: Non-parametrics for causal inference. URL: https:\/\/github. com\/vdorie\/npci(2016)."},{"key":"e_1_3_2_1_10_1","doi-asserted-by":"publisher","DOI":"10.1214\/aoms\/1177731944"},{"key":"e_1_3_2_1_11_1","volume-title":"Advanced nonparametric tests for multiple comparisons in the design of experiments in computational intelligence and data mining: Experimental analysis of power. Information sciences 180, 10","author":"Garc\u00eda Salvador","year":"2010","unstructured":"Salvador Garc\u00eda , Alberto Fern\u00e1ndez , Juli\u00e1n Luengo , and Francisco Herrera . 2010. Advanced nonparametric tests for multiple comparisons in the design of experiments in computational intelligence and data mining: Experimental analysis of power. Information sciences 180, 10 ( 2010 ), 2044\u20132064. Salvador Garc\u00eda, Alberto Fern\u00e1ndez, Juli\u00e1n Luengo, and Francisco Herrera. 2010. Advanced nonparametric tests for multiple comparisons in the design of experiments in computational intelligence and data mining: Experimental analysis of power. Information sciences 180, 10 (2010), 2044\u20132064."},{"key":"e_1_3_2_1_12_1","article-title":"An Extension on \u201cStatistical Comparisons of Classifiers over Multiple Data Sets\u201d for all Pairwise Comparisons","volume":"9","author":"Garcia Salvador","year":"2008","unstructured":"Salvador Garcia and Francisco Herrera . 2008 . An Extension on \u201cStatistical Comparisons of Classifiers over Multiple Data Sets\u201d for all Pairwise Comparisons . Journal of machine learning research 9 , 12 (2008). Salvador Garcia and Francisco Herrera. 2008. An Extension on \u201cStatistical Comparisons of Classifiers over Multiple Data Sets\u201d for all Pairwise Comparisons. Journal of machine learning research 9, 12 (2008).","journal-title":"Journal of machine learning research"},{"key":"e_1_3_2_1_13_1","first-page":"723","article-title":"A kernel two-sample test","volume":"13","author":"Gretton Arthur","year":"2012","unstructured":"Arthur Gretton , Karsten\u00a0 M Borgwardt , Malte\u00a0 J Rasch , Bernhard Sch\u00f6lkopf , and Alexander Smola . 2012 . A kernel two-sample test . The Journal of Machine Learning Research 13 , 1 (2012), 723 \u2013 773 . Arthur Gretton, Karsten\u00a0M Borgwardt, Malte\u00a0J Rasch, Bernhard Sch\u00f6lkopf, and Alexander Smola. 2012. A kernel two-sample test. The Journal of Machine Learning Research 13, 1 (2012), 723\u2013773.","journal-title":"The Journal of Machine Learning Research"},{"key":"e_1_3_2_1_14_1","volume-title":"Deep learning with Keras","author":"Gulli Antonio","unstructured":"Antonio Gulli and Sujit Pal . 2017. Deep learning with Keras . Packt Publishing Ltd . Antonio Gulli and Sujit Pal. 2017. Deep learning with Keras. Packt Publishing Ltd."},{"key":"e_1_3_2_1_15_1","volume-title":"Bayesian backfitting (with comments and a rejoinder by the authors. Statist. Sci. 15, 3","author":"Hastie Trevor","year":"2000","unstructured":"Trevor Hastie and Robert Tibshirani . 2000. Bayesian backfitting (with comments and a rejoinder by the authors. Statist. Sci. 15, 3 ( 2000 ), 196\u2013223. Trevor Hastie and Robert Tibshirani. 2000. Bayesian backfitting (with comments and a rejoinder by the authors. Statist. Sci. 15, 3 (2000), 196\u2013223."},{"key":"e_1_3_2_1_16_1","doi-asserted-by":"publisher","DOI":"10.1198\/jcgs.2010.08162"},{"key":"e_1_3_2_1_17_1","volume-title":"Causal inference based on counterfactuals. BMC medical research methodology 5, 1","author":"H\u00f6fler Marc","year":"2005","unstructured":"Marc H\u00f6fler . 2005. Causal inference based on counterfactuals. BMC medical research methodology 5, 1 ( 2005 ), 1\u201312. Marc H\u00f6fler. 2005. Causal inference based on counterfactuals. BMC medical research methodology 5, 1 (2005), 1\u201312."},{"key":"e_1_3_2_1_18_1","volume-title":"Economic theory and causal inference. Philosophy of economics 13","author":"Hoover D","year":"2012","unstructured":"Kevin\u00a0 D Hoover . 2012. Economic theory and causal inference. Philosophy of economics 13 ( 2012 ), 89\u2013113. Kevin\u00a0D Hoover. 2012. Economic theory and causal inference. Philosophy of economics 13 (2012), 89\u2013113."