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Why sometimes I get a training error rate bigger than nu?

At optimum, some training instances should satisfy w^Tx - rho = 0.

The main purpose of this option is to provide you the probability estimates, but not to boost prediction accuracy.

From our experience, after proper parameter selections, in general with and without -b have similar accuracy. It is not recommended to compare the two under just a fixed parameter set as more differences will be observed.

[Go Top] Q: Why using the -b option does not give me better accuracy?

This usually happens if you compile the code on one machine and run it on another which has incompatible libraries.

In the paper Chen, Lin, and Schölkopf, A tutorial on nu-support vector machines.

Applied Stochastic Models in Business and Industry, 21(2005), 111-136, they have experimentally shown that the two methods give similar performance.

The Linux kernel uses 3:1 split which means user space is 3G and kernel space is 1G. In svm.cpp, there are two subroutines for kernel evaluations: k_function() and kernel_function(). An example is "LIBSVM for string data" in LIBSVM Tools.

Although there are 3G user space, the maximum dynamic allocation memory is 2G. The easiest solution is to switch to a 64-bit machine. If your machine supports Intel's PAE (Physical Address Extension), you can turn on the option HIGHMEM64G in Linux kernel which uses 4G:4G split for kernel and user space. The reason why we have two functions is as follows.

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