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Abbreviations.md

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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)
pdf 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