dit
General Information
Install
Notation
Distributions
Operations
dit.util.testing.distributions()
Finding Examples
Optimization
Information Measures
Symbolic
Information Profiles
Visualization
Rate Distortion Theory
Information Bottleneck
See Also
APIs
The Gray-Wyner Network
APIs
Coding
APIs
Channels
APIs
Partial Information Decomposition
(Stumbling Blocks) On the Road to Understanding Multivariate Information Theory
References
dit
Index
Index
_
|
A
|
B
|
C
|
D
|
E
|
F
|
G
|
H
|
I
|
J
|
K
|
L
|
M
|
N
|
P
|
Q
|
R
|
S
|
T
|
U
|
V
|
W
|
Z
_
__init__() (Distribution method)
A
atoms (InformationUpsetPlot attribute)
average_length() (SymbolCode method)
B
binary_asymmetric_channel() (in module dit.example_channels)
binary_erasure_channel() (in module dit.example_channels)
binary_symmetric_channel() (in module dit.example_channels)
binary_symmetric_erasure_channel() (in module dit.example_channels)
built-in function
dit.util.testing.distributions()
C
caekl_mutual_information() (in module dit.multivariate.caekl_mutual_information)
capacity_gap() (ChannelCoding method)
ChannelCoding (class in dit.coding)
codewords() (LinearCode method)
coinformation() (in module dit.multivariate.coinformation)
condition_on() (Distribution method)
conditional_cumulative_residual_entropy() (in module dit.other.cumulative_residual_entropy)
conditional_entropy() (in module dit.shannon.shannon)
conditional_generalized_cumulative_residual_entropy() (in module dit.other.cumulative_residual_entropy)
convolutional() (in module dit.coding)
ConvolutionalCode (class in dit.coding)
copy_mutual_information() (in module dit.divergences.copy_mutual_information)
corner_points() (GrayWynerNetwork method)
coupling_metric() (in module dit.divergences.coupling_metrics)
coupling_min_residual_entropy() (in module dit.divergences.coupling_metrics)
cross_caekl_mutual_information() (in module dit.multivariate.cross_mutual_information)
cross_coinformation() (in module dit.multivariate.cross_mutual_information)
cross_dual_total_correlation() (in module dit.multivariate.cross_mutual_information)
cross_entropy() (in module dit.divergences.cross_entropy)
cross_total_correlation() (in module dit.multivariate.cross_mutual_information)
cumulative_residual_entropy() (in module dit.other.cumulative_residual_entropy)
D
decode() (ChannelCoding method)
(ConvolutionalCode method)
(LDPCCode method)
(LinearCode method)
(PolarCode method)
(PolarSourceCode method)
(SourceCoding method)
(SymbolCode method)
(TunstallCode method)
degrees_of_freedom() (in module dit.algorithms)
delta_k() (in module dit.multivariate.delta_gamma)
DeterministicInformationBottleneck (class in dit.rate_distortion)
deweese_caekl_mutual_information() (in module dit.multivariate.deweese)
deweese_coinformation() (in module dit.multivariate.deweese)
deweese_dual_total_correlation() (in module dit.multivariate.deweese)
deweese_total_correlation() (in module dit.multivariate.deweese)
dimension (LinearCode property)
directed_kamath_common_information() (in module dit.multivariate.common_informations.kamath_common_information)
disequilibrium() (in module dit.other.disequilibrium)
dist (InformationUpsetPlot attribute)
dit
module
dit.algorithms.distribution_optimizers
module
dit.algorithms.lattice
module
dit.algorithms.minimal_sufficient_statistic
module
dit.coding
module
dit.divergences
module
dit.divergences.copy_mutual_information
module
dit.divergences.coupling_metrics
module
dit.divergences.cross_entropy
module
dit.divergences.earth_movers_distance
module
dit.divergences.jensen_shannon_divergence
module
dit.divergences.kullback_leibler_divergence
module
dit.example_channels
module
dit.multivariate
module
dit.multivariate.caekl_mutual_information
module
dit.multivariate.cohesion
module
dit.multivariate.coinformation
module
dit.multivariate.common_informations.exact_common_information
module
dit.multivariate.common_informations.functional_common_information
module
dit.multivariate.common_informations.gk_common_information
module
dit.multivariate.common_informations.kamath_common_information
module
dit.multivariate.common_informations.maxent_function
module
dit.multivariate.common_informations.mss_common_information
