Index

A

acc_d_a1 (bob.learn.misc.JFATrainer attribute) acc_d_a2 (bob.learn.misc.JFATrainer attribute) acc_fnormij_wij (bob.learn.misc.IVectorTrainer attribute) acc_nij (bob.learn.misc.IVectorTrainer attribute) acc_nij_wij2 (bob.learn.misc.IVectorTrainer attribute) acc_snormij (bob.learn.misc.IVectorTrainer attribute) acc_statistics() (bob.learn.misc.GMMMachine method)

acc_statistics_() (bob.learn.misc.GMMMachine method) acc_u_a1 (bob.learn.misc.ISVTrainer attribute) (bob.learn.misc.JFATrainer attribute) acc_u_a2 (bob.learn.misc.ISVTrainer attribute) (bob.learn.misc.JFATrainer attribute) acc_v_a1 (bob.learn.misc.JFATrainer attribute) acc_v_a2 (bob.learn.misc.JFATrainer attribute) average_min_distance (bob.learn.misc.KMeansTrainer attribute)

B

BETWEEN_SCATTER (bob.learn.misc.PLDATrainer attribute) bit_length() (bob.learn.misc.KMeansTrainer.initialization_method_type method)

bob.learn.misc (module)

C

clear_maps() (bob.learn.misc.PLDABase method) (bob.learn.misc.PLDAMachine method) compute_gamma() (bob.learn.misc.PLDABase method) compute_likelihood() (bob.learn.misc.EMPCATrainer method) (bob.learn.misc.EMTrainerGMM method) (bob.learn.misc.EMTrainerIVector method) (bob.learn.misc.EMTrainerKMeans method) (bob.learn.misc.EMTrainerLinear method) (bob.learn.misc.GMMTrainer method) (bob.learn.misc.IVectorTrainer method) (bob.learn.misc.KMeansTrainer method) (bob.learn.misc.MAP_GMMTrainer method) (bob.learn.misc.ML_GMMTrainer method) compute_likelihood_variable (bob.learn.misc.EMPCATrainer attribute) (bob.learn.misc.EMTrainerIVector attribute) (bob.learn.misc.EMTrainerLinear attribute) (bob.learn.misc.IVectorTrainer attribute) compute_log_like_const_term() (bob.learn.misc.PLDABase method)

compute_log_likelihood() (bob.learn.misc.PLDAMachine method) compute_log_likelihood_point_estimate() (bob.learn.misc.PLDABase method) conjugate() (bob.learn.misc.KMeansTrainer.initialization_method_type method) CONSTANT (bob.learn.misc.PLDATrainer attribute) convergence_threshold (bob.learn.misc.EMPCATrainer attribute) (bob.learn.misc.EMTrainerGMM attribute) (bob.learn.misc.EMTrainerIVector attribute) (bob.learn.misc.EMTrainerKMeans attribute) (bob.learn.misc.EMTrainerLinear attribute) (bob.learn.misc.GMMTrainer attribute) (bob.learn.misc.IVectorTrainer attribute) (bob.learn.misc.KMeansTrainer attribute) (bob.learn.misc.MAP_GMMTrainer attribute) (bob.learn.misc.ML_GMMTrainer attribute)

D

d (bob.learn.misc.ISVBase attribute) (bob.learn.misc.JFABase attribute) denominator (bob.learn.misc.KMeansTrainer.initialization_method_type attribute) dim_c (bob.learn.misc.GMMMachine attribute) (bob.learn.misc.ISVBase attribute) (bob.learn.misc.ISVMachine attribute) (bob.learn.misc.IVectorMachine attribute) (bob.learn.misc.JFABase attribute) (bob.learn.misc.JFAMachine attribute) (bob.learn.misc.KMeansMachine attribute) dim_cd (bob.learn.misc.ISVBase attribute) (bob.learn.misc.ISVMachine attribute) (bob.learn.misc.IVectorMachine attribute) (bob.learn.misc.JFABase attribute) (bob.learn.misc.JFAMachine attribute) dim_d (bob.learn.misc.Gaussian attribute) (bob.learn.misc.GMMMachine attribute) (bob.learn.misc.ISVBase attribute) (bob.learn.misc.ISVMachine attribute) (bob.learn.misc.IVectorMachine attribute) (bob.learn.misc.JFABase attribute) (bob.learn.misc.JFAMachine attribute) (bob.learn.misc.KMeansMachine attribute) (bob.learn.misc.PLDABase attribute) (bob.learn.misc.PLDAMachine attribute)

dim_f (bob.learn.misc.PLDABase attribute) (bob.learn.misc.PLDAMachine attribute) dim_g (bob.learn.misc.PLDABase attribute) (bob.learn.misc.PLDAMachine attribute) dim_rt (bob.learn.misc.IVectorMachine attribute) dim_ru (bob.learn.misc.ISVBase attribute) (bob.learn.misc.ISVMachine attribute) (bob.learn.misc.JFABase attribute) (bob.learn.misc.JFAMachine attribute) dim_rv (bob.learn.misc.JFABase attribute) (bob.learn.misc.JFAMachine attribute)

