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7-1 图机器学习在信用风险管理场景的应用.pdf

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7-1 图机器学习在信用风险管理场景的应用.pdf

1、?|01?02?03?CONTENT|?P?D?|?0?D?o?-?3?-?CL?-?3?3?gG?CL?gG?s?A?3?2?1?2D?i?2?+?n?/?/?/?/?e?|r?S?T?/?/?-?/?i?T?-?/?,9?948?.?T?o?Wt?U?p?-?7?C?.?J-,?G?H?T?Ne?LaK?D?8?8?69?A8?,?./?.?2?.?P?l?n?E?h?e?LomC./?.?Context-awareAttentionTime Encoding($)EmbeddingMLPLayerNormQKVTemporal Neighbors&()*$($)$*Current tim

2、e:$($)$*$M?r?h?i?om48,?C?21 40?S?p?C.?2?0?td?k?l?k?L?c?n?r?aD?tdp2?-?M?v?e?c?n?M?v?om?I|?r?hi?a?N?i?.?3?1.?1B?m?li?nT?nTdt?n?t?E?|?N?m?m?h?c?hE?m?B?h?/)?-?h?S?g?m?N?d?m?lH?H?6/1004?2?S?o?S?dt?x?p?F?F?A?nT?gA?b?dt?gA?s?n?u?A?r?A?r?u?m?/.?04?.6?51?A?ma?/.?04?A?hP?iH?mAG?nTe?AGL:A Scalable System for I

3、ndustrial-purpose Graph Machine Learning,in VLDB 2020Bandit Samplers for Training Graph Neural Networks,in NeurIPS 2020?.?3?5.?1?1.&.?1?b?4?.?3?b?p?p?b?S?/?(+?eDN?K?Inductive Link Prediction with Interactive Structure Learning on Attributed Graph,in ECML-PKDD 2021|?-?r?T?ec?n?-?-?-?-?uv?-?-?-?-?-?uv

4、uv?G?r?A?hpC?w?S?a?r hpC?w?S?aFN?hp?yl?t?ec?-?g?To?P?i?|Inductive Link Prediction with Interactive Structure Learning on Attributed Graph,in ECML-PKDD 20212?B?M?C?1?C?G?|?2?N?V?2?.?M?MAE?RMSE?MAPE?Gaia?1.?ARIMA?LogTrans?GMV?2.?GAT?GraphSage?Geniepath?3.STGNN?STGCN?GMAN?MTGNN?Gaia:Graph Neural Networ

5、k with Temporal Shift aware Attention for Gross Merchandise Value Forecast in E-commerce,in ICDE 2022?U?a?S?nvW?a?a?k?e?N?n?a?nvW?a?Regularizing Graph Neural Networks via Consistency-Diversity Graph Augmentations,in AAAI 2022Temporal-Aware Graph Neural Network for Credit Risk Prediction,in SDM 2021L

6、oan Default Analysis with Multiplex Graph Learning,in CIKM 2020A Semi-supervised Graph Attentive Network for Financial Fraud Detection,in ICDM 2019-?E89A?CD?t?c?g?i?o?ew?T?r?t?c?(?HKD?.?C?0?H?D?CD?G?3?AH?EA?L6?ED?9A7CA9?A?9H9s?n/?s?n?s?n?l?+7?%?M%?(?15?M?56?/?n?x?d?a?bu?n?p?/+6?15?M)?s?nr?uo nr?S?r?

7、2DGG?r?U?m?12?|?|?Financial Risk Analysis for SMEs with Graph-based Supply Chain Mining,in IJCAI2019?Temporal-Aware Graph Neural Network for Credit Risk Prediction,in SDM2020?KS?AUC?,?1.?XGBOOST?2.?GAT?GraphSage?3.STGNN?STGCN,GCN-LSTM?MERIT:Learning Multi-level Representations on Temporal Graphs,in

8、IJCAI 2022?CIKM 2018?Heterogeneous Graph Neural Networks for Malicious Account Detection?AAAI 2019?GeniePath:Graph Neural Networks with Adaptive Receptive Paths?AAAI 2019?Cash-out user detection based on attributed heterogeneous information network with a hierarchical attention mechanism?SIGIR 2019?

9、Uncovering Insurance Fraud Conspiracy with Network Learning?VLDB 2019?TitAnt:Online Real-time Transaction Fraud Detection in Ant Financial?CIKM 2019?Graph Representation Learning for Merchant Incentive Optimization in Mobile Payment Marketing?ICDM 2019?A Semi-supervised Graph Attentive Network for F

10、inancial Fraud Detection?IJCAI 2020?Financial Risk Analysis for SMEs with Graph-based Supply Chain Mining?SIGKDD 2020?Hubble:An Industrial System for Audience Expansion in Mobile Marketing?VLDB 2020?AGL:A Scalable System for Industrial-purpose Graph Machine Learning?CIKM 2020?Loan Default Analysis w

11、ith Multiplex Graph Learning?CIKM 2020?EasyGML:A Fully-functional and Easy-to-use Platform for Industrial Graph Machine Learning?NeurIPS 2020?Bandit Samplers for Training Graph Neural Networks?SDM 2021?Temporal-Aware Graph Neural Network for Credit Risk Prediction?DASFAA 2021?LinkLouvain:Link-Aware

12、A/B Testing and Its Application on Online Marketing Campaign?ECML PKDD 2021?Inductive Link Prediction with Interactive Relation Learning on Attributed Graph?CIKM 2021?Learning Representations of Inactive Users:A Cross Domain Approach with Graph Neural Networks?CIKM 2021?Conditional Graph Attention N

13、etworks for Distilling and Refining Knowledge Graphs in Recommendation?NeurIPS 2022?MixSeq:Connecting Macroscopic Time Series Forecasting with Microscopic Time Series Data?WSDM 2022?Scope-aware Re-ranking with Gated Attention in Feed?AAAI 2022?Regularizing Graph Neural Networks via Consistency-Diver

14、sity Graph Augmentations?AAAI 2022?Robust Heterogeneous Graph Neural Networks against Adversarial Attacks?ICDE 2022?Inductive Link Prediction with Interactive Structure Learning on Attributed Graph,in ECML-PKDD 2021?IJCAI 2022?MERIT:Learning Multi-level Representations on Temporal Graphs?KDD 2022?A Graph Learning Based Framework for Billion-Scale Offline User Identification?|

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