src/main/java/
└── com/yishape/lab/
├── audio/ # 音频处理模块 / Audio Processing Module
│ ├── AudioPlots.java # 音频绘图 / Audio Plots
│ ├── Audios.java # 音频处理入口类 / Audio Processing Entry Class
│ ├── analysis/ # 音频分析 / Audio Analysis
│ │ ├── AbstractAudioAnalyzer.java # 抽象音频分析器 / Abstract Audio Analyzer
│ │ ├── FFTProcessor.java # FFT处理器 / FFT Processor
│ │ ├── IAudioAnalyzer.java # 音频分析接口 / Audio Analyzer Interface
│ │ ├── PitchDetector.java # 音高检测器 / Pitch Detector
│ │ ├── STFTAnalyzer.java # 短时傅里叶变换分析器 / STFT Analyzer
│ │ └── SpectrumAnalyzer.java # 频谱分析器 / Spectrum Analyzer
│ ├── core/ # 核心类 / Core Classes
│ │ ├── AudioData.java # 音频数据类 / Audio Data Class
│ │ ├── AudioFormat.java # 音频格式类 / Audio Format Class
│ │ ├── AudioIO.java # 音频输入输出 / Audio I/O
│ │ ├── AudioProcessor.java # 音频处理器 / Audio Processor
│ │ ├── AudioQuality.java # 音频质量类 / Audio Quality Class
│ │ ├── AudioStatistics.java # 音频统计类 / Audio Statistics Class
│ │ ├── AudioUtil.java # 音频工具类 / Audio Utilities Class
│ │ ├── CompressionSettings.java # 压缩设置 / Compression Settings
│ │ ├── EqualizerBand.java # 均衡器频段 / Equalizer Band
│ │ ├── EqualizerSettings.java # 均衡器设置 / Equalizer Settings
│ │ ├── IAudioCodec.java # 音频编解码接口 / Audio Codec Interface
│ │ ├── IAudioComponentStandard.java # 音频组件标准接口 / Audio Component Standard Interface
│ │ ├── IAudioListener.java # 音频监听器接口 / Audio Listener Interface
│ │ ├── NoiseProfile.java # 噪声配置文件 / Noise Profile
│ │ ├── ReverbSettings.java # 混响设置 / Reverb Settings
│ │ └── UnsupportedAudioFormatException.java # 不支持的音频格式异常 / Unsupported Audio Format Exception
│ ├── effect/ # 音频效果 / Audio Effects
│ │ ├── AbstractAudioEffect.java # 抽象音频效果 / Abstract Audio Effect
│ │ ├── IAudioEffect.java # 音频效果接口 / Audio Effect Interface
│ │ └── ReverbEffect.java # 混响效果 / Reverb Effect
│ ├── embedding/ # 音频嵌入 / Audio Embedding
│ │ ├── IAudioEmbedding.java # 音频嵌入接口 / Audio Embedding Interface
│ │ ├── IVectorEmbedding.java # i-Vector语音向量嵌入 / i-Vector Audio Embedding
│ │ └── OnlineIVectorEmbedding.java # i-Vector语音向量嵌入 / Online i-Vector Audio Embedding
│ ├── enhancement/ # 音频增强 / Audio Enhancement
│ │ ├── AbstractAudioEnhancer.java # 抽象音频增强器 / Abstract Audio Enhancer
│ │ ├── CompressorEnhancer.java # 压缩器增强 / Compressor Enhancer
│ │ ├── EqualizerEnhancer.java # 均衡器增强 / Equalizer Enhancer
│ │ ├── IAudioEnhancer.java # 音频增强接口 / Audio Enhancer Interface
│ │ ├── NoiseReductionEnhancer.java # 噪声抑制增强 / Noise Reduction Enhancer
│ │ └── ReverbEnhancer.java # 混响增强 / Reverb Enhancer
│ ├── exception/ # 音频异常 / Audio Exceptions
│ │ ├── AudioAnalysisException.java # 音频分析异常 / Audio Analysis Exception
│ │ └── AudioProcessingException.java # 音频处理异常 / Audio Processing Exception
