Renchi YANG, Dr

Research Output

Research output per year 2017 2023 2024 2024

• 15 Conference proceeding
• 9 Journal article
• 4 Conference article

Research output per year

Research output per year

Search results

• 2024

  Effective Clustering on Large Attributed Bipartite Graphs

  Yang, R., Wu, Y., Lin, X., Wang, Q., Chan, T. N. & Shi, J., 24 Aug 2024, KDD 2024 - Proceedings of the 30th ACM SIGKDD Conference on Knowledge Discovery and Data Mining. Baeza-Yates, R. & Bonchi, F. (eds.). 1st ed. New York: Association for Computing Machinery (ACM), p. 3782-3793 12 p. (Proceedings of the ACM SIGKDD International Conference on Knowledge Discovery and Data Mining).

  Research output: Chapter in book/report/conference proceeding › Conference proceeding › peer-review

  Open Access

  • Graph structures 100%
  • Bioinformatics 88%
  • Electric network analysis 82%
  • Recommender systems 81%
  • Information retrieval 78%

• Effective Edge-wise Representation Learning in Edge-Attributed Bipartite Graphs

  Wang, H., Yang, R. & Xiao, X., 24 Aug 2024, KDD 2024 - Proceedings of the 30th ACM SIGKDD Conference on Knowledge Discovery and Data Mining. Association for Computing Machinery (ACM), p. 3081-3091 11 p. (Proceedings of the ACM SIGKDD International Conference on Knowledge Discovery and Data Mining).

  Research output: Chapter in book/report/conference proceeding › Conference proceeding › peer-review

  Open Access

  File

  • Semantics 100%
  • Experiments 52%

• Efficient Topology-aware Data Augmentation for High-Degree Graph Neural Networks

  Lai, Y., Lin, X., Yang, R. & Wang, H., 24 Aug 2024, KDD 2024 - Proceedings of the 30th ACM SIGKDD Conference on Knowledge Discovery and Data Mining. Association for Computing Machinery (ACM), p. 1463-1473 11 p. (Proceedings of the ACM SIGKDD International Conference on Knowledge Discovery and Data Mining).

  Research output: Chapter in book/report/conference proceeding › Conference proceeding › peer-review

  Open Access

  • Topology 100%
  • Neural networks 89%
  • Graph structures 72%
  • Agglomeration 51%
  • Message passing 31%
• 2023

  Anomaly Detection in Financial Transactions Via Graph-Based Feature Aggregations

  Wang, H., Yang, R. & Shi, J., 9 Aug 2023, Big Data Analytics and Knowledge Discovery: 25th International Conference, DaWaK 2023, Penang, Malaysia, August 28–30, 2023, Proceedings. Wrembel, R., Gamper, J., Kotsis, G., Tjoa, A. M. & Khalil, I. (eds.). 1st ed. Springer Cham, p. 64-79 16 p. (Lecture Notes in Computer Science; vol. 14148)(DaWaK: International Conference on Big Data Analytics and Knowledge Discovery).

  Research output: Chapter in book/report/conference proceeding › Conference proceeding › peer-review

  • Anomaly Detection 100%
  • Transactions 80%
  • Anomaly detection 66%
  • Aggregation 64%
  • Agglomeration 55%
  2 Citations (Scopus)

• Efficient and Effective Edge-wise Graph Representation Learning

  Wang, H., Yang, R., Huang, K. & Xiao, X., Aug 2023, KDD '23: Proceedings of the 29th ACM SIGKDD Conference on Knowledge Discovery and Data Mining. Singh, A. & Sun, Y. (eds.). Association for Computing Machinery (ACM), p. 2326–2336 11 p. (Proceedings of the ACM SIGKDD International Conference on Knowledge Discovery and Data Mining).

  Research output: Chapter in book/report/conference proceeding › Conference proceeding › peer-review

  Open Access

  • Graph structures 100%
  • Agglomeration 70%
  • Sampling 56%
  • Industry 35%
  • Costs 30%
  4 Citations (Scopus)

• Efficient Approximation Algorithms for Spanning Centrality

  Zhang, S., Yang, R., Tang, J., Xiao, X. & Tang, B., Aug 2023, KDD '23: Proceedings of the 29th ACM SIGKDD Conference on Knowledge Discovery and Data Mining. Singh, A. & Sun, Y. (eds.). Association for Computing Machinery (ACM), p. 3386–3395 10 p. (Proceedings of the ACM SIGKDD International Conference on Knowledge Discovery and Data Mining).

  Research output: Chapter in book/report/conference proceeding › Conference proceeding › peer-review

  Open Access

  • Combinatorial optimization 100%
  • Approximation algorithms 98%
  • Sampling 63%
  1 Citation (Scopus)

• LSCALE: Latent Space Clustering-Based Active Learning for Node Classification

  Liu, J., Wang, Y., Hooi, B., Yang, R. & Xiao, X., 17 Mar 2023, Machine Learning and Knowledge Discovery in Databases: European Conference, ECML PKDD 2022, Grenoble, France, September 19–23, 2022, Proceedings, Part I. Amini, M-R., Canu, S., Fischer, A., Guns, T., Kralj Novak, P. & Tsoumakas, G. (eds.). 1st ed. Springer Cham, p. 55-70 16 p. (Lecture Notes in Computer Science; vol. 13713)(Lecture Notes in Artificial Intelligence)(ECML PKDD: Joint European Conference on Machine Learning and Knowledge Discovery in Databases).

