云南高校图书馆联盟文献共享服务平台- COUNTERFACTUAL

COUNTERFACTUAL: 作品数：29被引量：41H指数：4; 导出分析报告; 相关领域：经济管理医药卫生更多>>; 相关作者：吴光武愕曾和平杜在超李宏伟更多>>; 相关机构：华东师范大学西南财经大学中国科学院大学中国科学技术大学更多>>; 相关期刊：《IEEE/CAA Journal of Automatica Sinica》《Applied Mathematics》《Machine Intelligence Research》《China Economist》更多>>; 相关基金：国家自然科学基金高等学校学科创新引智计划更多>>

Counterfactual Learning on Graphs:A Survey: 《Machine Intelligence Research》2025年第1期17-59,共43页Zhimeng Guo Zongyu Wu Teng Xiao Charu Aggarwal Hui Liu Suhang Wang; supported by,or in part by the National Science Foundation(NSF),USA(No.IIS-1909702);Army Research Office(ARO),USA(No.W911NF-21-10198),and Cisco Faculty Research Award.; Graph-structured data are pervasive in the real-world such as social networks,molecular graphs and transaction networks.Graph neural networks(GNNs)have achieved great success in representation learning on graphs,facil...; 关键词：Counterfactual learning graph-structured data graph neural networks FAIRNESS explainability

MMGCF: Generating Counterfactual Explanations for Molecular Property Prediction via Motif Rebuild: 《Journal of Computer and Communications》2025年第1期152-168,共17页Xiuping Zhang Qun Liu Rui Han; Predicting molecular properties is essential for advancing for advancing drug discovery and design. Recently, Graph Neural Networks (GNNs) have gained prominence due to their ability to capture the complex structural ...; 关键词：INTERPRETABILITY Causal Relationship Counterfactual Explanation Molecular Graph Generation

Epidemiological impact of revoking mask-wearing recommendation on COVID-19 transmission in Tokyo,Japan: 《Infectious Disease Modelling》2024年第4期1289-1300,共12页Mayu Nagata Yuta Okada Hiroshi Nishiura; funding from the SECOM Science and Technology Foundation;funding from Health and Labour Sciences Research Grants(grant numbers 20CA 2024,21HB1002,21HA 2016,and 23HA 2005);the Japan Agency for Medical Research and Development(grant numbers JP23fk0108612 and JP23fk0108685);JSPS KAKENHI(grant numbers21H03198 and 22K19670);the Environment Research and Technology Development Fund(grant number JPMEERF20S11804)of the Environmental Restoration and Conservation Agency of Japan,Kao Health Science Research,the Daikin GAP Fund of Kyoto University,the Japan Science and Technology Agency SICORP program(grant numbers JPMJSC20U3 and JPMJSC2105),and the RISTEX program for Science,Technology,and Innovation Policy(grant number JPMJRS22B4).; Despite the global implementation of COVID-19 mitigation measures,the disease continues to maintain transmission.Although mask wearing became one of the key measures for preventing the transmission of COVID-19 early i...; 关键词：COVID-19 Mask wearing recommendation Health policy COUNTERFACTUAL Mathematical model

Do earthquakes shake the stock market? Causal inferences from Turkey's earthquake: 《Financial Innovation》2024年第1期227-245,共19页Khalid Khan Javier Cifuentes-Faura Muhammad Shahbaz; This study’s main purpose is to use Bayesian structural time-series models to investigate the causal effect of an earthquake on the Borsa Istanbul Stock Index.The results reveal a significant negative impact on stock...; 关键词：Stock market EARTHQUAKE Causal inference Bayesian structural time-series Counterfactual predicting