│ ├── factory/ # 音频工厂 / Audio Factory
│ │ └── AudioComponentFactory.java # 音频组件工厂 / Audio Component Factory
│ ├── feature/ # 音频特征 / Audio Features
│ │ ├── AudioFeatureExtractor.java # 音频特征提取器 / Audio Feature Extractor
│ │ ├── AudioFeatureExtractorImpl.java # 音频特征提取器实现 / Audio Feature Extractor Implementation
│ │ ├── AudioFeatureResult.java # 音频特征结果 / Audio Feature Result
│ │ ├── FrequencyDomainFeatureResult.java # 频域特征结果 / Frequency Domain Feature Result
│ │ ├── IAudioFeatureExtractor.java # 音频特征提取接口 / Audio Feature Extractor Interface
│ │ ├── SpectralFeatureResult.java # 谱特征结果 / Spectral Feature Result
│ │ └── TimeDomainFeatureResult.java # 时域特征结果 / Time Domain Feature Result
│ ├── filter/ # 音频滤波器 / Audio Filters
│ │ ├── AbstractAdvancedAudioFilter.java # 抽象高级音频滤波器 / Abstract Advanced Audio Filter
│ │ ├── AbstractAudioFilterStandard.java # 抽象音频滤波器标准 / Abstract Audio Filter Standard
│ │ ├── AdvancedLowPassFilter.java # 高级低通滤波器 / Advanced Low Pass Filter
│ │ ├── IAdvancedAudioFilter.java # 高级音频滤波器接口 / Advanced Audio Filter Interface
│ │ ├── IBaseAudioFilter.java # 基础音频滤波器接口 / Base Audio Filter Interface
│ │ └── LowPassFilter.java # 低通滤波器 / Low Pass Filter
│ ├── generation/ # 音频生成 / Audio Generation
│ ├── pipeline/ # 音频处理管道 / Audio Pipeline
│ │ └── AudioPipelineBuilder.java # 音频管道构建器 / Audio Pipeline Builder
│ ├── preprocessing/ # 音频预处理 / Audio Preprocessing
│ │ ├── AudioPreprocessingOptions.java # 音频预处理选项 / Audio Preprocessing Options
│ │ └── AudioPreprocessor.java # 音频预处理器 / Audio Preprocessor
│ ├── processing/ # 音频处理 / Audio Processing
│ │ ├── AbstractAudioProcessorStandard.java # 抽象音频处理器标准 / Abstract Audio Processor Standard
│ │ ├── ChannelProcessor.java # 通道处理器 / Channel Processor
│ │ ├── IAdvancedAudioProcessor.java # 高级音频处理器接口 / Advanced Audio Processor Interface
│ │ ├── IAudioProcessor.java # 音频处理器接口 / Audio Processor Interface
│ │ ├── IBaseAudioProcessor.java # 基础音频处理器接口 / Base Audio Processor Interface
│ │ ├── NormalizeProcessor.java # 归一化处理器 / Normalize Processor
│ │ └── VolumeProcessor.java # 音量处理器 / Volume Processor
│ └── transform/ # 音频变换 / Audio Transform
├── image/ # 图像处理模块 / Image Processing Module
│ ├── ImageData.java # 图像数据类 / Image Data Class
│ ├── ImageFeatures.java # 图像特征 / Image Features
│ ├── ImageFilter.java # 图像滤波器 / Image Filter
│ ├── ImageMorphology.java # 图像形态学 / Image Morphology
│ ├── ImageSegmentation.java # 图像分割 / Image Segmentation
│ ├── ImageTransform.java # 图像变换 / Image Transform
│ ├── ImageUtils.java # 图像工具类 / Image Utilities
│ ├── core/ # 核心类 / Core Classes
│ │ ├── IImageAnalyzer.java # 图像分析接口 / Image Analyzer Interface