  Research output: Chapter in book/report/conference proceeding › Conference proceeding › peer-review

  • Active Learning 100%
  • Problem-Based Learning 72%
  • Clustering 60%
  • Vertex of a graph 35%
  • Labels 32%

• Node-wise Diffusion for Scalable Graph Learning

  Huang, K., Tang, J., Liu, J., Yang, R. & Xiao, X., 30 Apr 2023, WWW '23: Proceedings of the ACM Web Conference 2023. Ding, Y., Tang, J., Sequeda, J., Aroyo, L., Castillo, C. & Houben, G-J. (eds.). 1st ed. New York: Association for Computing Machinery (ACM), p. 1723-1733 11 p. (Proceedings of the International World Wide Web Conference).

  Research output: Chapter in book/report/conference proceeding › Conference proceeding › peer-review

  Open Access

  • Semi-supervised learning 100%
  • Purchasing 46%
  • Message passing 43%
  • World Wide Web 40%
  • Web services 37%
  8 Citations (Scopus)

• SlotGAT: Slot-based Message Passing for Heterogeneous Graphs

  Zhou, Z., Shi, J., Yang, R., Zou, Y. & Li, Q., Jul 2023, Proceedings of 40th International Conference on Machine Learning, ICML 2023. Krause, A., Brunskill, E., Cho, K., Engelhardt, B., Sabato, S. & Scarlett, J. (eds.). ML Research Press, Vol. 202. p. 42644-42657 14 p. (Proceedings of Machine Learning Research; vol. 202).

  Research output: Chapter in book/report/conference proceeding › Conference proceeding › peer-review

  Open Access

  • Message Passing 100%
  • Message passing 78%
  • Feature Space 50%
  • Semantics 50%
  • Agglomeration 42%
  3 Citations (Scopus)
• 2022

  Efficient and Effective Similarity Search over Bipartite Graphs

  Yang, R., 25 Apr 2022, WWW '22: Proceedings of the ACM Web Conference 2022. Association for Computing Machinery (ACM), p. 308-318 11 p. (WWW: International World Wide Web Conference).

  Research output: Chapter in book/report/conference proceeding › Conference proceeding › peer-review

  Open Access

  • Large dataset 100%
  • Recommender systems 92%
  • Marketing 88%
  • Computational complexity 74%
  • Costs 35%
  6 Citations (Scopus)

• Scalable and Effective Bipartite Network Embedding

  Yang, R., Shi, J., Huang, K. & Xiao, X., 11 Jun 2022, SIGMOD '22: Proceedings of the 2022 International Conference on Management of Data. Association for Computing Machinery (ACM), p. 1977-1991 15 p. (Proceedings of the ACM SIGMOD International Conference on Management of Data).

  Research output: Chapter in book/report/conference proceeding › Conference proceeding › peer-review

  Open Access

  • Poisson distribution 100%
  • Probability distributions 34%
  • Experiments 12%
  10 Citations (Scopus)
• 2021

  Effective and scalable clustering on massive attributed graphs

  Yang, R., Shi, J., Yang, Y., Huang, K., Zhang, S. & Xiao, X., 3 Jun 2021, WWW '21: Proceedings of the Web Conference 2021. Association for Computing Machinery (ACM), p. 3675-3687 13 p. (WWW: International World Wide Web Conference).

  Research output: Chapter in book/report/conference proceeding › Conference proceeding › peer-review

  • Labels 100%
  • Program processors 99%
  • Costs 89%
  • Experiments 41%
  9 Citations (Scopus)

• Fast Approximate All Pairwise CoSimRanks via Random Projection

  Yang, R. & Xiao, X., 2 Dec 2021, Web Information Systems Engineering – WISE 2021: 22nd International Conference on Web Information Systems Engineering, WISE 2021, Melbourne, VIC, Australia, October 26–29, 2021, Proceedings, Part I. Zhang, W., Zou, L., Maamar, Z. & Chen, L. (eds.). 1st ed. Springer Cham, p. 438-452 15 p. (Lecture Notes in Computer Science; vol. 13080)(Information Systems and Applications, incl. Internet/Web, and HCI)(WISE: International Conference on Web Information Systems Engineering).

  Research output: Chapter in book/report/conference proceeding › Conference proceeding › peer-review

  • Random Projection 100%
  • Pairwise 61%
  • Approximate Algorithm 35%
  • Graph in graph theory 31%
  • Real-world Applications 17%
  1 Citation (Scopus)
• 2019

  Efficient estimation of heat kernel pagerank for local clustering

  Yang, R., Xiao, X., Wei, Z., Bhowmick, S. S., Zhao, J. & Li, R. H., 25 Jun 2019, SIGMOD '19: Proceedings of the 2019 International Conference on Management of Data. Association for Computing Machinery (ACM), p. 1339-1356 18 p. (Proceedings of the ACM SIGMOD International Conference on Management of Data).

  Research output: Chapter in book/report/conference proceeding › Conference proceeding › peer-review

  • Hot Temperature 100%
  • Graph algorithms 43%
  • Seed 35%
  • Clustering algorithms 31%
  • Experiments 12%
  17 Citations (Scopus)
• 2017

  FORA: Simple and Effective Approximate Single-Source Personalized PageRank

  Wang, S., Yang, R., Xiao, X., Wei, Z. & Yang, Y., 13 Aug 2017, KDD '17: Proceedings of the 23rd ACM SIGKDD International Conference on Knowledge Discovery and Data Mining. Association for Computing Machinery (ACM), p. 505-514 10 p. (Proceedings of the ACM SIGKDD International Conference on Knowledge Discovery and Data Mining; vol. Part F129685).

  Research output: Chapter in book/report/conference proceeding › Conference proceeding › peer-review

  • Servers 100%
  • Experiments 49%
  89 Citations (Scopus)