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ParaMonte Fortran 2.0.0
Parallel Monte Carlo and Machine Learning Library
See the latest version documentation. |
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ParaMonte Fortran 2.0.0
Parallel Monte Carlo and Machine Learning Library
See the latest version documentation. |
The Partition_type abstract class for Partition derived types. Partitions an input array Point(nd,np) with nd attributes and np observations (points).
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Public Member Functions | |
| procedure(getPartition_proc), deferred | get |
| procedure(write_proc), deferred | write |
Public Attributes | |
| integer(IK) | nd |
| integer(IK) | np |
| See the interface of constructPartition(). More... | |
| integer(IK) | nc |
| integer(IK) | nt |
| See the interface of constructPartition(). More... | |
| integer(IK) | nemax |
| See the interface of constructPartition(). More... | |
| integer(IK) | minSize |
| See the interface of constructPartition(). More... | |
| integer(IK) | kmeansNumFailMax |
| See the interface of constructPartition(). More... | |
| integer(IK) | numRecursiveCall |
| The total number of recursive calls to the partitioning algorithm. More... | |
| integer(IK) | kmeansNumRecursionMax |
| See the interface of constructPartition(). More... | |
| integer(IK) | convergenceFailureCount |
| The number of times the partitioning algorithm has failed to converge. More... | |
| integer(IK) | kvolumeNumRecursionMax |
| See the interface of constructPartition(). More... | |
| logical(LK) | biasCorrectionEnabled |
| See the interface of constructPartition(). More... | |
| logical(LK) | mahalSqWeightEnabled |
| A logical variable indicating whether if the input mahalSqWeight is nonzero. More... | |
| logical(LK) | stanEnabled |
| See the interface of constructPartition(). More... | |
| real(RK) | nplog |
The natural logarithm of np, the initial number of points. More... | |
| real(RK) | kmeansRelTol |
| See the interface of constructPartition(). More... | |
| real(RK) | logExpansion |
| See the interface of constructPartition(). More... | |
| real(RK) | logShrinkage |
| See the interface of constructPartition(). More... | |
| real(RK) | pointLogVolNormed |
The estimated volume of a single point based on the input value of parentLogVolNormed. More... | |
| real(RK) | parentLogVolNormed |
| See the interface of constructPartition(). More... | |
| real(RK) | mahalSqWeightExponent |
| See the interface of constructPartition(). More... | |
| real(RK), dimension(:), allocatable | BiasCorrectionScaleFactorSq |
| The empirical corrections to the scale factors squared for different cluster sizes. More... | |
| integer(IK), dimension(:), allocatable | PointIndex |
An array of size (np) of indices such that the input Point(1:nd,Index(ip)) is saved at the output Point(1:nd,ip). More... | |
| type(Err_type) | Err |
| An object of class Err_type containing information about error occurrence. More... | |
 Public Attributes inherited from Partition_mod::PartitionBase_type | |
| integer(IK) | ne |
| The predicted optimal number of clusters identified in the input data. More... | |
| integer(IK), dimension(:,:), allocatable | Final |
An array of size (2,nemax) representing the (it,ic) indices of terminal partitions in Try component. More... | |
| real(RK), dimension(:), allocatable | VolNormedCDF |
| The normalized cumulative volumes of the final partitions (to be used for selecting partitions uniformly randomly). More... | |
| Public Attributes inherited from Partition_mod::BaseProp_type | |
| integer(IK), dimension(:), allocatable | Size |
An array of size (nemax) representing the sizes of the corresponding bounding ellipsoids. More... | |
| integer(IK), dimension(:), allocatable | CumSumSize |
An array of size (0:nemax) containing the Cumulative sum of the array Size(). More... | |
| integer(IK), dimension(:), allocatable | Membership |
An array of size (np) representing the bounding-ellipsoid membership IDs of the corresponding data points. More... | |
| integer(IK), dimension(:), allocatable | EffectiveSize |
An array of size (nemax) indicating the likelihood of subclustering (0<<1 if successful, else 1<<2 if failed), enlargement (if < 0), being warranted. If further partitioning is warranted but fails, the likelihood will be negative. More... | |
| real(RK), dimension(:), allocatable | LogVolNormed |
An array of size (nemax) representing the log-volumes of the corresponding bounding ellipsoids. More... | |
| real(RK), dimension(:,:,:), allocatable | ChoLowCovUpp |
An array of size (nd,nd,nemax) representing the Cholesky lower triangle, diagonal, and covariance matrices of the bounding ellipsoids. More... | |
| real(RK), dimension(:,:,:), allocatable | InvCovMat |
An array of size (nd,nd,nemax) representing the full symmetric inverse covariance matrices of the bounding ellipsoids. More... | |
| real(RK), dimension(:,:), allocatable | ChoDia |
An array of size (nd,nemax) representing the Cholesky lower triangle, diagonal, and covariance matrices of the bounding ellipsoids. More... | |
| real(RK), dimension(:,:), allocatable | Center |
An array of size (nd,nemax) representing the centers of the bounding ellipsoids. More... | |
The Partition_type abstract class for Partition derived types. Partitions an input array Point(nd,np) with nd attributes and np observations (points).
