51 [[nodiscard]] Eigen::VectorXd
86 int size_old_cj)
const override;
98 int ci,
int cj)
const override;
Abstract interface for Bayesian nonparametric processes.
double prior_ratio_merge(int size_old_ci, int size_old_cj) const override
Computes the prior ratio for a merge operation in a split-merge MCMC algorithm.
Definition DP.cpp:74
double prior_ratio_shuffle(int size_old_ci, int size_old_cj, int ci, int cj) const override
Computes the prior ratio for a shuffle operation in a split-merge MCMC algorithm.
Definition DP.cpp:93
void update_params() override
Updates the parameters of the Dirichlet Process.
Definition DP.hpp:108
DP(Data &d, Params &p)
Constructor for the Dirichlet Process.
Definition DP.hpp:27
double gibbs_prior_existing_cluster(int cls_idx, int obs_idx=0) const override
Computes the log prior probability of assigning a data point to an existing cluster.
Definition DP.cpp:17
double gibbs_prior_new_cluster() const override
Computes the log prior probability of assigning a data point to a new cluster.
Definition DP.cpp:49
Eigen::VectorXd gibbs_prior_existing_clusters(int obs_idx) const override
Computes the log prior probabilities of assigning a data point to all existing clusters.
Definition DP.cpp:32
double prior_ratio_split(int ci, int cj) const override
Computes the prior ratio for a split operation in a split-merge MCMC algorithm.
Definition DP.cpp:59
Manages distance matrices and cluster allocations for points.
Definition Data.hpp:26
Process(Data &d, Params &p)
Constructor initializing process with data and parameters.
Definition Process.hpp:75
Structure containing all parameters needed for the NGGP (Normalized Generalized Gamma Process) and DP...
Definition Params.hpp:35