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个人简介
Research Interests
My research interests are broadly knowledge discovery in databases and machine learning. More particular interests are currently ensemble techniques for unsupervised learning (clustering, outlier detection), and applications and problems in high dimensional data. Development of new models is challenging in various aspects. A major problem (and a topic I am especially interested in) is however the evaluation of unsupervised methods and the interpretation and reliability of their results, in the development of methods as well as in application scenarios. At large, this is related to the question of how to do data mining research in a scientifically well-founded way.
My research interests are broadly knowledge discovery in databases and machine learning. More particular interests are currently ensemble techniques for unsupervised learning (clustering, outlier detection), and applications and problems in high dimensional data. Development of new models is challenging in various aspects. A major problem (and a topic I am especially interested in) is however the evaluation of unsupervised methods and the interpretation and reliability of their results, in the development of methods as well as in application scenarios. At large, this is related to the question of how to do data mining research in a scientifically well-founded way.
研究兴趣
论文共 161 篇作者统计合作学者相似作者
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INFORMATION SYSTEMS (2025)
ACM Comput Survno. 4 (2025): 90:1-90:38
Lecture Notes in Computer Science Similarity Search and Applications (2025)
CoRR (2025)
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EDBTpp.694-706, (2025)
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Discover Datano. 1 (2025): 1-32
2024 IEEE 11TH INTERNATIONAL CONFERENCE ON DATA SCIENCE AND ADVANCED ANALYTICS, DSAA 2024pp.137-146, (2024)
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作者统计
#Papers: 161
#Citation: 12805
H-Index: 49
G-Index: 113
Sociability: 6
Diversity: 2
Activity: 29
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