Definition at line 149 of file Partition_mod.F90.
| procedure(getPartition_proc), deferred Partition_mod::Partition_type::get |
Definition at line 173 of file Partition_mod.F90.
| procedure(write_proc), deferred Partition_mod::Partition_type::write |
Definition at line 174 of file Partition_mod.F90.
| logical(LK) Partition_mod::Partition_type::biasCorrectionEnabled |
See the interface of constructPartition().
Definition at line 159 of file Partition_mod.F90.
| real(RK), dimension(:), allocatable Partition_mod::Partition_type::BiasCorrectionScaleFactorSq |
The empirical corrections to the scale factors squared for different cluster sizes.
Definition at line 169 of file Partition_mod.F90.
| integer(IK) Partition_mod::Partition_type::convergenceFailureCount |
The number of times the partitioning algorithm has failed to converge.
Definition at line 157 of file Partition_mod.F90.
| type(Err_type) Partition_mod::Partition_type::Err |
An object of class Err_type containing information about error occurrence.
Definition at line 171 of file Partition_mod.F90.
| integer(IK) Partition_mod::Partition_type::kmeansNumFailMax |
See the interface of constructPartition().
Definition at line 154 of file Partition_mod.F90.
| integer(IK) Partition_mod::Partition_type::kmeansNumRecursionMax |
See the interface of constructPartition().
Definition at line 156 of file Partition_mod.F90.
| real(RK) Partition_mod::Partition_type::kmeansRelTol |
See the interface of constructPartition().
Definition at line 163 of file Partition_mod.F90.
| integer(IK) Partition_mod::Partition_type::kvolumeNumRecursionMax |
See the interface of constructPartition().
Definition at line 158 of file Partition_mod.F90.
| real(RK) Partition_mod::Partition_type::logExpansion |
See the interface of constructPartition().
Definition at line 164 of file Partition_mod.F90.
| real(RK) Partition_mod::Partition_type::logShrinkage |
See the interface of constructPartition().
Definition at line 165 of file Partition_mod.F90.
| logical(LK) Partition_mod::Partition_type::mahalSqWeightEnabled |
A logical variable indicating whether if the input mahalSqWeight is nonzero.
Definition at line 160 of file Partition_mod.F90.
| real(RK) Partition_mod::Partition_type::mahalSqWeightExponent |
See the interface of constructPartition().
Definition at line 168 of file Partition_mod.F90.
| integer(IK) Partition_mod::Partition_type::minSize |
See the interface of constructPartition().
Definition at line 153 of file Partition_mod.F90.
| integer(IK) Partition_mod::Partition_type::nc |
Definition at line 151 of file Partition_mod.F90.
| integer(IK) Partition_mod::Partition_type::nd |
Definition at line 150 of file Partition_mod.F90.
| integer(IK) Partition_mod::Partition_type::nemax |
See the interface of constructPartition().
Definition at line 152 of file Partition_mod.F90.
| integer(IK) Partition_mod::Partition_type::np |
See the interface of constructPartition().
Definition at line 150 of file Partition_mod.F90.
| real(RK) Partition_mod::Partition_type::nplog |
The natural logarithm of np, the initial number of points.
Definition at line 162 of file Partition_mod.F90.
| integer(IK) Partition_mod::Partition_type::nt |
See the interface of constructPartition().
Definition at line 151 of file Partition_mod.F90.
| integer(IK) Partition_mod::Partition_type::numRecursiveCall |
The total number of recursive calls to the partitioning algorithm.
Definition at line 155 of file Partition_mod.F90.
| real(RK) Partition_mod::Partition_type::parentLogVolNormed |
See the interface of constructPartition().
Definition at line 167 of file Partition_mod.F90.
| integer(IK), dimension(:), allocatable Partition_mod::Partition_type::PointIndex |
An array of size (np) of indices such that the input Point(1:nd,Index(ip)) is saved at the output Point(1:nd,ip).
Definition at line 170 of file Partition_mod.F90.
| real(RK) Partition_mod::Partition_type::pointLogVolNormed |
The estimated volume of a single point based on the input value of parentLogVolNormed.
Definition at line 166 of file Partition_mod.F90.
| logical(LK) Partition_mod::Partition_type::stanEnabled |
See the interface of constructPartition().
Definition at line 161 of file Partition_mod.F90.
1.9.3