│ │ ├── IImageFilter.java # 图像滤波接口 / Image Filter Interface
│ │ ├── IImageProcessor.java # 图像处理器接口 / Image Processor Interface
│ │ ├── IImageSegmenter.java # 图像分割接口 / Image Segmenter Interface
│ │ ├── IImageTransformer.java # 图像变换接口 / Image Transformer Interface
│ │ └── ImageProcessingException.java # 图像处理异常 / Image Processing Exception
│ ├── detection/ # 检测 / Detection
│ │ └── AdvancedFeatureDetection.java # 高级特征检测 / Advanced Feature Detection
│ ├── enhancement/ # 增强 / Enhancement
│ │ └── AdvancedImageEnhancement.java # 高级图像增强 / Advanced Image Enhancement
│ ├── factory/ # 工厂 / Factory
│ │ ├── ImageComponentFactory.java # 图像组件工厂 / Image Component Factory
│ │ └── ImagePipelineBuilder.java # 图像管道构建器 / Image Pipeline Builder
│ ├── features/ # 特征 / Features
│ │ ├── AdvancedImageFeatures.java # 高级图像特征 / Advanced Image Features
│ │ ├── SIFTFeatureDetector.java # SIFT特征检测器 / SIFT Feature Detector
│ │ └── SURFFeatureDetector.java # SURF特征检测器 / SURF Feature Detector
│ └── tracking/ # 跟踪 / Tracking
│ └── OpticalFlowTracker.java # 光流跟踪器 / Optical Flow Tracker
├── math/ # 数学计算模块 / Mathematical Computing Module
│ ├── RereMathUtil.java # 数学工具类 / Math Utilities Class
│ ├── compute/ # 计算模块 / Computing Module
│ │ ├── ComputerConfig.java # 计算配置 / Computer Config
│ │ ├── DoubleVectorComputer.java # 双精度向量计算机 / Double Vector Computer
│ │ ├── FloatVectorComputer.java # 单精度向量计算机 / Float Vector Computer
│ │ ├── IDoubleVectorComputer.java # 双精度向量计算机接口 / Double Vector Computer Interface
│ │ ├── IFloatVectorComputer.java # 单精度向量计算机接口 / Float Vector Computer Interface
│ │ ├── SIMDDoubleComputer.java # SIMD双精度计算机 / SIMD Double Computer
│ │ ├── SIMDFloatComputer.java # SIMD单精度计算机 / SIMD Float Computer
│ │ ├── SISDDoubleComputer.java # SISD双精度计算机 / SISD Double Computer
│ │ └── SISDFloatComputer.java # SISD单精度计算机 / SISD Float Computer
│ ├── data/ # 数据结构模块 / Data Structure Module
│ │ ├── Column.java # 列类 / Column Class
│ │ ├── ColumnType.java # 列类型枚举 / Column Type Enum
│ │ └── DataFrame.java # 数据框类 / DataFrame Class
│ ├── linalg/ # 线性代数模块 / Linear Algebra Module
│ │ ├── IDoubleMatrix.java # 双精度矩阵接口 / Double Matrix Interface
│ │ ├── IDoubleVector.java # 双精度向量接口 / Double Vector Interface
│ │ ├── IFloatMatrix.java # 单精度矩阵接口 / Float Matrix Interface
│ │ ├── IFloatVector.java # 单精度向量接口 / Float Vector Interface
│ │ ├── IMatrix.java # 矩阵操作接口 / Matrix Operations Interface
│ │ ├── IVector.java # 向量操作接口 / Vector Operations Interface
│ │ ├── Linalg.java # 线性代数工具类 / Linear Algebra Utilities
│ │ ├── RereDoubleMatrix.java # 双精度矩阵实现类 / Double Matrix Implementation
│ │ ├── RereDoubleVector.java # 双精度向量实现类 / Double Vector Implementation
