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20th ADMA 2024, Sydney, NSW, Australia - Part II
- Quan Z. Sheng

, Gill Dobbie
, Jing Jiang
, Xuyun Zhang
, Wei Emma Zhang
, Yannis Manolopoulos
, Jia Wu
, Wathiq Mansoor
, Congbo Ma
:
Advanced Data Mining and Applications - 20th International Conference, ADMA 2024, Sydney, NSW, Australia, December 3-5, 2024, Proceedings, Part II. Lecture Notes in Computer Science 15388, Springer 2025, ISBN 978-981-96-0813-3
Data Mining Foundations and Algorithms
- Weiyou Liu, Zhengyang Li, Weitong Chen:

Evaluating Model Robustness Using Adaptive Sparse L0 Regularization. 3-17 - Siqi Zhang, Feng Zhou, Zhidong Li, Yang Wang

, Donglian Qi, Shuming Li:
Expert-Guided Model Cultivation: CoTeaching to Resolve Abstruseness and Enhance Learning Performance. 18-32 - Rui Wang, Zhilong Shan:

DEKT: Difficulty Representation Enriched Knowledge Tracing. 33-47 - Dinhsontung Ta, Phan Ha, Vanha Tran

, Vanhieu Bui:
An Algorithm for Discovering Prevalent Co-location Patterns with Considering Both Density and Connectivity. 48-63 - Yuqi Sha, Yixuan Jiang, Junwei Du, Qiang Hu, Feng Jiang:

An Ensemble Learning Method Based on Neighborhood Random Super-Reduct for Software Defect Number Prediction. 64-80 - Nimish Ukey, Guangjian Zhang, Zhengyi Yang

, Xiaoyang Wang
, Binghao Li, Serkan Saydam, Wenjie Zhang
:
A Cluster-Based Approach to kNN Join Over Batch-Dynamic High-Dimensional Data. 81-96 - Zan Zhang, Jialin Zhou:

Multi-dimensional Classification via Global and Local Label Correlation. 97-111 - Liang Zhang, Jiatian Zhang:

An Intrusion Detection Model Based on CNN-BiLSTM. 112-126 - Zheng Chen, Ruijin Wang, Ye Zhu, Chao Tang, Donglin He, Jiachen Wang, Fengli Zhang:

TBRL: Trajectory-Based Reinforcement Learning for Flexible Job-Shop Scheduling Problem. 127-142 - Yahe Li, Zhipeng Xie

:
An Active Learning Method via Expected Model Loss Reduction. 143-159 - Huidong Tang, Chen Li, Yasuhiko Morimoto:

When Molecular GAN Meets Byte-Pair Encoding. 160-174
Federated Learning
- Lishan Yang, Alireza Seyed Shakeri, Liangxi Pu, Weitong Chen, Yanjun Shu:

Efficient Clustered Federated Learning by Locality Sensitive Hashing. 177-191 - Siyuan Wu, Hao Tian, Weiran Zhang, Tingtong Zhu, Fuwen Tian, Zhehong Wang, Wanchun Dou:

A Heterogeneous Federated Learning Method Based on Dual Teachers Knowledge Distillation. 192-207 - Saqr Khalil Saeed Thabet

, Behnaz Soltani
, Yipeng Zhou
, Quan Z. Sheng
, Shiting Wen
:
Towards Efficient Decentralized Federated Learning: A Survey. 208-222 - Kasun Eranda Wijethilake, Adnan Mahmood

, Quan Z. Sheng
:
FedCLF - Towards Efficient Participant Selection for Federated Learning in Heterogeneous IoV Networks. 223-238 - Jingxue Chen

, Zhiwei Si
, Jingcheng Song
, Manoranjan Mohanty
, Weiqi Wang
, Hu Xiong
:
UFL: Unlinkable Federated Learning Through Shuffle and Shamir's Secret Sharing. 239-253 - Fahmida Islam

, Adnan Mahmood
, Noorain Mukhtiar, Kasun Eranda Wijethilake, Quan Z. Sheng
:
FairEquityFL - A Fair and Equitable Client Selection in Federated Learning for Heterogeneous IoV Networks. 254-269 - Huidong Tang, Chen Li, Huachong Yu, Sayaka Kamei, Yasuhiko Morimoto:

Tailored Federated Learning: Leveraging Direction Regulation and Knowledge Distillation. 270-284 - Weifeng Sun, Ailian Wang, Zunjing Gao, Yipeng Zhou

:
A Communication-Concerned Federated Learning Framework Based on Clustering Selection. 285-300 - Wenyou Du, Haihang Wang, Jiaming Shen, Guanglei Meng, Yuming Guo, Wei Zhou:

Secure Privacy-Preserving SMOTE for Vertical Federated Learning. 301-315
Knowledge Graph
- Yutong Qu, Jian Yang

, Weitong Chen, Yan Jiao, Lishan Yang, Congbo Ma
:
Enhancing Chemistry-Domain Scientific Paper Summarization by Knowledge Graphs. 319-334 - Haoxuan Feng, Yuhan Zheng, Zhuoheng Ma, Rui Meng, Yongqi Zhang, Chen Zhang:

Integrating Graph Temporal-Structural Dependencies and Textual Semantics for Outdated Fact Detection. 335-350 - Penghui Ge, Wei Chen, Xi Chen, Qingzhi Ma, Lei Zhao:

Periodic Patterns and Long-Term Dependencies Based Temporal Knowledge Graph Completion. 351-365 - Tian Xie, Qi Song, Qi Zhao, Hao Jiang, Yijie Li, Tongjing Zhu:

Query Exploration Based on Knowledge Reasoning. 366-382 - Linya Cheng, Chunhong Zhang, Xiaosheng Tang:

SFDG-RE: Self-Feedback Description Generation Based on LLMs for Enhanced Zero-Shot Relation Extraction. 383-398 - Pengjie Liu

:
MUSE: Integrating Multi-Knowledge for Knowledge Graph Completion. 399-413 - Heng Li, Jinhui Wei, Jicheng Yu, Yuncheng Jiang:

Enhancing Embedding and Hierarchical Reward Shaping for Multi-Hop Reasoning with Reinforcement Learning. 414-429

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