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SDM
2008
SIAM
158views Data Mining» more  SDM 2008»
13 years 6 months ago
Similarity Measures for Categorical Data: A Comparative Evaluation
Measuring similarity or distance between two entities is a key step for several data mining and knowledge discovery tasks. The notion of similarity for continuous data is relative...
Shyam Boriah, Varun Chandola, Vipin Kumar
SDM
2003
SIAM
124views Data Mining» more  SDM 2003»
13 years 6 months ago
A Comparative Study of Anomaly Detection Schemes in Network Intrusion Detection
Aleksandar Lazarevic, Levent Ertöz, Vipin Kum...
ICDM
2008
IEEE
179views Data Mining» more  ICDM 2008»
13 years 11 months ago
Detection and Exploration of Outlier Regions in Sensor Data Streams
Sensor networks play an important role in applications concerned with environmental monitoring, disaster management, and policy making. Effective and flexible techniques are need...
Conny Franke, Michael Gertz
PAKDD
2009
ACM
149views Data Mining» more  PAKDD 2009»
13 years 9 months ago
A New Local Distance-Based Outlier Detection Approach for Scattered Real-World Data
Detecting outliers which are grossly different from or inconsistent with the remaining dataset is a major challenge in real-world KDD applications. Existing outlier detection met...
Ke Zhang, Marcus Hutter, Huidong Jin
SSD
2007
Springer
131views Database» more  SSD 2007»
13 years 11 months ago
Efficiently Mining Regional Outliers in Spatial Data
With the increasing availability of spatial data in many applications, spatial clustering and outlier detection has received a lot of attention in the database and data mining comm...
Richard Frank, Wen Jin, Martin Ester