E

e_step() (bob.learn.misc.EMPCATrainer method) (bob.learn.misc.EMTrainerGMM method) (bob.learn.misc.EMTrainerIVector method) (bob.learn.misc.EMTrainerKMeans method) (bob.learn.misc.EMTrainerLinear method) (bob.learn.misc.EMTrainerPLDA method) (bob.learn.misc.GMMTrainer method) (bob.learn.misc.ISVTrainer method) (bob.learn.misc.IVectorTrainer method) (bob.learn.misc.KMeansTrainer method) (bob.learn.misc.MAP_GMMTrainer method) (bob.learn.misc.ML_GMMTrainer method) (bob.learn.misc.PLDATrainer method) e_step1() (bob.learn.misc.JFATrainer method) e_step2() (bob.learn.misc.JFATrainer method) e_step3() (bob.learn.misc.JFATrainer method) EMPCATrainer (class in bob.learn.misc) EMTrainerGMM (class in bob.learn.misc) EMTrainerIVector (class in bob.learn.misc)

EMTrainerKMeans (class in bob.learn.misc) EMTrainerLinear (class in bob.learn.misc) EMTrainerPLDA (class in bob.learn.misc) enrol() (bob.learn.misc.ISVTrainer method) (bob.learn.misc.JFATrainer method) (bob.learn.misc.PLDATrainer method) estimate_ux() (bob.learn.misc.ISVMachine method) (bob.learn.misc.JFAMachine method) estimate_x() (bob.learn.misc.ISVMachine method) (bob.learn.misc.JFAMachine method)

F

f (bob.learn.misc.PLDABase attribute) finalize() (bob.learn.misc.EMPCATrainer method) (bob.learn.misc.EMTrainerGMM method) (bob.learn.misc.EMTrainerIVector method) (bob.learn.misc.EMTrainerKMeans method) (bob.learn.misc.EMTrainerLinear method) (bob.learn.misc.EMTrainerPLDA method) (bob.learn.misc.GMMTrainer method) (bob.learn.misc.ISVTrainer method) (bob.learn.misc.IVectorTrainer method) (bob.learn.misc.KMeansTrainer method) (bob.learn.misc.MAP_GMMTrainer method) (bob.learn.misc.ML_GMMTrainer method) (bob.learn.misc.PLDATrainer method) finalize1() (bob.learn.misc.JFATrainer method) finalize2() (bob.learn.misc.JFATrainer method) finalize3() (bob.learn.misc.JFATrainer method)

first_order_statistics (bob.learn.misc.KMeansTrainer attribute) forward() (bob.learn.misc.Gaussian method) (bob.learn.misc.GMMMachine method) (bob.learn.misc.ISVBase method) (bob.learn.misc.ISVMachine method) (bob.learn.misc.IVectorMachine method) (bob.learn.misc.JFABase method) (bob.learn.misc.JFAMachine method) (bob.learn.misc.KMeansMachine method) (bob.learn.misc.MachineDoubleBase method) (bob.learn.misc.MachineGMMStatsA1DBase method) (bob.learn.misc.MachineGMMStatsScalarBase method) (bob.learn.misc.PLDAMachine method) forward_() (bob.learn.misc.Gaussian method) (bob.learn.misc.GMMMachine method) (bob.learn.misc.ISVBase method) (bob.learn.misc.ISVMachine method) (bob.learn.misc.IVectorMachine method) (bob.learn.misc.JFABase method) (bob.learn.misc.JFAMachine method) (bob.learn.misc.KMeansMachine method) (bob.learn.misc.MachineDoubleBase method) (bob.learn.misc.MachineGMMStatsA1DBase method) (bob.learn.misc.MachineGMMStatsScalarBase method) forward_ux() (bob.learn.misc.ISVMachine method) (bob.learn.misc.JFAMachine method)

