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terminology.tex
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terminology.tex
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\newglossaryentry{DL}
{
name=深度学习,
description={deep learning},
sort={deep learning},
}
\newglossaryentry{knowledge_base}
{
name=知识图谱,
description={knowledge base},
sort={knowledge base},
}
\newglossaryentry{ML}
{
name=机器学习,
description={machine learning},
sort={machine learning},
}
\newglossaryentry{ML_model}
{
name=机器学习模型,
description={machine learning model}
}
\newglossaryentry{logistic_regression}
{
name=逻辑回归,
description={logistic regression},
sort={logistic regression},
}
\newglossaryentry{AI}
{
name=人工智能,
description={artificial intelligence},
sort={artificial intelligence},
symbol={AI}
}
\newglossaryentry{naive_bayes}
{
name=朴素贝叶斯,
description={naive Bayes},
sort={naive Bayes},
}
\newglossaryentry{representation}
{
name=表示,
description={representation},
sort={representation},
}
\newglossaryentry{representation_learning}
{
name=表示学习,
description={representation learning},
sort={representation learning},
}
\newglossaryentry{REPRESENTATION_LEARNING}
{
name=表示学习,
description={REPRESENTATION LEARNING}
}
\newglossaryentry{AE}
{
name=自动编码器,
description={autoencoder},
sort={autoencoder},
}
\newglossaryentry{encoder}
{
name=编码器,
description={encoder},
sort={encoder},
}
\newglossaryentry{decoder}
{
name=解码器,
description={decoder},
sort={decoder},
}
\newglossaryentry{MLP}
{
name=多层感知机,
description={multilayer perceptron},
sort={multilayer perceptron},
symbol={MLP}
}
\newglossaryentry{cybernetics}
{
name=控制论,
description={cybernetics},
sort={cybernetics},
}
\newglossaryentry{connectionism}
{
name=连接机制,
description={connectionism},
sort={connectionism},
}
\newglossaryentry{ANN}
{
name=人工神经网络,
description={artificial neural networks},
sort={artificial neural networks},
symbol={ANN}
}
\newglossaryentry{NN}
{
name=神经网络,
description={neural networks},
sort={neural networks},
}
\newglossaryentry{SGD}
{
name=随机梯度下降,
description={stochastic gradient descent},
sort={stochastic gradient descent},
symbol={SGD}
}
\newglossaryentry{linear_model}
{
name=线性模型,
description={linear model},
sort={linear model},
}
\newglossaryentry{linear_regression}
{
name=线性回归,
description={linear regression},
sort={linear regression},
}
\newglossaryentry{ReLU}
{
name=修正线性单元,
description={rectified linear unit},
sort={rectified linear unit},
symbol={ReLU}
}
\newglossaryentry{distributed_representation}
{
name=分布式表示,
description={distributed representation},
sort={distributed representation},
}
\newglossaryentry{hidden_unit}
{
name=隐藏单元,
description={hidden unit},
sort={hidden unit},
}
\newglossaryentry{LSTM}
{
name=长短期记忆,
description={long short-term memory},
sort={long short-term memory},
symbol={LSTM}
}
\newglossaryentry{DBN}
{
name=深度信念网络,
description={deep belief network},
sort={deep belief network},
symbol={DBN}
}
\newglossaryentry{RNN}
{
name=循环神经网络,
description={recurrent neural network},
sort={recurrent neural network},
symbol={RNN}
}
\newglossaryentry{RL}
{
name=强化学习,
description={reinforcement learning},
sort={reinforcement learning},
}
\newglossaryentry{inference}
{
name=推断,
description={inference},
sort={inference},
}
\newglossaryentry{overflow}
{
name=上溢,
description={overflow},
sort={overflow},
}
\newglossaryentry{underflow}
{
name=下溢,
description={underflow},
sort={underflow},
}
\newglossaryentry{softmax}
{
name=softmax函数,
description={softmax function},
sort={softmax function},
}
\newglossaryentry{softmax_unit}
{
name=softmax单元,
description={softmax unit}
}
\newglossaryentry{softmax_chap11}
{
name=softmax,
description={softmax}
}
\newglossaryentry{multinoulli}
{
