On Classification from Outlier View

Details On Classification from Outlier View On Classification from Outlier View

2009-07-29

arxiv.org/abs/0907.5155v4

Computer Science

Artificial Intelligence

Conclusion renewed; IAENG International Journal of Computer Science, Volume 37, Issue 4, Nov, 2010

Scientific paper

Classification is the basis of cognition. Unlike other solutions, this study approaches it from the view of outliers. We present an expanding algorithm to detect outliers in univariate datasets, together with the underlying foundation. The expanding algorithm runs in a holistic way, making it a rather robust solution. Synthetic and real data experiments show its power. Furthermore, an application for multi-class problems leads to the introduction of the oscillator algorithm. The corresponding result implies the potential wide use of the expanding algorithm.

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