G

g (bob.learn.misc.PLDABase attribute) Gaussian (class in bob.learn.misc) get_add_gamma() (bob.learn.misc.PLDABase method) (bob.learn.misc.PLDAMachine method) get_add_log_like_const_term() (bob.learn.misc.PLDABase method) (bob.learn.misc.PLDAMachine method) get_closest_mean() (bob.learn.misc.KMeansMachine method) get_config() (in module bob.learn.misc) get_distance_from_mean() (bob.learn.misc.KMeansMachine method) get_gamma() (bob.learn.misc.PLDABase method) (bob.learn.misc.PLDAMachine method)

get_log_like_const_term() (bob.learn.misc.PLDABase method) (bob.learn.misc.PLDAMachine method) get_mean() (bob.learn.misc.KMeansMachine method) get_min_distance() (bob.learn.misc.KMeansMachine method) get_variances_and_weights_for_each_cluster() (bob.learn.misc.KMeansMachine method) gmm_statistics (bob.learn.misc.GMMTrainer attribute) (bob.learn.misc.MAP_GMMTrainer attribute) (bob.learn.misc.ML_GMMTrainer attribute) GMMMachine (class in bob.learn.misc) GMMStats (class in bob.learn.misc) GMMTrainer (class in bob.learn.misc)

H

has_gamma() (bob.learn.misc.PLDABase method) (bob.learn.misc.PLDAMachine method)

has_log_like_const_term() (bob.learn.misc.PLDABase method) (bob.learn.misc.PLDAMachine method)

I

imag (bob.learn.misc.KMeansTrainer.initialization_method_type attribute) init() (bob.learn.misc.GMMStats method) init_f_method (bob.learn.misc.PLDATrainer attribute) init_f_ratio (bob.learn.misc.PLDATrainer attribute) init_g_method (bob.learn.misc.PLDATrainer attribute) init_g_ratio (bob.learn.misc.PLDATrainer attribute) init_sigma_method (bob.learn.misc.PLDATrainer attribute) init_sigma_ratio (bob.learn.misc.PLDATrainer attribute) initialization_method (bob.learn.misc.KMeansTrainer attribute)

initialize() (bob.learn.misc.EMPCATrainer method) (bob.learn.misc.EMTrainerGMM method) (bob.learn.misc.EMTrainerIVector method) (bob.learn.misc.EMTrainerKMeans method) (bob.learn.misc.EMTrainerLinear method) (bob.learn.misc.EMTrainerPLDA method) (bob.learn.misc.GMMTrainer method) (bob.learn.misc.ISVTrainer method) (bob.learn.misc.IVectorTrainer method) (bob.learn.misc.JFATrainer method) (bob.learn.misc.KMeansTrainer method) (bob.learn.misc.MAP_GMMTrainer method) (bob.learn.misc.ML_GMMTrainer method) (bob.learn.misc.PLDATrainer method) is_similar_to() (bob.learn.misc.EMPCATrainer method) (bob.learn.misc.GMMMachine method) (bob.learn.misc.GMMStats method) (bob.learn.misc.Gaussian method) (bob.learn.misc.ISVBase method) (bob.learn.misc.ISVMachine method) (bob.learn.misc.ISVTrainer method) (bob.learn.misc.IVectorMachine method) (bob.learn.misc.IVectorTrainer method) (bob.learn.misc.JFABase method) (bob.learn.misc.JFAMachine method) (bob.learn.misc.JFATrainer method) (bob.learn.misc.KMeansMachine method) (bob.learn.misc.PLDABase method) (bob.learn.misc.PLDAMachine method) (bob.learn.misc.PLDATrainer method) isv_base (bob.learn.misc.ISVMachine attribute) ISVBase (class in bob.learn.misc) ISVMachine (class in bob.learn.misc) ISVTrainer (class in bob.learn.misc) IVectorMachine (class in bob.learn.misc) IVectorTrainer (class in bob.learn.misc)

J

jfa_base (bob.learn.misc.JFAMachine attribute) JFABase (class in bob.learn.misc)

JFAMachine (class in bob.learn.misc) JFATrainer (class in bob.learn.misc)

K

KMEANS_PLUS_PLUS (bob.learn.misc.KMeansTrainer attribute) (bob.learn.misc.KMeansTrainer.initialization_method_type attribute) KMeansMachine (class in bob.learn.misc)

KMeansTrainer (class in bob.learn.misc) KMeansTrainer.initialization_method_type (class in bob.learn.misc)