module
dit.multivariate.common_informations.wyner_common_information
module
dit.multivariate.cross_mutual_information
module
dit.multivariate.delta_gamma
module
dit.multivariate.deweese
module
dit.multivariate.dual_total_correlation
module
dit.multivariate.entropy
module
dit.multivariate.interaction_information
module
dit.multivariate.necessary_conditional_entropy
module
dit.multivariate.s_information
module
dit.multivariate.secret_key_agreement
module
dit.multivariate.secret_key_agreement.interactive_intrinsic_mutual_informations
module
dit.multivariate.secret_key_agreement.intrinsic_mutual_informations
module
dit.multivariate.secret_key_agreement.minimal_intrinsic_mutual_informations
module
dit.multivariate.secret_key_agreement.no_communication
module
dit.multivariate.secret_key_agreement.one_way_skar
module
dit.multivariate.secret_key_agreement.reduced_intrinsic_mutual_informations
module
dit.multivariate.secret_key_agreement.secrecy_capacity
module
dit.multivariate.secret_key_agreement.skar_lower_bounds
module
dit.multivariate.secret_key_agreement.trivial_bounds
module
dit.multivariate.secret_key_agreement.two_part_intrinsic_mutual_informations
module
dit.multivariate.secret_key_agreement.two_way_skar
module
dit.multivariate.total_correlation
module
dit.multivariate.transmission
module
dit.multivariate.tse_complexity
module
dit.other
module
dit.other.cumulative_residual_entropy
module
dit.other.disequilibrium
module
dit.other.extropy
module
dit.other.lautum_information
module
dit.other.negentropy
module
dit.other.perplexity
module
dit.other.renyi_entropy
module
dit.other.sibson_mutual_information
module
dit.other.tsallis_entropy
module
dit.pid
module
dit.pid.hcs
module
dit.pid.ibroja
module
dit.pid.iccs
module
dit.pid.ict
module
dit.pid.ideg
module
dit.pid.idelta
module
dit.pid.ideltalambda
module
dit.pid.idep
module
dit.pid.igh
module
dit.pid.iig
module
dit.pid.iipid
module
dit.pid.imc
module
dit.pid.imes
module
dit.pid.imin
module
dit.pid.immi
module
dit.pid.ipm
module
dit.pid.iprec
module
dit.pid.iproj
module
dit.pid.ira
module
dit.pid.irav
module
dit.pid.irdr
module
dit.pid.irr
module
dit.pid.iskar
module
dit.pid.isx
module
dit.pid.iwedge
module
dit.profiles
module
dit.profiles.complexity_profile
module
dit.profiles.entropy_triangle
module
dit.profiles.information_partitions
module
dit.profiles.marginal_utility_of_information
module
dit.profiles.schneidman
module
dit.rate_distortion
module
dit.rate_distortion.gray_wyner
module
dit.shannon.shannon
module
dit.util.testing.distributions()
built-in function
dit.visualization
module
dit.visualization.upset
module
draw() (InformationUpsetPlot method)
dual_total_correlation() (in module dit.multivariate.dual_total_correlation)
E
earth_movers_distance() (in module dit.divergences.earth_movers_distance)
earth_movers_distance_coupling() (in module dit.divergences.earth_movers_distance)
efficiency() (SourceCoding method)
elias_delta() (in module dit.coding)
elias_gamma() (in module dit.coding)
elias_omega() (in module dit.coding)
encode() (ChannelCoding method)
(ConvolutionalCode method)
(LinearCode method)
(PolarSourceCode method)
(SourceCoding method)
(SymbolCode method)
(TunstallCode method)
entropy() (in module dit.multivariate.entropy)
(in module dit.shannon.shannon)
error_correcting_capability() (LinearCode method)
evaluate() (in module dit.symbolic)
exact_common_information() (in module dit.multivariate.common_informations.exact_common_information)
expected_word_length() (TunstallCode method)
extropy() (in module dit.other.extropy)
F
fano() (in module dit.coding)
fibonacci() (in module dit.coding)
functional_common_information() (in module dit.multivariate.common_informations.functional_common_information)
G
gallager() (in module dit.coding)
gamma_k() (in module dit.multivariate.delta_gamma)
generalized_cumulative_residual_entropy() (in module dit.other.cumulative_residual_entropy)
GeneralizedInformationBottleneck (class in dit.rate_distortion)
generator_matrix (LinearCode property)
gk_common_information() (in module dit.multivariate.common_informations.gk_common_information)
golay() (in module dit.coding)
golomb() (in module dit.coding)