│ │ ├── RereFloatMatrix.java # 单精度矩阵实现类 / Float Matrix Implementation
│ │ ├── RereFloatVector.java # 单精度向量实现类 / Float Vector Implementation
│ │ ├── SliceExpressionParser.java # 切片表达式解析器 / Slice Expression Parser
│ │ ├── decomposition/ # 矩阵分解 / Matrix Decomposition
│ │ │ ├── BlockOperationUtils.java # 块操作工具 / Block Operation Utils
│ │ │ ├── DecompositionFailedException.java # 分解失败异常 / Decomposition Failed Exception
│ │ │ ├── Decomps.java # 分解工具 / Decomposition Utils
│ │ │ ├── IBidiagonalDecomposition.java # 双对角分解接口 / Bidiagonal Decomposition Interface
│ │ │ ├── ICholeskyDecomposition.java # Cholesky分解接口 / Cholesky Decomposition Interface
│ │ │ ├── IEigenDecomposition.java # 特征分解接口 / Eigen Decomposition Interface
│ │ │ ├── IHessenbergDecomposition.java # Hessenberg分解接口 / Hessenberg Decomposition Interface
│ │ │ ├── ILUDecomposition.java # LU分解接口 / LU Decomposition Interface
│ │ │ ├── IMatrixDecomposition.java # 矩阵分解接口 / Matrix Decomposition Interface
│ │ │ ├── IQRDecomposition.java # QR分解接口 / QR Decomposition Interface
│ │ │ ├── ISchurDecomposition.java # Schur分解接口 / Schur Decomposition Interface
│ │ │ ├── ISVDDecomposition.java # SVD分解接口 / SVD Decomposition Interface
│ │ │ ├── ITridiagonalDecomposition.java # 三对角分解接口 / Tridiagonal Decomposition Interface
│ │ │ ├── MatrixDecompositionException.java # 矩阵分解异常 / Matrix Decomposition Exception
│ │ │ ├── NonPositiveDefiniteMatrixException.java # 非正定矩阵异常 / Non Positive Definite Matrix Exception
│ │ │ ├── NonSquareMatrixException.java # 非方阵异常 / Non Square Matrix Exception
│ │ │ ├── NonSymmetricMatrixException.java # 非对称矩阵异常 / Non Symmetric Matrix Exception
│ │ │ ├── SingularMatrixException.java # 奇异矩阵异常 / Singular Matrix Exception
│ │ └── solver/ # 求解器 / Solver
│ │ ├── ConditionNumberSolver.java # 条件数求解器 / Condition Number Solver
│ │ ├── DeterminantSolver.java # 行列式求解器 / Determinant Solver
│ │ ├── LeastSquaresSolver.java # 最小二乘求解器 / Least Squares Solver
│ │ ├── LinearSystemSolver.java # 线性系统求解器 / Linear System Solver
│ │ ├── MatrixInversionSolver.java # 矩阵求逆求解器 / Matrix Inversion Solver
│ │ ├── RankSolver.java # 秩求解器 / Rank Solver
│ ├── ml/ # 机器学习算法 / Machine Learning Algorithms
│ │ ├── ISerializableModel.java # 可序列化模型接口 / Serializable Model Interface
│ │ ├── MLModelType.java # 机器学习模型类型 / ML Model Type
│ │ ├── cls/ # 分类算法 / Classification Algorithms
│ │ │ ├── ClassificationResult.java # 分类结果 / Classification Result
│ │ │ ├── EnsembleClassifier.java # 集成分类器 / Ensemble Classifier
│ │ │ ├── EnsembleResult.java # 集成结果 / Ensemble Result
│ │ │ ├── IClassification.java # 分类接口 / Classification Interface
│ │ │ ├── LogisticRegressionResult.java # 逻辑回归结果 / Logistic Regression Result
