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1
Graph classification with imbalanced class distributions and noise
Recent years have witnessed an increasing number of applications involving data with structural dependency and graph representations. …
Shirui Pan
,
Xingquan Zhu
Graph stream classification using labeled and unlabeled graphs
Graph classification is becoming increasingly popular due to the rapidly rising applications involving data with structural dependency. …
Shirui Pan
,
Xingquan Zhu
,
Chengqi Zhang
,
Philip S. Yu
DOI
CGStream: Continuous correlated graph query for data streams
In this paper, we propose to query correlated graph in a data stream scenario, where given a query graph q an algorithm is required to …
Shirui Pan
,
Xingquan Zhu
DOI
Continuous top-k query for graph streams
In this paper, we propose to query correlated graphs in a data stream scenario, where an algorithm is required to retrieve the top k …
Shirui Pan
,
Xingquan Zhu
DOI
Top-k correlated subgraph query for data streams
Given a query graph q, correlated subgraph query intends to find graph structures which are mostly correlated to the query q. This …
Shirui Pan
,
Xingquan Zhu
,
Meng Fang
Classifier ensemble for uncertain data stream classification
Currently available algorithms for data stream classification are all designed to handle precise data, while data with uncertainty or …
Shirui Pan
,
Kuan Wu
,
Yang Zhang
,
Xue Li
DOI
Ensemble of multiple descriptors for automatic image annotation
Automatic image annotation (AIA) plays an important role and attracts much research attention in image understanding and retrieval. …
Dongjian He
,
Yu Zheng
,
Shirui Pan
,
Jinglei Tang
DOI
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