queso-0.50.1
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QUESO::LogNormalVectorRV< V, M > Class Template Reference

A class representing a LogNormal vector RV. More...

#include <LogNormalVectorRV.h>

Inheritance diagram for QUESO::LogNormalVectorRV< V, M >:
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Collaboration diagram for QUESO::LogNormalVectorRV< V, M >:
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Public Member Functions

Constructor/Destructor methods
 LogNormalVectorRV (const char *prefix, const VectorSet< V, M > &imageSet, const V &lawExpVector, const V &lawVarVector)
 Constructor. More...
 
virtual ~LogNormalVectorRV ()
 Virtual destructor. More...
 
I/O methods
void print (std::ostream &os) const
 TODO: Prints the vector RV. More...
 
- Public Member Functions inherited from QUESO::BaseVectorRV< V, M >
 BaseVectorRV (const char *prefix, const VectorSet< V, M > &imageSet)
 Constructor. More...
 
virtual ~BaseVectorRV ()
 Virtual destructor. More...
 
const BaseEnvironment & env () const
 QUESO environment; access to private attribute m_env. More...
 
const VectorSet< V, M > & imageSet () const
 Image set of the vector RV; access to private attribute m_imageSet. More...
 
const BaseJointPdf< V, M > & pdf () const
 Posterior Density Function of the vector RV; access to private attribute m_pdf. More...
 
const BaseVectorRealizer< V, M > & realizer () const
 Finds a realization (sample) of the PDF of this vector RV; access to private attribute m_realizer. More...
 
const BaseVectorCdf< V, M > & subCdf () const
 Finds the Cumulative Distribution Function of this vector RV, considering only the sub-sequence of data; access to private attribute m_subCdf. More...
 
const BaseVectorCdf< V, M > & unifiedCdf () const
 Finds the Cumulative Distribution Function of this vector RV, considering the unified sequence of data; access to private attribute m_unifiedCdf. More...
 
const BaseVectorMdf< V, M > & mdf () const
 Finds the Mass Density Function of this vector RV; access to private attribute m_mdf. More...
 

Additional Inherited Members

- Protected Attributes inherited from QUESO::BaseVectorRV< V, M >
const BaseEnvironment & m_env
 
std::string m_prefix
 
const VectorSet< V, M > & m_imageSet
 
BaseJointPdf< V, M > * m_pdf
 
BaseVectorRealizer< V, M > * m_realizer
 
const BaseVectorCdf< V, M > * m_subCdf
 
const BaseVectorCdf< V, M > * m_unifiedCdf
 
const BaseVectorMdf< V, M > * m_mdf
 

Detailed Description

template<class V, class M>
class QUESO::LogNormalVectorRV< V, M >

A class representing a LogNormal vector RV.

This class allows the user to compute the value of a LogNormal PDF and to generate realizations (samples) from it.
The probability density function of a log-normal distribution is:

\[ f(x|\mu,\sigma) = \frac{1}{x \sigma \sqrt{2 \pi}}\, e^{-\frac{(\ln x - \mu)^2}{2\sigma^2}}, x>0 \]

where the parameters denoted $ \mu $ and $ \sigma $ are, respectively, the mean and standard deviation of the variable's natural logarithm; and x>0.

Definition at line 56 of file LogNormalVectorRV.h.

Constructor & Destructor Documentation

template<class V , class M >
QUESO::LogNormalVectorRV< V, M >::LogNormalVectorRV ( const char *  prefix,
const VectorSet< V, M > &  imageSet,
const V &  lawExpVector,
const V &  lawVarVector 
)

Constructor.

Construct a LogNormal vector RV with mean lawExpVector and diagonal covariance matrix lawVarVector whose variates live in imageSet.

Definition at line 33 of file LogNormalVectorRV.C.

