Evaluation Methods and Measures for Causal Learning Algorithms

Evaluation Methods and Measures for Causal Learning Algorithms

7 February 2022

Huan Liu

Papers citing "Evaluation Methods and Measures for Causal Learning Algorithms"

16 / 16 papers shown

Title
CausalMan: A physics-based simulator for large-scale causality Nicholas Tagliapietra J. Luettin Lavdim Halilaj Moritz Willig Tim Pychynski Kristian Kersting CML 55 0 0 18 Feb 2025
Introducing CausalBench: A Flexible Benchmark Framework for Causal Analysis and Machine Learning Ahmet Kapkiç Pratanu Mandal Shu Wan Paras Sheth Abhinav Gorantla Yoonhyuk Choi Huan Liu K. S. Candan CML 37 0 0 12 Sep 2024
CausalPlayground: Addressing Data-Generation Requirements in Cutting-Edge Causality Research Andreas Sauter Erman Acar Aske Plaat SyDa CML 37 1 0 21 May 2024
Causal inference approach to appraise long-term effects of maintenance policy on functional performance of asphalt pavements Lingyun You Nanning Guo Zhengwu Long Fusong Wang Chundi Si Aboelkasim Diab CML 29 0 0 06 May 2024
Adjustment Identification Distance: A gadjid for Causal Structure Learning Leonard Henckel Theo Würtzen Sebastian Weichwald CML 32 6 0 13 Feb 2024
Integrating Large Language Models in Causal Discovery: A Statistical Causal Approach Masayuki Takayama Tadahisa Okuda Thong Pham T. Ikenoue Shingo Fukuma Shohei Shimizu Akiyoshi Sannai 79 16 0 02 Feb 2024
SpaCE: The Spatial Confounding Environment Mauricio Tec A. Trisovic Michelle Audirac Sophie Woodward Jie Kate Hu N. Khoshnevis Francesca Dominici CML 35 3 0 01 Dec 2023
How to Enhance Causal Discrimination of Utterances: A Case on Affective Reasoning Hang Chen Jing Luo Xinyu Yang Wenjing Zhu CML 43 4 0 04 May 2023
Optimizing Data-driven Causal Discovery Using Knowledge-guided Search Uzma Hasan Md. Osman Gani CML 38 2 0 11 Apr 2023
A Survey on Causal Discovery Methods for I.I.D. and Time Series Data Uzma Hasan Emam Hossain Md. Osman Gani CML AI4TS 31 24 0 27 Mar 2023
Causal Discovery for Fairness Ruta Binkyt.e-Sadauskien.e K. Makhlouf Carlos Pinzón Sami Zhioua C. Palamidessi CML 24 16 0 14 Jun 2022
Causal Learning for Socially Responsible AI Lu Cheng Ahmadreza Mosallanezhad Paras Sheth Huan Liu 71 13 0 25 Apr 2021
Causal Mediation Analysis with Hidden Confounders Lu Cheng Ruocheng Guo Huan Liu CML 19 15 0 21 Feb 2021
Causal Inference for Time series Analysis: Problems, Methods and Evaluation Raha Moraffah Paras Sheth Mansooreh Karami Anchit Bhattacharya Qianru Wang Anique Tahir A. Raglin Huan Liu CML AI4TS 77 103 0 11 Feb 2021
Towards A Rigorous Science of Interpretable Machine Learning Finale Doshi-Velez Been Kim XAI FaML 242 3,681 0 28 Feb 2017
Fair prediction with disparate impact: A study of bias in recidivism prediction instruments Alexandra Chouldechova FaML 207 2,082 0 24 Oct 2016