name=multinoulli分布,
description={multinoulli distribution},
sort={multinoulli distribution},
}
\newglossaryentry{poor_conditioning}
{
name=病态条件数,
description={Poor Conditioning},
sort={Poor Conditioning},
}
\newglossaryentry{objective_function}
{
name=目标函数,
description={objective function},
sort={objective function},
}
\newglossaryentry{criterion}
{
name=判据,
description={criterion},
sort={criterion},
}
\newglossaryentry{cost_function}
{
name=代价函数,
description={cost function},
sort={cost function},
}
\newglossaryentry{loss_function}
{
name=损失函数,
description={loss function},
sort={loss function},
}
\newglossaryentry{error_function}
{
name=误差函数,
description={error function},
sort={error function},
}
\newglossaryentry{GD}
{
name=梯度下降,
description={gradient descent},
sort={gradient descent},
}
\newglossaryentry{derivative}
{
name=导数,
description={derivative},
sort={derivative},
}
\newglossaryentry{critical_points}
{
name=临界点,
description={critical points},
sort={critical points},
}
\newglossaryentry{stationary_point}
{
name=驻点,
description={stationary point},
sort={stationary point},
}
\newglossaryentry{local_minimum}
{
name=局部极小点,
description={local minimum},
sort={local minimum},
}
\newglossaryentry{local_minima}
{
name=局部极小值,
description={local minima}
}
\newglossaryentry{local_maximum}
{
name=局部极大点,
description={local maximum},
sort={local maximum},
}
\newglossaryentry{saddle_points}
{
name=鞍点,
description={saddle points},
sort={saddle points},
}
\newglossaryentry{global_minimum}
{
name=全局最小点,
description={global minimum},
sort={global minimum},
}
\newglossaryentry{partial_derivatives}
{
name=偏导数,
description={partial derivatives},
sort={partial derivatives},
}
\newglossaryentry{gradient}
{
name=梯度,
description={gradient},
sort={gradient},
}
\newglossaryentry{directional_derivative}
{
name=方向导数,
description={directional derivative},
sort={directional derivative},
}
\newglossaryentry{line_search}
{
name=线搜索,
description={line search},
sort={line search},
}
\newglossaryentry{example}
{
name=样例,
description={example},
sort={example},
}
\newglossaryentry{hill_climbing}
{
name=爬山,
description={hill climbing},
sort={hill climbing},
}
\newglossaryentry{jacobian}
{
name=雅各比,
description={Jacobian},
sort={Jacobian},
}
\newglossaryentry{hessian}
{
name=海森,
description={Hessian},
sort={Hessian},
}
\newglossaryentry{second_derivative}
{
name=二阶导数,
description={second derivative},
sort={second derivative},
}
\newglossaryentry{curvature}
{
name=曲率,
description={curvature},
sort={curvature},
}
\newglossaryentry{taylor}
{
name=泰勒,
description={taylor},
sort={taylor},
}
\newglossaryentry{second_derivative_test}
{
name=二阶导数测试,
description={second derivative test},
sort={second derivative test},
}
\newglossaryentry{newton_method}
{
name=牛顿法,
description={Newton's method},
sort={Newton's method},
}
\newglossaryentry{lipschitz}
{
name=Lipschitz,
description={Lipschitz},
sort={Lipschitz},
}
\newglossaryentry{lipschitz_continuous}
{
name=Lipschitz连续,
description={Lipschitz continuous},
sort={Lipschitz continuous},
}
\newglossaryentry{lipschitz_constant}
{
name=Lipschitz常数,
description={Lipschitz constant},
sort={Lipschitz constant},
}
\newglossaryentry{convex_optimization}
{
name=凸优化,
description={Convex optimization},
sort={Convex optimization},
}
\newglossaryentry{constrained_optimization}
{
name=约束优化,
description={constrained optimization},
sort={constrained optimization},
}
\newglossaryentry{feasible}
{
name=可行,
description={feasible},
sort={feasible},
}
\newglossaryentry{KKT}
{
name=Karush–Kuhn–Tucker,
description={Karush–Kuhn–Tucker},
sort={Karush–Kuhn–Tucker},
symbol=KKT
}
\newglossaryentry{generalized_lagrangian}
{
name=广义Lagrangian,
description={generalized Lagrangian},