References QUESO::BaseEnvironment::displayVerbosity(), QUESO::BaseVectorRV< V, M >::imageSet(), QUESO::BaseVectorRV< V, M >::m_env, QUESO::BaseVectorRV< V, M >::m_imageSet, QUESO::BaseVectorRV< V, M >::m_mdf, QUESO::BaseVectorRV< V, M >::m_pdf, QUESO::BaseVectorRV< V, M >::m_prefix, QUESO::BaseVectorRV< V, M >::m_realizer, QUESO::BaseVectorRV< V, M >::m_subCdf, QUESO::BaseVectorRV< V, M >::m_unifiedCdf, QUESO::BoxSubset< V, M >::maxValues(), QUESO::BoxSubset< V, M >::minValues(), QUESO::BaseEnvironment::subDisplayFile(), UQ_FATAL_TEST_MACRO, and QUESO::BaseEnvironment::worldRank().

38  :
39  BaseVectorRV<V,M>(((std::string)(prefix)+"gau").c_str(),imageSet)
40 {
41  if ((m_env.subDisplayFile()) && (m_env.displayVerbosity() >= 54)) {
42  *m_env.subDisplayFile() << "Entering LogNormalVectorRV<V,M>::constructor() [1]"
43  << ": prefix = " << m_prefix
44  << std::endl;
45  }
46 
47 // begin kemelli 2013-April-23 --------------------------
48 // LogNormal dist is defined only in (0,inf)
49 
50  const BoxSubset<V,M>* imageBox = dynamic_cast<const BoxSubset<V,M>* >(&imageSet);
51  double smallerOfMaxValues = imageBox->maxValues().getMinValue();
52  double smallerOfMinValues = imageBox->minValues().getMinValue();
53 
54  if( smallerOfMinValues < 0 )
55  {
56  std::cerr << "In LogNormalVectorRV<V,M>::constructor()\n"
57  << "LogNormal distribution is only defined in (0, infinity).\n"
58  << "The data provided is: \n"
59  << *imageBox
60  << "Sampling will not cover all interval.\n"
61  << std::endl;
62 
63 
64  UQ_FATAL_TEST_MACRO(smallerOfMaxValues < 0,
65  m_env.worldRank(),
66  "LogNormalVectorRealizer<V,M>::constructor()",
67  "invalid input: LogNormal distribution is only defined in (0, infinity), and min(m_maxValues)<0");
68 
69  }
70 // end kemelli 2013-April-23 --------------------------
71 
72  m_pdf = new LogNormalJointPdf<V,M>(m_prefix.c_str(),
73  m_imageSet,
74  lawExpVector,
75  lawVarVector);
76 
77  M lowerCholLawCovMatrix(lawVarVector);
78  int iRC = lowerCholLawCovMatrix.chol();
79  lowerCholLawCovMatrix.zeroUpper(false);
80  if (iRC) {
81  std::cerr << "In LogNormalVectorRV<V,M>::constructor() [1]: chol failed, will use svd\n";
82  if (m_env.subDisplayFile()) {
83  *m_env.subDisplayFile() << "In LogNormalVectorRV<V,M>::constructor() [1]: chol failed; will use svd; lawVarVector contents are\n";
84  *m_env.subDisplayFile() << lawVarVector; // FIX ME: might demand parallelism
85  *m_env.subDisplayFile() << std::endl;
86  }
87  M matLaw(lawVarVector);
88  M matU (lawVarVector);
89  M matVt (m_imageSet.vectorSpace().zeroVector());
90  V vecS (m_imageSet.vectorSpace().zeroVector());
91  iRC = matLaw.svd(matU,vecS,matVt);
92  UQ_FATAL_TEST_MACRO(iRC,
93  m_env.worldRank(),
94  "LogNormalVectorRV<V,M>::constructor() [1]",
95  "Cholesky decomposition of covariance matrix failed.");
96 
97  vecS.cwSqrt();
98  m_realizer = new LogNormalVectorRealizer<V,M>(m_prefix.c_str(),
99  m_imageSet,
100  lawExpVector,
101  matU,
102  vecS, // already square rooted
103  matVt);
104  }
105  else {
106  m_realizer = new LogNormalVectorRealizer<V,M>(m_prefix.c_str(),
107  m_imageSet,
108  lawExpVector,
109  lowerCholLawCovMatrix);
110  }
111 
112  m_subCdf = NULL; // FIX ME: complete code
113  m_unifiedCdf = NULL; // FIX ME: complete code
114  m_mdf = NULL; // FIX ME: complete code
115 
116  if ((m_env.subDisplayFile()) && (m_env.displayVerbosity() >= 54)) {
117  *m_env.subDisplayFile() << "Leaving LogNormalVectorRV<V,M>::constructor() [1]"
118  << ": prefix = " << m_prefix
119  << std::endl;
120  }
121 }
QUESO::BaseVectorRV::m_unifiedCdf
const BaseVectorCdf< V, M > * m_unifiedCdf
Definition: VectorRV.h:136
QUESO::BaseEnvironment::worldRank
int worldRank() const
Returns the process world rank.
Definition: Environment.C:235
QUESO::BaseEnvironment::subDisplayFile
std::ofstream * subDisplayFile() const
Access function for m_subDisplayFile (displays file on stream).
Definition: Environment.C:305
QUESO::BaseVectorRV::m_env
const BaseEnvironment & m_env
Definition: VectorRV.h:130
QUESO::BaseVectorRV::m_imageSet
const VectorSet< V, M > & m_imageSet
Definition: VectorRV.h:132
QUESO::BaseVectorRV::m_subCdf
const BaseVectorCdf< V, M > * m_subCdf
Definition: VectorRV.h:135
QUESO::BaseVectorRV::m_realizer
BaseVectorRealizer< V, M > * m_realizer
Definition: VectorRV.h:134
UQ_FATAL_TEST_MACRO
#define UQ_FATAL_TEST_MACRO(test, givenRank, where, what)
Definition: Defines.h:222
QUESO::BaseVectorRV::m_mdf
const BaseVectorMdf< V, M > * m_mdf
Definition: VectorRV.h:137
QUESO::BaseVectorRV::imageSet
const VectorSet< V, M > & imageSet() const
Image set of the vector RV; access to private attribute m_imageSet.
Definition: VectorRV.C:79
QUESO::BaseVectorRV::m_prefix
std::string m_prefix
Definition: VectorRV.h:131
QUESO::BaseVectorRV::m_pdf
BaseJointPdf< V, M > * m_pdf
Definition: VectorRV.h:133
QUESO::BaseEnvironment::displayVerbosity
unsigned int displayVerbosity() const
Definition: Environment.C:436
template<class V , class M >
QUESO::LogNormalVectorRV< V, M >::~LogNormalVectorRV ( )
virtual

