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1、Letter AAccumulated error backpropagation累积误差逆传播Activation Function激活函数Adaptive Resonance Theory/ART自适应谐振理论Addictive model加性学习Adversarial Networks对抗网络Affine Layer仿射层Affinity matrix亲和矩阵Agent代理 / 智能体Algorithm算法Alpha-beta pruninga-p剪枝Anomaly detection异常检测Approximation近似Area Under ROC CurveAUCRoc 曲线下面积A
2、rtificial General Intelligence/AGI通用人工智能Artificial Intelligence/AI人工智能Association analysis关联分析Attention mechanism注意力机制Attribute conditional independence assumption属性条件独立性假设Attribute space属性空间Attribute value属性值Autoencoder自编码器Automatic speech recognition自动语音识别Automatic summarization自动摘要Average gradien
3、t平均梯度Average-Pooling平均池化Letter BBackpropagation Through TimeBackpropagation/BPBase learnerBase learning algorithmBatch Normalization/BNBayes decision ruleBayes Model AveragingBMABayes optimal classifierBayesian decision theoryBayesian networkBetween-class scatter matrixBiasBias-variance decompositio
4、nBias-Variance DilemmaBi-directional Long-Short TermMemory/Bi-LSTMBinary classificationBinomial testBi-partitionBoltzmann machineBootstrap samplingBootstrappingBreak-Event PointBEP通过时间的反向传播 反向传播 基学习器 基学习算法 批量归一化 贝叶斯判定准则 贝叶斯模型平均 贝叶斯最优分类器 贝叶斯决策论 贝叶斯网络 类间散度矩阵 偏置 / 偏差 偏差-方差分解 偏差-方差困境双向长短期记忆二分类 二项检验 二分法
5、玻尔兹曼机 自助采样法可重复采样有放 回采样 自助法 平衡点Letter CCalibrationCascade-CorrelationCategorical attribute校准级联相关离散属性Class-conditional probability类条件概率Classification and regressiontree/CART分类与回归树Classifier分类器Class-imbalance类别不平衡Closed -form闭式Cluster簇/类/集群Cluster analysis聚类分析Clustering聚类Clustering ensemble聚类集成Co-adapt
6、ing共适应Coding matrix编码矩阵COLT国际学习理论会议Committee-based learning基于委员会的学习Competitive learning竞争型学习Component learner组件学习器Comprehensibility可解释性Computation Cost计算成本Computational Linguistics计算语言学Computer vision计算机视觉Concept drift概念漂移Concept Learning System /CLS概念学习系统Conditional entropy条件熵Conditional mutual inf
7、ormationConditional Probability TableCPT条件互信息条件概率表Conditional random field/CRF条件随机场Conditional risk条件风险Confidence置信度Confusion matrix混淆矩阵Connection weight连接权Connectionism连结主义Consistency一致性相合性Contingency table列联表Continuous attribute连续属性Convergence收敛Conversational agent会话智能体Convex quadratic programming
8、凸二次规划Convexity凸性Convolutional neural network/CNN 卷积神经网络Co-occurrence同现Correlation coefficient相关系数Cosine similarity余弦相似度Cost curve成本曲线Cost Function成本函数Cost matrix成本矩阵Cost-sensitive成本敏感Cross entropy交叉熵Cross validation交叉验证Crowdsourcing众包Curse of dimensionality维数灾难Cut point截断点Cutting plane algorithm割平面法
9、Letter DData mining数据挖掘Data set数据集决策边界决策树桩 决策树判定树演绎深度信念网络深度卷积生成对抗网络深度学习深度神经网络深度 Q 学习深度 Q 网络密度估计密度聚类 可微分神经计算机降维算法有向边不合度量判别模型判别器距离度量距离度量学习分布散度 多样性度量差异性度量 领域自适应下采样有向分离Decision BoundaryDecision stumpDecision treeDeductionDeep Belief NetworkDeep Convolutional GenerativeAdversarial Network/DCGANDeep learn
10、ingDeep neural network/DNNDeep Q-LearningDeep Q-NetworkDensity estimationDensity-based clusteringDifferentiable neural computerDimensionality reductionalgorithmDirected edgeDisagreement measureDiscriminative modelDiscriminatorDistance measureDistance metric learningDistributionDivergenceDiversity me
11、asureDomain adaptionDownsamplingD-separation (Directedseparation)Dual problem对偶问题Dummy node哑结点Dynamic Fusion动态融合Dynamic programming动态规划Letter EEigenvalue decompositionEmbeddingEmotional analysisEmpirical conditional entropyEmpirical entropyEmpirical errorEmpirical riskEnd-to-EndEnergy-based modelEns
12、emble learningEnsemble pruning特征值分解 嵌入 情绪分析 经验条件熵 经验熵 经验误差 经验风险 端到端 基于能量的模型 集成学习 集成修剪Error Correcting Output Codes 纠错输出码ECOCError-ambiguity decomposition误差-分歧分解Euclidean distance欧氏距离Evolutionary computation演化计算Expectation-Maximization期望最大化Expected loss期望损失Exploding Gradient Problem梯度爆炸问题Exponential
13、loss function指数损失函数Extreme Learning Machine/ELM超限学习机Error rate错误率Letter FFactorization因子分解False negative假负类False positive假正类False Positive Rate/FPR假正例率Feature engineering特征工程Feature selection特征选择Feature vector特征向量Featured Learning特征学习Feedforward Neural Networks/FNN前馈神经网络Fine-tuning微调Flipping output翻
14、转法Fluctuation震荡Forward stagewise algorithm前向分步算法Frequentist频率主义学派Full-rank matrix满秩矩阵Functional neuron功能神经元Letter GGain ratio增益率Game theory博弈论Gaussian kernel function高斯核函数Gaussian Mixture Model高斯混合模型General Problem Solving通用问题求解Generalization泛化Generalization error泛化误差Generalization error bound泛化误差上界Generalized Lagrange function广义拉格朗日函数Generalized linear model广义线性模型Generalized Rayleigh qu