sort={generalized Lagrangian},
}
\newglossaryentry{generalized_lagrange_function}
{
name=广义Lagrange函数,
description={generalized Lagrange function},
sort={generalized Lagrange function},
}
\newglossaryentry{equality_constraints}
{
name=等式约束,
description={equality constraints},
sort={equality constraints},
}
\newglossaryentry{inequality_constraints}
{
name=不等式约束,
description={inequality constraints},
sort={inequality constraints},
}
\newglossaryentry{regularization}
{
name=正则化,
description={regularization},
sort={regularization},
}
\newglossaryentry{regularizer}
{
name=正则化项,
description={regularizer}
}
\newglossaryentry{generalization}
{
name=泛化,
description={generalization},
sort={generalization},
}
\newglossaryentry{underfitting}
{
name=欠拟合,
description={underfitting},
sort={underfitting},
}
\newglossaryentry{overfitting}
{
name=过拟合,
description={overfitting},
sort={overfitting},
}
\newglossaryentry{bias_sta}
{
name=偏差,
description={bias in statistics},
sort={bias in statistics},
}
\newglossaryentry{bias_aff}
{
name=偏置,
description={bias in affine function},
sort={bias in affine function},
}
\newglossaryentry{variance}
{
name=方差,
description={variance},
sort={variance},
}
\newglossaryentry{ensemble}
{
name=集成,
description={ensemble},
sort={ensemble},
}
\newglossaryentry{estimator}
{
name=估计量,
description={estimator},
sort={estimator},
}
\newglossaryentry{weight_decay}
{
name=权重衰减,
description={weight decay},
sort={weight decay},
}
\newglossaryentry{ridge_regression}
{
name=岭回归,
description={ridge regression},
sort={ridge regression},
}
\newglossaryentry{tikhonov_regularization}
{
name=Tikhonov正则,
description={Tikhonov regularization},
sort={Tikhonov regularization},
}
\newglossaryentry{covariance}
{
name=协方差,
description={covariance},
sort={covariance},
}
\newglossaryentry{sparse}
{
name=稀疏,
description={sparse},
sort={sparse},
}
\newglossaryentry{feature_selection}
{
name=特征选择,
description={feature selection},
sort={feature selection},
}
\newglossaryentry{MAP}
{
name=最大后验,
description={Maximum A Posteriori},
sort={Maximum A Posteriori},
symbol={MAP}
}
\newglossaryentry{pooling}
{
name=池化,
description={pooling},
sort={pooling},
}
\newglossaryentry{dropout}
{
name=dropout,
description={dropout},
sort={dropout},
}
\newglossaryentry{monte_carlo}
{
name=蒙特卡罗,
description={Monte Carlo},
sort={Monte Carlo},
}
\newglossaryentry{MONTE_CARLO}
{
name=蒙特卡罗,
description={Monte Carlo},
sort={Monte Carlo},
}
\newglossaryentry{early_stopping}
{
name=提前终止,
description={early stopping},
sort={early stopping},
}
\newglossaryentry{CNN}
{
name=卷积神经网络,
description={convolutional neural network},
sort={convolutional neural network},
symbol={CNN}
}
\newglossaryentry{mcmc}
{
name=马尔可夫链蒙特卡罗,
description={Markov Chain Monte Carlo},
symbol={MCMC},
sort={Markov Chain Monte Carlo},
}
\newglossaryentry{markov_chain}
{
name=马尔可夫链,
description={Markov Chain},
sort={Markov Chain},
}
\newglossaryentry{harris_chain}
{
name=哈里斯链,
description={Harris Chain},
sort={Harris Chain},
}
\newglossaryentry{minibatch}
{
name=minibatch,
description={minibatch},
sort={minibatch},
}
\newglossaryentry{importance_sampling}
{
name=重要采样,
description={Importance Sampling},
sort={Importance Sampling},
}
\newglossaryentry{undirected_model}
{
name=无向模型,
description={undirected Model},
sort={undirected Model},
}
\newglossaryentry{partition_function}
{
name=分割函数,
description={Partition Function},
sort={Partition Function},
}
\newglossaryentry{law_of_large_numbers}
{
name=大数定理,
description={Law of large number},
sort={Law of large number},
}
\newglossaryentry{central_limit_theorem}
{
name=中心极限定理,
description={central limit theorem},
sort={central limit theorem},
}