Learning-based counterfactual explanations for recommendation: 《Science China(Information Sciences)》2024年第8期111-125,共15页Jingxuan WEN Huafeng LIU Liping JING Jian YU; partly supported by National Natural Science Foundation of China(Grant No.62176020);National Key Research and Development Program of China(Grant No.2020AAA0106800);Joint Foundation of the Ministry of Education(Grant No.8091B042235);Beijing Natural Science Foundation(Grant No.L211016);Fundamental Research Funds for the Central Universities(Grant No.2019JBZ110);Chinese Academy of Sciences(Grant No.OEIP-O-202004).; Counterfactual explanations provide explanations by exploring the changes in effect caused by changes in cause. They have attracted significant attention in recommender system research to explore the impact of changes...; 关键词：recommender system explainable recommendation item-based explanation counterfactual in-ference counterfactual explanation

Analyses of Political Crisis Impact on Tourism:A Panel Counterfactual Approach with Internet Search Index: 《Journal of Systems Science & Complexity》2024年第4期1581-1603,共23页HUANG Bai SUN Yuying YANG Boyu; supported by the National Natural Science Foundation of China under Grant No.72203246(HUANG Bai's work);the National Natural Science Foundation of China under Grant Nos.72322016,72073126,71988101,71973116 and 72091212;Young Elite Scientists Sponsorship Program by CAST (SUN Yuying's work)。; Existing research has shown that political crisis events can directly impact the tourism industry.However,the current methods suffer from potential changes of unobserved variables,which poses challenges for a reliable...; 关键词：Composite search index counterfactual analysis political crisis search query data tourism demand

Unveiling the impact and mechanism of digital technology on agricultural economic resilience: 《Chinese Journal of Population,Resources and Environment》2024年第2期136-145,共10页Tianshu Quan Hui Zhang Tianli Quan Yi Yu; the National Social Science Foundation[Grant No.21&ZD101]:Research on the Implementation Path and Policy System of High-quality Development of China’s Food Industry;the National Social Science Foundation[Grant No.BGL167]:Research on the Green Benefit Sharing Mechanism of Ecological Protection in the Yangtze River Basin(2021-2024)for its support.; Enhancing the economic resilience of agriculture is essential for promoting sustainable and high-quality agricultural development.The emergence of digital technology has created new opportunities in this field.However...; 关键词：Digital technology Agricultural economic resilience Counterfactual method Dynamic spatial panel model Agricultural scale

What-If XAI Framework (WiXAI): From Counterfactuals towards Causal Understanding: 《Journal of Computer and Communications》2024年第6期169-198,共30页Neelabh Kshetry Mehmed Kantardzic; People learn causal relations since childhood using counterfactual reasoning. Counterfactual reasoning uses counterfactual examples which take the form of “what if this has happened differently”. Counterfactual exam...; 关键词：XAI AI WiXAI Causal Understanding COUNTERFACTUALS Counterfactual Explanation

Influence of ecological function protection zone on the water conservation in Gansu-Qinghai Contiguous Region of the upper Yellow River: 《Journal of Mountain Science》2024年第4期1345-1357,共13页TONG Huali CHEN Qingbo ZHANG Xuan; funded by the National Science Foundation of China(Grant No.42161043);the improvement plan of scientific research ability in Northwest Normal University(NWNU-LKQN2020-16).; The implementation of Ecological Function Protection Zone(EFPZ)policy is significant for the ecological restoration and conservation of soil and water in the territory space.This manuscript analyzed and quantified the...; 关键词：Water conservation function Ecological Function Protection Zone Counterfactual simulation Geo SOS-FLUS model InVEST model

Graph CA: Learning From Graph Counterfactual Augmentation for Knowledge Tracing: 《IEEE/CAA Journal of Automatica Sinica》2023年第11期2108-2123,共16页Xinhua Wang Shasha Zhao Lei Guo Lei Zhu Chaoran Cui Liancheng Xu; supported by the Natural Science Foundation of China (62372277);the Natural Science Foundation of Shandong Province (ZR2022MF257, ZR2022MF295);Humanities and Social Sciences Fund of the Ministry of Education (21YJC630157)。; With the popularity of online learning in educational settings, knowledge tracing(KT) plays an increasingly significant role. The task of KT is to help students learn more effectively by predicting their next mastery ...; 关键词：Contrastive learning counterfactual representation graph neural network knowledge tracing

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