│ │ │ ├── RereLogisticRegression.java # 逻辑回归实现 / Logistic Regression Implementation
│ │ ├── clustering/ # 聚类算法 / Clustering Algorithms
│ │ │ ├── ClusteringMetrics.java # 聚类评估指标 / Clustering Metrics
│ │ │ ├── GMMClustering.java # 高斯混合模型聚类 / GMM Clustering
│ │ │ ├── IClustering.java # 聚类接口 / Clustering Interface
│ │ │ ├── KMeansPlusPlus.java # K-Means++聚类 / K-Means++ Clustering
│ │ ├── dimreduce/ # 降维算法 / Dimensionality Reduction Algorithms
│ │ │ ├── IDimReduce.java # 降维接口 / Dimensionality Reduction Interface
│ │ │ ├── RerePCA.java # PCA降维 / PCA Dimensionality Reduction
│ │ │ ├── RereSVD.java # SVD降维 / SVD Dimensionality Reduction
│ │ │ ├── RereTSNE.java # t-SNE降维 / t-SNE Dimensionality Reduction
│ │ │ └── RereUMAP.java # UMAP降维 / UMAP Dimensionality Reduction
│ │ ├── lr/ # 线性回归 / Linear Regression
│ │ │ ├── IRegression.java # 回归接口 / Regression Interface
│ │ │ ├── RegressionResult.java # 回归结果 / Regression Result
│ │ │ ├── RereLinearRegression.java # 线性回归实现 / Linear Regression Implementation
│ │ └── metric/ # 评估指标 / Metrics
│ │ ├── ClassificationMetrics.java # 分类评估指标 / Classification Metrics
│ │ ├── ClassificationMetricsExample.java # 分类评估指标示例 / Classification Metrics Example
│ │ ├── CrossValidation.java # 交叉验证 / Cross Validation
│ │ ├── MetricsDemo.java # 评估指标演示 / Metrics Demo
│ ├── optimize/ # 优化算法 / Optimization Algorithms
│ │ ├── IGradientFunction.java # 梯度函数接口 / Gradient Function Interface
│ │ ├── IObjectiveFunction.java # 目标函数接口 / Objective Function Interface
│ │ ├── IOnlineOptimizer.java # 在线优化器接口 / Online Optimizer Interface
│ │ ├── IOptimizer.java # 优化器接口 / Optimizer Interface
│ │ ├── OptResult.java # 优化结果 / Optimization Result
│ │ ├── OptimizerExample.java # 优化器示例 / Optimizer Example
│ │ ├── Opts.java # 优化工具类 / Optimization Utilities
│ │ ├── RereLineSearch.java # 线搜索 / Line Search
│ │ ├── constraint/ # 约束优化 / Constraint Optimization
│ │ │ └── LagrangeMultiplierSolver.java # 拉格朗日乘数求解器 / Lagrange Multiplier Solver
│ │ ├── linpg/ # 线性规划 / Linear Programming
│ │ │ ├── IIntegerProg.java # 整数规划接口 / Integer Programming Interface
│ │ │ ├── ILinProgSolver.java # 线性规划求解器接口 / Linear Programming Solver Interface
│ │ │ ├── InteriorPointLinProgSolver.java # 内点法线性规划求解器 / Interior Point Linear Programming Solver
│ │ │ ├── LangMultiplierLinProgSolver.java # 拉格朗日乘数线性规划求解器 / Lagrange Multiplier Linear Programming Solver
│ │ │ ├── LinProgUtil.java # 线性规划工具类 / Linear Programming Utilities
│ │ │ ├── RereIntegerProg.java # 整数规划实现 / Integer Programming Implementation
│ │ │ └── simplex/ # 单纯形法 / Simplex Method
│ │ │ ├── ConstraintType.java # 约束类型 / Constraint Type
