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inherit from confidence bound class
check sawei branch posted in issue

beta_t = self._beta

return -(m - np.sqrt(beta_t) * std)
return sign * (m + sign * np.sqrt(self._nu * beta_t) * std)
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remove first sign

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replace by minus

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