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In order to explain that the proposed method is better than others, we compare two indicators: detection accuracy score, training and response CPU time. In the following picture, the proposed locality sensitive ITSVM almost has the same accuracy with ISVM, even if we bump the semi-supervised increase set size to 100k. but locality sensitive ITSVM method has far better detection accuracy than LPA method. The accuracy of LPA is stick to 80% or so. And even worst, LPA is a huge memory-consumed method. It reports memory is not enough when it calculates label. Thus, there is not statistical data when size is bigger than 15k. |
IEEE/ICACT20210143 Slide.12
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