GrayWynerCurve (class in dit.rate_distortion.gray_wyner)
GrayWynerNetwork (class in dit.rate_distortion.gray_wyner)
GrayWynerOptimizer (class in dit.rate_distortion.gray_wyner)
H
hamming() (in module dit.coding)
huffman() (in module dit.coding)
I
IBCurve (class in dit.rate_distortion)
identity_channel() (in module dit.example_channels)
InformationBottleneck (class in dit.rate_distortion)
InformationUpsetPlot (class in dit.visualization.upset)
insert_join() (in module dit.algorithms.lattice)
insert_meet() (in module dit.algorithms.lattice)
insert_mss() (in module dit.algorithms.minimal_sufficient_statistic)
interaction_information() (in module dit.multivariate.interaction_information)
is_approx_equal() (Distribution method)
is_complete() (SymbolCode method)
is_optimal() (SymbolCode method)
is_prefix_free() (SymbolCode method)
is_uniquely_decodable() (SymbolCode method)
J
jensen_shannon_divergence() (in module dit.divergences.jensen_shannon_divergence)
join() (in module dit.algorithms.lattice)
K
kamath_common_information() (in module dit.multivariate.common_informations.kamath_common_information)
kraft_sum() (SymbolCode method)
kullback_leibler_divergence() (in module dit.divergences.kullback_leibler_divergence)
L
lautum_information() (in module dit.other.lautum_information)
ldpc() (in module dit.coding)
LDPCCode (class in dit.coding)
length (LinearCode property)
length_limited_huffman() (in module dit.coding)
length_variance() (SymbolCode method)
LinearCode (class in dit.coding)
LMPR_complexity() (in module dit.other.disequilibrium)
lossy_wyner_common_information() (in module dit.rate_distortion.gray_wyner)
M
marginal() (Distribution method)
marginalize() (Distribution method)
max_caekl_coupling() (in module dit.divergences.coupling_metrics)
max_dual_total_correlation_coupling() (in module dit.divergences.coupling_metrics)
max_total_correlation_coupling() (in module dit.divergences.coupling_metrics)
maxent_function() (in module dit.multivariate.common_informations.maxent_function)
maximal_leakage() (in module dit.other.sibson_mutual_information)
meet() (in module dit.algorithms.lattice)
message_length (LinearCode property)
(PolarCode property)
(PolarSourceCode property)
min_residual_entropy_coupling() (in module dit.divergences.coupling_metrics)
minimum_distance() (LinearCode method)
module
dit
dit.algorithms.distribution_optimizers
dit.algorithms.lattice
dit.algorithms.minimal_sufficient_statistic
dit.coding
dit.divergences
dit.divergences.copy_mutual_information
dit.divergences.coupling_metrics
dit.divergences.cross_entropy
dit.divergences.earth_movers_distance
dit.divergences.jensen_shannon_divergence
dit.divergences.kullback_leibler_divergence
dit.example_channels
dit.multivariate
dit.multivariate.caekl_mutual_information
dit.multivariate.cohesion
dit.multivariate.coinformation
dit.multivariate.common_informations.exact_common_information
dit.multivariate.common_informations.functional_common_information
dit.multivariate.common_informations.gk_common_information
dit.multivariate.common_informations.kamath_common_information
dit.multivariate.common_informations.maxent_function
dit.multivariate.common_informations.mss_common_information
dit.multivariate.common_informations.wyner_common_information
dit.multivariate.cross_mutual_information
dit.multivariate.delta_gamma
dit.multivariate.deweese
dit.multivariate.dual_total_correlation
dit.multivariate.entropy
dit.multivariate.interaction_information
dit.multivariate.necessary_conditional_entropy
dit.multivariate.s_information
dit.multivariate.secret_key_agreement
dit.multivariate.secret_key_agreement.interactive_intrinsic_mutual_informations
dit.multivariate.secret_key_agreement.intrinsic_mutual_informations
dit.multivariate.secret_key_agreement.minimal_intrinsic_mutual_informations
dit.multivariate.secret_key_agreement.no_communication
dit.multivariate.secret_key_agreement.one_way_skar
dit.multivariate.secret_key_agreement.reduced_intrinsic_mutual_informations
dit.multivariate.secret_key_agreement.secrecy_capacity
dit.multivariate.secret_key_agreement.skar_lower_bounds
dit.multivariate.secret_key_agreement.trivial_bounds
dit.multivariate.secret_key_agreement.two_part_intrinsic_mutual_informations
