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CIDM
2009
IEEE
15 years 11 months ago
Diversity analysis on imbalanced data sets by using ensemble models
— Many real-world applications have problems when learning from imbalanced data sets, such as medical diagnosis, fraud detection, and text classification. Very few minority clas...
Shuo Wang, Xin Yao
GLOBECOM
2009
IEEE
15 years 10 months ago
Data Acquisition through Joint Compressive Sensing and Principal Component Analysis
—In this paper we look at the problem of accurately reconstructing distributed signals through the collection of a small number of samples at a data gathering point. The techniqu...
Riccardo Masiero, Giorgio Quer, Daniele Munaretto,...
AINA
2008
IEEE
15 years 10 months ago
Performance Analysis of Data Delivery Schemes for a Multi-Sink Wireless Sensor Network
Wireless sensor networks are expected to be deployed in harsh environments characterised by extremely poor and fluctuating channel conditions. With the commonly adopted single-si...
Hwee Pink Tan, Adriana Felicia Gabor, Winston Khoo...
SEMWEB
2005
Springer
15 years 9 months ago
Ontology Based Analysis of Experimental Data
We address the problem of linking observations from reality to a semantic web based knowledge base. Concepts in the biological domain are increasingly being formalized through ont...
Andrea Splendiani
VLDB
2004
ACM
115views Database» more  VLDB 2004»
15 years 9 months ago
Semantic Mining and Analysis of Gene Expression Data
Association rules can reveal biological relevant relationship between genes and environments / categories. However, most existing association rule mining algorithms are rendered i...
Xin Xu, Gao Cong, Beng Chin Ooi, Kian-Lee Tan, Ant...