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22 changes: 22 additions & 0 deletions src/qinfer/distributions.py
Original file line number Diff line number Diff line change
Expand Up @@ -262,6 +262,28 @@ def sample(self, n=1):
z = np.random.randn(n,self._n_rvs)
return self._ranges[:, 0] +self._weight*z+np.random.rand(n)*self._ranges[:, 1];

class LogNormalDistribution(Distribution):
"""
Log-normal distribution.

:param mu: Location parameter (numeric), set to 0 by default.
:param sigma: Scale parameter (numeric), set to 1 by default.
Must be strictly greater than zero.
"""

def __init__(self, mu=0, sigma=1):
self.mu = mu # lognormal location parameter
self.sigma = sigma # lognormal scale parameter

self.dist = st.lognorm(sigma,0,mu) # scipy distribution location = 0

@property
def n_rvs(self):
return 1

def sample(self, n=1):
return self.dist.rvs(size=n)[:,np.newaxis]

class MVUniformDistribution(object):

def __init__(self, dim = 6):
Expand Down