\newglossaryentry{energy_based_model}
{
name=基于能量的模型,
description={Energy-based model},
sort={Energy-based model},
}
\newglossaryentry{tempering}
{
name=回火,
description={tempering},
sort={tempering},
}
\newglossaryentry{biased_importance_sampling}
{
name=有偏重要采样,
description={biased importance sampling},
sort={biased importance sampling},
}
\newglossaryentry{VAE}
{
name=变分自编码,
description={variational auto-encoder},
sort={variational auto-encoder},
}
\newglossaryentry{CV}
{
name=计算机视觉,
description={Computer Vision},
sort={Computer Vision},
}
\newglossaryentry{SR}
{
name=语音识别,
description={Speech Recognition},
sort={Speech Recognition},
}
\newglossaryentry{NLP}
{
name=自然语言处理,
description={Natural Language Processing},
sort={Natural Language Processing},
symbol={NLP}
}
\newglossaryentry{RBM}
{
name=受限玻耳兹曼机,
description={Restricted Boltzmann Machine},
sort={Restricted Boltzmann Machine},
symbol={RBM}
}
\newglossaryentry{discriminative_RBM}
{
name=辨别RBM,
description={discriminative RBM},
}
\newglossaryentry{Boltzmann}
{
name=玻耳兹曼,
description={Boltzmann},
sort={Boltzmann},
}
\newglossaryentry{BM}
{
name=玻耳兹曼机,
description={Boltzmann Machine},
sort={Boltzmann Machine},
}
\newglossaryentry{DBM}
{
name=深度玻耳兹曼机,
description={Deep Boltzmann Machine},
sort={Deep Boltzmann Machine},
symbol={DBM}
}
\newglossaryentry{directed_model}
{
name=有向模型,
description={Directed Model},
sort={Directed Model},
}
\newglossaryentry{ancestral_sampling}
{
name=原始采样,
description={Ancestral Sampling},
sort={Ancestral Sampling},
}
\newglossaryentry{stochastic_matrix}
{
name=随机矩阵,
description={Stochastic Matrix},
sort={Stochastic Matrix},
}
\newglossaryentry{stationary_distribution}
{
name=静态分布,
description={Stationary Distribution},
sort={Stationary Distribution},
}
\newglossaryentry{equilibrium_distribution}
{
name=平衡分布,
description={Equilibrium Distribution},
sort={Equilibrium Distribution},
}
\newglossaryentry{index}
{
name=指标,
description={index of matrix},
sort={index of matrix},
}
\newglossaryentry{burn_in}
{
name=预烧,
description={Burning-in},
sort={Burning-in},
}
\newglossaryentry{mixing_time}
{
name=混合时间,
description={Mixing Time},
sort={Mixing Time},
}
\newglossaryentry{mixing}
{
name=混合,
description={Mixing},
sort={Mixing},
}
\newglossaryentry{gibbs_sampling}
{
name=吉布斯采样,
description={Gibbs Sampling},
sort={Gibbs Sampling},
}
\newglossaryentry{block_gibbs_sampling}
{
name=块吉布斯采样,
description={block Gibbs Sampling},
sort={block Gibbs Sampling},
}
\newglossaryentry{gibbs_steps}
{
name=吉布斯步数,
description={Gibbs steps}
}
\newglossaryentry{bagging}
{
name=Bagging,
description={bootstrap aggregating},
sort={bagging},
}
\newglossaryentry{mask}
{
name=掩码,
description={mask},
sort={mask},
}
\newglossaryentry{batch_normalization}
{
name=batch normalization,
description={batch normalization},
sort={batch normalization},
}
\newglossaryentry{parameter_sharing}
{
name=参数共享,
description={parameter sharing},
sort={parameter sharing},
}
\newglossaryentry{KL}
{
name=KL散度,
description={KL divergence},
sort={KL},
}
\newglossaryentry{temperature}
{
name=温度,
description={temperature},
sort={temperature},
}
\newglossaryentry{critical_temperatures}
{
name=临界温度,
description={critical temperatures},
sort={critical temperatures},
}
\newglossaryentry{parallel_tempering}
{
name=并行回火,
description={parallel tempering},
sort={parallel tempering},
}
\newglossaryentry{ASR}
{
name=自动语音识别,
description={Automatic Speech Recognition},
sort={Automatic Speech Recognition},
symbol={ASR}
}
\newglossaryentry{GP_GPU}
{
name=通用GPU,
description={general purpose GPU},
sort={general purpose GPU},
}
\newglossaryentry{coalesced}
{
name=级联,
description={coalesced},
sort={coalesced},
}
\newglossaryentry{warp}
{
name=warp,