dit.multivariate.secret_key_agreement.two_way_skar
dit.multivariate.total_correlation
dit.multivariate.transmission
dit.multivariate.tse_complexity
dit.other
dit.other.cumulative_residual_entropy
dit.other.disequilibrium
dit.other.extropy
dit.other.lautum_information
dit.other.negentropy
dit.other.perplexity
dit.other.renyi_entropy
dit.other.sibson_mutual_information
dit.other.tsallis_entropy
dit.pid
dit.pid.hcs
dit.pid.ibroja
dit.pid.iccs
dit.pid.ict
dit.pid.ideg
dit.pid.idelta
dit.pid.ideltalambda
dit.pid.idep
dit.pid.igh
dit.pid.iig
dit.pid.iipid
dit.pid.imc
dit.pid.imes
dit.pid.imin
dit.pid.immi
dit.pid.ipm
dit.pid.iprec
dit.pid.iproj
dit.pid.ira
dit.pid.irav
dit.pid.irdr
dit.pid.irr
dit.pid.iskar
dit.pid.isx
dit.pid.iwedge
dit.profiles
dit.profiles.complexity_profile
dit.profiles.entropy_triangle
dit.profiles.information_partitions
dit.profiles.marginal_utility_of_information
dit.profiles.schneidman
dit.rate_distortion
dit.rate_distortion.gray_wyner
dit.shannon.shannon
dit.visualization
dit.visualization.upset
mss() (in module dit.algorithms.minimal_sufficient_statistic)
mss_common_information() (in module dit.multivariate.common_informations.mss_common_information)
mutual_information() (in module dit.shannon.shannon)
N
necessary_conditional_entropy() (in module dit.multivariate.necessary_conditional_entropy)
negentropy() (in module dit.other.negentropy)
noisy_typewriter() (in module dit.example_channels)
P
parity_check() (in module dit.coding)
parity_check_matrix (LinearCode property)
partition (InformationUpsetPlot attribute)
perplexity() (in module dit.other.perplexity)
plot_maxent_function() (in module dit.multivariate.common_informations.maxent_function)
polar() (in module dit.coding)
polar_source() (in module dit.coding)
PolarCode (class in dit.coding)
PolarSourceCode (class in dit.coding)
probability_of_error() (ChannelCoding method)
Q
q_ary_erasure_channel() (in module dit.example_channels)
q_ary_symmetric_channel() (in module dit.example_channels)
R
rate() (ChannelCoding method)
(ConvolutionalCode method)
(LinearCode method)
(PolarSourceCode method)
(SourceCoding method)
(SymbolCode method)
(TunstallCode method)
rate_point() (GrayWynerNetwork method)
RDCurve (class in dit.rate_distortion)
redundancy() (SourceCoding method)
reed_muller() (in module dit.coding)
region() (GrayWynerNetwork method)
renyi_entropy() (in module dit.other.renyi_entropy)
repetition() (in module dit.coding)
residual_entropy() (in module dit.multivariate.dual_total_correlation)
rice() (in module dit.coding)
S
s_information() (in module dit.multivariate.s_information)
shannon() (in module dit.coding)
shannon_fano_elias() (in module dit.coding)
sibson_conditional_mutual_information_y_given_z() (in module dit.other.sibson_mutual_information)
sibson_conditional_mutual_information_z() (in module dit.other.sibson_mutual_information)
sibson_mutual_information() (in module dit.other.sibson_mutual_information)
sibson_mutual_information_pmf() (in module dit.other.sibson_mutual_information)
simplify() (in module dit.symbolic)
sizes (InformationUpsetPlot attribute)
source_bhattacharyya() (in module dit.coding)
source_entropy() (SourceCoding method)
source_high_entropy_set() (in module dit.coding)
source_polarization_profile() (in module dit.coding)
SourceCoding (class in dit.coding)
SymbolCode (class in dit.coding)
symbolic_distribution() (in module dit.symbolic)
symbols() (in module dit.symbolic)
T
to_string() (InformationUpsetPlot method)
total_correlation() (in module dit.multivariate.total_correlation)
transmission() (in module dit.multivariate.transmission)
tsallis_entropy() (in module dit.other.tsallis_entropy)
tse_complexity() (in module dit.multivariate.tse_complexity)
tunstall() (in module dit.coding)
TunstallCode (class in dit.coding)
U
unary() (in module dit.coding)
unit (InformationUpsetPlot attribute)
universal_code() (in module dit.coding)
useless_channel() (in module dit.example_channels)
V
variables (InformationUpsetPlot attribute)
W
weight_enumerator() (LinearCode method)
wyner_common_information() (in module dit.multivariate.common_informations.wyner_common_information)
Z
z_channel() (in module dit.example_channels)