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期刊文章:

[1]?Shenghua Liu, Bryan Hooi, Christos Faloutsos, "A Contrast Metric for Fraud Detection in Rich Graphs," IEEE Transactions on Knowledge and Data Engineering (TKDE), Vol 31, Issue 12, pp. 2235-2248, Dec. 1 2019.

[2]?Wenjie Feng, Shenghua Liu, Danai Koutra, Xueqi Cheng, "Unified Dense Subgraph Detection: Fast Spectral Theory based Algorithms", IEEE Transactions on Knowledge and Data Engineering (TKDE), Vol 36, Issue 3, pp. 1356 -1370, 2024.

[3]?Shenghua Liu, Bin Zhou, Quan Ding, Bryan Hooi, Zhengbo Zhang, Huawei Shen, Xueqi Cheng, "Time Series Anomaly Detection with Adversarial Reconstruction Networks," IEEE Transactions on Knowledge and Data Engineering (TKDE), Vol 35, Issue 4, 01 April 2023, pp.4293-4306.

[4]?Houquan Zhou, Shenghua Liu, Huawei Shen, Xueqi Cheng, Node Embedding Preserving Graph Summarization , ACM Transactions on Knowledge Discovery from Data (TKDD), Vol 18, Issue 6, No. 145, pp. 1-19, 2024.

[5]?Wenjie Feng, Li Wang, Bryan Hooi, See-Kiong Ng, and Shenghua Liu, Interrelated Dense Pattern Detection in Multilayer Networks, IEEE Transactions on Knowledge and Data Engineering (TKDE) , Vol 36, Nov. 2024, pp. 6462-6476.

會(huì)議文章：

[1]?Wenjie Feng, Shenghua Liu, Danai Koutra, Huawei Shen, Xueqi Cheng, "SpecGreedy: Unified Dense Subgraph Detection ", In proc. of the European Conference on Machine Learning and Principles and Practice of Knowledge Discovery in Databases (ECML-PKDD), Belgium, Sept 2020. (最佳學(xué)生數(shù)據(jù)挖掘論文獎(jiǎng))

[2]?Baolong Bi, Shenghua Liu, Yiwei Wang, Lingrui Mei, and Xueqi Cheng, LPNL: Scalable Link Prediction with Large Language Models, In Proc. of the Findings of the Association for Computational Linguistics (ACL), 2024: 3615–3625.

[3]?Lingrui Mei, Shenghua Liu, Yiwei Wang, Baolong Bi, and Xueqi Cheng, SLANG: New Concept Comprehension of Large Language Models, In Proc. of the 2024 Conference on Empirical Methods in Natural Language Processing (EMNLP 2024), 2024.

[4]?Houquan Zhou, Shenghua Liu, Huawei Shen, Xueqi Cheng, Graph Summarization for Preserving Spectral Characteristics , In Proc. of the SIAM International Conference on Data Mining (SDM24), pp. 271- 279, 2024.

[5]?Houquan Zhou, Shenghua Liu, Danai Koutra, Huawei Shen, Xueqi Cheng, A provable framework of learning graph embeddings via summarization, AAAI Conference on Artificial Intelligence (AAAI) 2023.

[6]?Xiangfeng Li, Shenghua?Liu, Zifeng Li, Xiaotian Han, Chuan Shi, Bryan Hooi, He Huang, Xueqi Cheng. " FlowScope: Spotting Money Laundering Based on Graphs ," Thirty-Fourth AAAI Conference on Artificial Intelligence (AAAI) 2020.

[7]?Bin Zhou, Shenghua Liu, Bryan Hooi, Xueqi Cheng, and Jing Ye. BeatGAN: Anomalous Rhythm Detection using Adversarially Generated Time Series, International Joint Conference on Artificial Intellince (IJCAI) 2019, pp4433-4439.

[8]?Bryan Hooi, Kijung Shin, Shenghua Liu, Christos Faloutsos, SMF: Drift-Aware Matrix Factorization with Seasonal Patterns, In Proc. of the SIAM International Conference on Data Mining (SDM19), 2019.

[9]?Shenghua Liu, Bryan Hooi, and Christos Faloutsos, "HoloScope: Topology-and-Spike Aware Fraud Detection," In Proc. of ACM International Conference on Information and Knowledge Management (CIKM), Singapore, 2017, pp.1539-1548.

[10]?Bryan Hooi, Shenghua Liu, Asim Smailagic, and Christos Faloutsos, BEATLEX: Summarizing and Forecasting Time Series with Patterns, The European Conference on Machine Learning & Principles and Practice of Knowledge Discovery in Databases (ECML-PKDD), Macedonia, 2017.

專(zhuān)利：

[1] 劉盛華，程學(xué)旗，周厚銓?zhuān)瑒⒇?cái)政，沈華偉，一種同質(zhì)關(guān)系大圖的摘要提取方法及系統(tǒng)，申請(qǐng)日：2021.03.23，授權(quán)日：2023.12.12，專(zhuān)利號(hào)：ZL202110308958.7

[2] 劉盛華，石川，程學(xué)旗，李香峰，沈華偉，劉財(cái)政，一種稠密多部子圖的檢測(cè)方法及系統(tǒng)，申請(qǐng)日：2020.01.21, ?授權(quán)日：2023.10.31，專(zhuān)利號(hào)：ZL202010071390.7

[3] 劉盛華，程學(xué)旗，郭嘉豐，劉悅，廖華明，朱亞濤，社會(huì)標(biāo)簽自動(dòng)標(biāo)注的方法以及社會(huì)標(biāo)簽自動(dòng)標(biāo)注器，申請(qǐng)日：2011.09.07，授權(quán)日：2016.03.30，專(zhuān)利號(hào)：ZL201110263798.5

[4] 程學(xué)旗，劉盛華，喻文健，張嘉寶，馮文杰，沈華偉，針對(duì)流式圖的密集子圖檢測(cè)方法及系統(tǒng)，申請(qǐng)日：2018.12.10，授權(quán)日：2020-11-03，專(zhuān)利號(hào)：ZL201811503421.0

[5] 程學(xué)旗，劉盛華，李福鑫，王元卓，劉悅，一種短文本數(shù)據(jù)的事件演化分析方法，申請(qǐng)日：2013.03.15，授權(quán)日：2015.07.29，專(zhuān)利號(hào)：ZL201310082990.3