},{"key":"e_1_3_2_1_19_1","doi-asserted-by":"publisher","DOI":"10.1073\/pnas.1804597116"},{"key":"e_1_3_2_1_20_1","doi-asserted-by":"publisher","DOI":"10.1007\/s00521-019-04689-6"},{"key":"e_1_3_2_1_21_1","doi-asserted-by":"publisher","DOI":"10.1109\/IISA.2018.8633692"},{"key":"e_1_3_2_1_22_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.neucom.2019.06.033"},{"key":"e_1_3_2_1_23_1","doi-asserted-by":"publisher","DOI":"10.1007\/s00521-019-04342-2"},{"key":"e_1_3_2_1_24_1","volume-title":"Causal effect inference with deep latent-variable models. Advances in neural information processing systems 30","author":"Louizos Christos","year":"2017","unstructured":"Christos Louizos , Uri Shalit , Joris\u00a0 M Mooij , David Sontag , Richard Zemel , and Max Welling . 2017. Causal effect inference with deep latent-variable models. Advances in neural information processing systems 30 ( 2017 ). Christos Louizos, Uri Shalit, Joris\u00a0M Mooij, David Sontag, Richard Zemel, and Max Welling. 2017. Causal effect inference with deep latent-variable models. Advances in neural information processing systems 30 (2017)."},{"key":"e_1_3_2_1_25_1","volume-title":"Introduction to linear regression analysis","author":"Montgomery C","unstructured":"Douglas\u00a0 C Montgomery , Elizabeth\u00a0 A Peck , and G\u00a0Geoffrey Vining . 2021. Introduction to linear regression analysis . John Wiley & Sons . Douglas\u00a0C Montgomery, Elizabeth\u00a0A Peck, and G\u00a0Geoffrey Vining. 2021. Introduction to linear regression analysis. John Wiley & Sons."},{"key":"e_1_3_2_1_26_1","volume-title":"International Conference on Machine Learning. PMLR, 3076\u20133085","author":"Shalit Uri","year":"2017","unstructured":"Uri Shalit , Fredrik\u00a0 D Johansson , and David Sontag . 2017 . Estimating individual treatment effect: generalization bounds and algorithms . In International Conference on Machine Learning. PMLR, 3076\u20133085 . Uri Shalit, Fredrik\u00a0D Johansson, and David Sontag. 2017. Estimating individual treatment effect: generalization bounds and algorithms. In International Conference on Machine Learning. PMLR, 3076\u20133085."},{"key":"e_1_3_2_1_27_1","unstructured":"Claudia Shi David Blei and Victor Veitch. 2019. Adapting neural networks for the estimation of treatment effects. In Advances in neural information processing systems Vol.\u00a032.  Claudia Shi David Blei and Victor Veitch. 2019. Adapting neural networks for the estimation of treatment effects. In Advances in neural information processing systems Vol.\u00a032."},{"key":"e_1_3_2_1_28_1","volume-title":"Optimal transport: old and new. Vol.\u00a0338","author":"Villani C\u00e9dric","unstructured":"C\u00e9dric Villani . 2009. Optimal transport: old and new. Vol.\u00a0338 . Springer . C\u00e9dric Villani. 2009. Optimal transport: old and new. Vol.\u00a0338. Springer."},{"key":"e_1_3_2_1_29_1","doi-asserted-by":"publisher","DOI":"10.1080\/01621459.2017.1319839"},{"key":"e_1_3_2_1_30_1","volume-title":"Adjusted p-values for simultaneous inference. Biometrics","author":"Wright S\u00a0Paul","year":"1992","unstructured":"S\u00a0Paul Wright . 1992. Adjusted p-values for simultaneous inference. Biometrics ( 1992 ), 1005\u20131013. S\u00a0Paul Wright. 1992. Adjusted p-values for simultaneous inference. Biometrics (1992), 1005\u20131013."}],"event":{"name":"SETN 2022: 12th Hellenic Conference on Artificial Intelligence","location":"Corfu Greece","acronym":"SETN 2022"},"container-title":["Proceedings of the 12th Hellenic Conference on Artificial Intelligence"],"original-title":[],"link":[{"URL":"https:\/\/dl.acm.org\/doi\/10.1145\/3549737.3549775","content-type":"unspecified","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/dl.acm.org\/doi\/pdf\/10.1145\/3549737.3549775","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2025,6,17]],"date-time":"2025-06-17T18:09:55Z","timestamp":1750183795000},"score":1,"resource":{"primary":{"URL":"https:\/\/dl.acm.org\/doi\/10.1145\/3549737.3549775"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2022,9,7]]},"references-count":30,"alternative-id":["10.1145\/3549737.3549775","10.1145\/3549737"],"URL":"https:\/\/doi.org\/10.1145\/3549737.3549775","relation":{},"subject":[],"published":{"date-parts":[[2022,9,7]]},"assertion":[{"value":"2022-09-09","order":2,"name":"published","label":"Published","group":{"name":"publication_history","label":"Publication History"}}]}}