Virtual destructor.

Definition at line 124 of file LogNormalVectorRV.C.

125 {
126  delete m_mdf;
127  delete m_unifiedCdf;
128  delete m_subCdf;
129  delete m_realizer;
130  delete m_pdf;
131 }
QUESO::BaseVectorRV::m_unifiedCdf
const BaseVectorCdf< V, M > * m_unifiedCdf
Definition: VectorRV.h:136
QUESO::BaseVectorRV::m_subCdf
const BaseVectorCdf< V, M > * m_subCdf
Definition: VectorRV.h:135
QUESO::BaseVectorRV::m_realizer
BaseVectorRealizer< V, M > * m_realizer
Definition: VectorRV.h:134
QUESO::BaseVectorRV::m_mdf
const BaseVectorMdf< V, M > * m_mdf
Definition: VectorRV.h:137
QUESO::BaseVectorRV::m_pdf
BaseJointPdf< V, M > * m_pdf
Definition: VectorRV.h:133

Member Function Documentation

template<class V , class M >
void QUESO::LogNormalVectorRV< V, M >::print ( std::ostream &  os) const
virtual

TODO: Prints the vector RV.

Todo:
: implement me!

Implements QUESO::BaseVectorRV< V, M >.

Definition at line 135 of file LogNormalVectorRV.C.

136 {
137  os << "LogNormalVectorRV<V,M>::print() says, 'Please implement me.'" << std::endl;
138  return;
139 }
The documentation for this class was generated from the following files:
Generated on Thu Apr 23 2015 19:18:36 for queso-0.50.1 by  doxygen 1.8.5