L

linear_scoring() (in module bob.learn.misc) load() (bob.learn.misc.Gaussian method) (bob.learn.misc.GMMMachine method) (bob.learn.misc.GMMStats method) (bob.learn.misc.ISVBase method) (bob.learn.misc.ISVMachine method) (bob.learn.misc.IVectorMachine method) (bob.learn.misc.JFABase method) (bob.learn.misc.JFAMachine method) (bob.learn.misc.KMeansMachine method) (bob.learn.misc.PLDABase method) (bob.learn.misc.PLDAMachine method) log_likelihood (bob.learn.misc.GMMStats attribute) (bob.learn.misc.PLDAMachine attribute)

log_likelihood() (bob.learn.misc.Gaussian method) (bob.learn.misc.GMMMachine method) log_likelihood_() (bob.learn.misc.Gaussian method) (bob.learn.misc.GMMMachine method)

M

m_step() (bob.learn.misc.EMPCATrainer method) (bob.learn.misc.EMTrainerGMM method) (bob.learn.misc.EMTrainerIVector method) (bob.learn.misc.EMTrainerKMeans method) (bob.learn.misc.EMTrainerLinear method) (bob.learn.misc.EMTrainerPLDA method) (bob.learn.misc.GMMTrainer method) (bob.learn.misc.ISVTrainer method) (bob.learn.misc.IVectorTrainer method) (bob.learn.misc.KMeansTrainer method) (bob.learn.misc.MAP_GMMTrainer method) (bob.learn.misc.ML_GMMTrainer method) (bob.learn.misc.PLDATrainer method) m_step1() (bob.learn.misc.JFATrainer method) m_step2() (bob.learn.misc.JFATrainer method) m_step3() (bob.learn.misc.JFATrainer method) MachineDoubleBase (class in bob.learn.misc) MachineGMMStatsA1DBase (class in bob.learn.misc) MachineGMMStatsScalarBase (class in bob.learn.misc)

MAP_GMMTrainer (class in bob.learn.misc) max_iterations (bob.learn.misc.EMPCATrainer attribute) (bob.learn.misc.EMTrainerGMM attribute) (bob.learn.misc.EMTrainerIVector attribute) (bob.learn.misc.EMTrainerKMeans attribute) (bob.learn.misc.EMTrainerLinear attribute) (bob.learn.misc.EMTrainerPLDA attribute) (bob.learn.misc.GMMTrainer attribute) (bob.learn.misc.ISVTrainer attribute) (bob.learn.misc.IVectorTrainer attribute) (bob.learn.misc.JFATrainer attribute) (bob.learn.misc.KMeansTrainer attribute) (bob.learn.misc.MAP_GMMTrainer attribute) (bob.learn.misc.ML_GMMTrainer attribute) (bob.learn.misc.PLDATrainer attribute) mean (bob.learn.misc.Gaussian attribute) mean_supervector (bob.learn.misc.GMMMachine attribute) means (bob.learn.misc.GMMMachine attribute) (bob.learn.misc.KMeansMachine attribute) ML_GMMTrainer (class in bob.learn.misc) mu (bob.learn.misc.PLDABase attribute)

N

n (bob.learn.misc.GMMStats attribute) n_samples (bob.learn.misc.PLDAMachine attribute) name (bob.learn.misc.KMeansTrainer.initialization_method_type attribute)

names (bob.learn.misc.KMeansTrainer.initialization_method_type attribute) numerator (bob.learn.misc.KMeansTrainer.initialization_method_type attribute)

P

plda_base (bob.learn.misc.PLDAMachine attribute) PLDABase (class in bob.learn.misc)

PLDAMachine (class in bob.learn.misc) PLDATrainer (class in bob.learn.misc)

R

RANDOM (bob.learn.misc.KMeansTrainer attribute) (bob.learn.misc.KMeansTrainer.initialization_method_type attribute) RANDOM_F (bob.learn.misc.PLDATrainer attribute) RANDOM_G (bob.learn.misc.PLDATrainer attribute) RANDOM_NO_DUPLICATE (bob.learn.misc.KMeansTrainer attribute) (bob.learn.misc.KMeansTrainer.initialization_method_type attribute)

RANDOM_SIGMA (bob.learn.misc.PLDATrainer attribute) real (bob.learn.misc.KMeansTrainer.initialization_method_type attribute) resize() (bob.learn.misc.Gaussian method) (bob.learn.misc.GMMMachine method) (bob.learn.misc.GMMStats method) (bob.learn.misc.ISVBase method) (bob.learn.misc.IVectorMachine method) (bob.learn.misc.JFABase method) (bob.learn.misc.KMeansMachine method) (bob.learn.misc.PLDABase method) rng (bob.learn.misc.EMPCATrainer attribute) (bob.learn.misc.EMTrainerIVector attribute) (bob.learn.misc.EMTrainerKMeans attribute) (bob.learn.misc.EMTrainerLinear attribute) (bob.learn.misc.EMTrainerPLDA attribute) (bob.learn.misc.ISVTrainer attribute) (bob.learn.misc.IVectorTrainer attribute) (bob.learn.misc.JFATrainer attribute) (bob.learn.misc.KMeansTrainer attribute) (bob.learn.misc.PLDATrainer attribute)