│ │ │ ├── ILinearConstraint.java # 线性约束接口 / Linear Constraint Interface
│ │ │ ├── ILinearConstraint.java # 线性约束 / Linear Constraint
│ │ │ ├── ISimplexLinProgSolver.java # 单纯形线性规划求解器接口 / Simplex Linear Programming Solver Interface
│ │ │ ├── LinearConstraint.java # 线性约束 / Linear Constraint
│ │ │ ├── PivotSelectionRule.java # 主元选择规则 / Pivot Selection Rule
│ │ │ ├── PivotSelectionStrategy.java # 主元选择策略 / Pivot Selection Strategy
│ │ │ ├── RereSimplexLinProgSolver.java # 单纯形线性规划求解器 / Simplex Linear Programming Solver
│ │ │ ├── RereSimplexTableau.java # 单纯形表 / Simplex Tableau
│ │ └── newton/ # 牛顿法优化 / Newton Method Optimization
│ │ ├── RereConjugateGradient.java # 共轭梯度法 / Conjugate Gradient Method
│ │ ├── RereDFP.java # DFP算法 / DFP Algorithm
│ │ ├── RereLBFGS.java # L-BFGS优化器 / L-BFGS Optimizer
│ │ ├── RereOnlineAdam.java # 在线Adam优化器 / Online Adam Optimizer
│ │ ├── RereOnlineSGD.java # 在线SGD优化器 / Online SGD Optimizer
│ │ └── RereSteepestDescent.java # 最速下降法 / Steepest Descent Method
│ ├── signal/ # 信号处理模块 / Signal Processing Module
│ │ ├── SignalPlots.java # 信号绘图 / Signal Plots
│ │ ├── Signals.java # 信号处理工具类 / Signal Processing Utilities
│ │ ├── SignalUtilities.java # 信号工具类 / Signal Utilities
│ │ ├── analysis/ # 信号分析 / Signal Analysis
│ │ │ ├── ISignalAnalyzer.java # 信号分析接口 / Signal Analysis Interface
│ │ │ └── SpectrumAnalyzer.java # 频谱分析器 / Spectrum Analyzer
│ │ ├── core/ # 核心接口 / Core Interfaces
│ │ │ ├── AbstractSignalProcessor.java # 抽象信号处理器 / Abstract Signal Processor
│ │ │ ├── Complex.java # 复数类 / Complex Number Class
│ │ │ ├── ISignalProcessor.java # 信号处理接口 / Signal Processing Interface
│ │ │ ├── RereDCT.java # 离散余弦变换 / Discrete Cosine Transform
│ │ │ ├── RereFFT.java # 快速傅里叶变换 / Fast Fourier Transform
│ │ │ ├── RereHilbert.java # 希尔伯特变换 / Hilbert Transform
│ │ │ └── SignalProcessingException.java # 信号处理异常 / Signal Processing Exception
│ │ ├── factory/ # 信号处理器工厂 / Signal Processor Factory
│ │ │ └── SignalProcessorFactory.java # 信号处理器工厂类 / Signal Processor Factory Class
│ │ ├── filter/ # 信号滤波器 / Signal Filters
│ │ │ ├── BandpassFilter.java # 带通滤波器 / Bandpass Filter
│ │ │ ├── BandStopFilter.java # 带阻滤波器 / Band Stop Filter
│ │ │ ├── BesselFilter.java # 贝塞尔滤波器 / Bessel Filter
│ │ │ ├── ButterworthFilter.java # 巴特沃斯滤波器 / Butterworth Filter
│ │ │ ├── ChebyshevFilter.java # 切比雪夫滤波器 / Chebyshev Filter
│ │ │ ├── EllipticFilter.java # 椭圆滤波器 / Elliptic Filter
│ │ │ ├── GaussianFilter.java # 高斯滤波器 / Gaussian Filter
│ │ │ ├── ISignalFilter.java # 信号滤波接口 / Signal Filter Interface
│ │ │ ├── KalmanFilter.java # 卡尔曼滤波器 / Kalman Filter
│ │ │ ├── MedianFilter.java # 中值滤波器 / Median Filter
