本书常见缩写列表
本书常见缩写列表¶
缩写 |
原文 |
含义 |
|---|---|---|
cdf |
Cumulative distribution function |
累积分布函数 |
CPD |
Conditional probability distribution |
条件概率分布 |
CPT |
Conditional probability table |
条件概率表 |
CRF |
Conditional random field |
条件随机域 |
DAG |
Directed acyclic graphic |
定向无环图 |
DGM |
Directed graphical model |
定向图模型 |
EB |
Empirical Bayes |
经验贝叶斯 |
EM |
Expectation maximization algorithm |
期望最大化算法 |
EP |
Expectation propagation |
期望传播 |
GLM |
Generalized linear model |
广义线性模型 |
GMM |
Gaussian mixture model |
高斯混合模型 |
HMM |
Hidden Markov model |
隐性马尔科夫模型 |
iid |
Independent and identically distributed |
独立同分布 |
iff |
If and only if |
当且仅当 |
KL |
Kullback Leibler divergence |
KL 散度 |
LDS |
Linear dynamical system |
线性动力系统 |
LHS |
Left hand side (of an equation) |
等式左边 |
MAP |
Maximum A Posterior estimate |
最大后验估计 |
MCMC |
Markov chain Monte Carlo |
马尔科夫链蒙特卡罗方法 |
MH |
Metropolis Hastings |
MH 算法 |
MLE |
Maximum likelihood estimate |
最大似然估计 |
MPM |
Maximum of Posterior Marginals |
最大后验边缘 |
MRF |
Markov random field |
马尔科夫随机域 |
MSE |
Mean squared error |
均方误差 |
NLL |
Negative log likelihood |
负对数似然率 |
OLS |
Ordinary least squares |
普通最小二乘法 |
pd |
Positive definite (matrix) |
正定（矩阵） |
Probability density function |
概率密度函数 |
|
pmf |
Probability mass function |
概率质量函数 |
RBPF |
Rao-Blackwellised particle filter |
Rao-Blackwell 化粒子滤波算法 |
RHS |
Right hand side (of an equation |
等式右边 |
RJMCMC |
Reversible jump MCMC |
可逆跳变马尔科夫链蒙特卡罗方法 |
RSS |
Residual sum of squares |
残差平方和 |
SLDS |
Switching linear dynamical system |
可切换线性动力系统 |
SSE |
Sum of squared errors |
误差平方和 |
UGM |
Undirected graphical model |
无向图模型 |
VB |
Variational Bayes |
变分贝叶斯 |
wrt |
With respect to |
关于 |