S

save() (bob.learn.misc.Gaussian method) (bob.learn.misc.GMMMachine method) (bob.learn.misc.GMMStats method) (bob.learn.misc.ISVBase method) (bob.learn.misc.ISVMachine method) (bob.learn.misc.IVectorMachine method) (bob.learn.misc.JFABase method) (bob.learn.misc.JFAMachine method) (bob.learn.misc.KMeansMachine method) (bob.learn.misc.PLDABase method) (bob.learn.misc.PLDAMachine method) set_mean() (bob.learn.misc.KMeansMachine method) set_prior_gmm() (bob.learn.misc.MAP_GMMTrainer method) set_t3_map() (bob.learn.misc.MAP_GMMTrainer method) set_variance_thresholds() (bob.learn.misc.Gaussian method) (bob.learn.misc.GMMMachine method)

shape (bob.learn.misc.Gaussian attribute) (bob.learn.misc.GMMMachine attribute) sigma (bob.learn.misc.IVectorMachine attribute) (bob.learn.misc.PLDABase attribute) sigma2 (bob.learn.misc.EMPCATrainer attribute) sum_px (bob.learn.misc.GMMStats attribute) sum_pxx (bob.learn.misc.GMMStats attribute)

T

t (bob.learn.misc.GMMStats attribute) (bob.learn.misc.IVectorMachine attribute) tnorm() (in module bob.learn.misc)

train() (bob.learn.misc.EMPCATrainer method) (bob.learn.misc.EMTrainerGMM method) (bob.learn.misc.EMTrainerIVector method) (bob.learn.misc.EMTrainerKMeans method) (bob.learn.misc.EMTrainerLinear method) (bob.learn.misc.EMTrainerPLDA method) (bob.learn.misc.GMMTrainer method) (bob.learn.misc.ISVTrainer method) (bob.learn.misc.IVectorTrainer method) (bob.learn.misc.JFATrainer method) (bob.learn.misc.KMeansTrainer method) (bob.learn.misc.MAP_GMMTrainer method) (bob.learn.misc.ML_GMMTrainer method) (bob.learn.misc.PLDATrainer method) train_loop() (bob.learn.misc.JFATrainer method)

U

u (bob.learn.misc.ISVBase attribute) (bob.learn.misc.JFABase attribute) ubm (bob.learn.misc.ISVBase attribute) (bob.learn.misc.IVectorMachine attribute) (bob.learn.misc.JFABase attribute) unset_t3_map() (bob.learn.misc.MAP_GMMTrainer method)

update_gaussian() (bob.learn.misc.GMMMachine method) use_sum_second_order (bob.learn.misc.PLDATrainer attribute)

V

v (bob.learn.misc.JFABase attribute) values (bob.learn.misc.KMeansTrainer.initialization_method_type attribute) variance (bob.learn.misc.Gaussian attribute) VARIANCE_DATA (bob.learn.misc.PLDATrainer attribute) VARIANCE_G (bob.learn.misc.PLDATrainer attribute)

variance_supervector (bob.learn.misc.GMMMachine attribute) variance_threshold (bob.learn.misc.IVectorMachine attribute) (bob.learn.misc.PLDABase attribute) variance_thresholds (bob.learn.misc.Gaussian attribute) (bob.learn.misc.GMMMachine attribute) variances (bob.learn.misc.GMMMachine attribute)

W

w_sum_xit_beta_xi (bob.learn.misc.PLDAMachine attribute) weighted_sum (bob.learn.misc.PLDAMachine attribute)

weights (bob.learn.misc.GMMMachine attribute) WITHIN_SCATTER (bob.learn.misc.PLDATrainer attribute)

Y

y (bob.learn.misc.JFAMachine attribute)

Z

z (bob.learn.misc.ISVMachine attribute) (bob.learn.misc.JFAMachine attribute) z_first_order (bob.learn.misc.PLDATrainer attribute) z_second_order (bob.learn.misc.PLDATrainer attribute) z_second_order_sum (bob.learn.misc.PLDATrainer attribute)

zeroeth_order_statistics (bob.learn.misc.KMeansTrainer attribute) znorm() (in module bob.learn.misc) ztnorm() (in module bob.learn.misc) ztnorm_same_value() (in module bob.learn.misc)