│ │ │ ├── MovingAverageFilter.java # 移动平均滤波器 / Moving Average Filter
│ │ │ └── WienerFilter.java # 维纳滤波器 / Wiener Filter
│ │ ├── generation/ # 信号生成 / Signal Generation
│ │ │ ├── ISignalGenerator.java # 信号生成接口 / Signal Generator Interface
│ │ │ └── SignalGenerator.java # 信号生成器 / Signal Generator
│ │ ├── transform/ # 信号变换 / Signal Transforms
│ │ │ ├── ChirpZTransform.java # Chirp Z变换 / Chirp Z Transform
│ │ │ ├── HilbertTransform.java # 希尔伯特变换 / Hilbert Transform
│ │ │ ├── ISignalTransform.java # 信号变换接口 / Signal Transform Interface
│ │ │ ├── WalshHadamardTransform.java # 沃尔什-哈达玛变换 / Walsh-Hadamard Transform
│ │ │ ├── WaveletTransform.java # 小波变换 / Wavelet Transform
│ │ │ └── ZTransform.java # Z变换 / Z Transform
│ │ └── wavele/ # 小波分析 / Wavelet Analysis
│ │ ├── WaveletAnalysis.java # 小波分析 / Wavelet Analysis
│ │ ├── WaveletCoefficients.java # 小波系数 / Wavelet Coefficients
│ │ ├── WaveletFilters.java # 小波滤波器 / Wavelet Filters
│ │ ├── WaveletPlots.java # 小波绘图 / Wavelet Plots
│ │ └── WaveletUtilities.java # 小波工具类 / Wavelet Utilities
│ ├── stats/ # 统计学模块 / Statistics Module
│ │ ├── Stats.java # 统计分布工厂类 / Statistical Distribution Factory Class
│ │ ├── anova/ # 方差分析模块 / ANOVA Module
│ │ │ ├── ANOVA.java # 方差分析 / ANOVA
│ │ │ ├── ANOVAResult.java # 方差分析结果 / ANOVA Result
│ │ │ ├── ANOVATest.java # 方差分析测试 / ANOVA Test
│ │ │ ├── RepeatedMeasuresANOVAResult.java # 重复测量方差分析结果 / Repeated Measures ANOVA Result
│ │ │ └── TwoWayANOVAResult.java # 双因素方差分析结果 / Two-Way ANOVA Result
│ │ ├── bayes/ # 贝叶斯统计 / Bayesian Statistics
│ │ │ ├── mcmc/ # MCMC方法 / MCMC Methods
│ │ │ │ ├── GibbsSampler.java # 吉布斯采样器 / Gibbs Sampler
│ │ │ │ ├── HamiltonianMonteCarlo.java # 哈密尔顿蒙特卡洛 / Hamiltonian Monte Carlo
│ │ │ │ ├── IMCMCSampler.java # MCMC采样器接口 / MCMC Sampler Interface
│ │ │ │ ├── MetropolisHastingsSampler.java # Metropolis-Hastings采样器 / Metropolis-Hastings Sampler
│ │ │ │ └── NoUTurnSampler.java # NUTS采样器 / NUTS Sampler
│ │ │ ├── models/ # 贝叶斯模型 / Bayesian Models
│ │ │ │ ├── BayesianHierarchicalModel.java # 贝叶斯层次模型 / Bayesian Hierarchical Model
│ │ │ │ ├── BayesianLogisticRegression.java # 贝叶斯逻辑回归 / Bayesian Logistic Regression
│ │ │ │ ├── GaussianProcess.java # 高斯过程 / Gaussian Process
│ │ │ └── variational/ # 变分推理 / Variational Inference
│ │ │ ├── AutomaticDifferentiationVI.java # 自动微分变分推理 / Automatic Differentiation VI
│ │ │ ├── IVariationalInference.java # 变分推理接口 / Variational Inference Interface
│ │ │ └── MeanFieldVariationalInference.java # 平均场变分推理 / Mean Field Variational Inference
│ │ ├── distribution/ # 概率分布实现 / Probability Distribution Implementations
│ │ │ ├── IContinuousDistribution.java # 连续分布接口 / Continuous Distribution Interface
│ │ │ ├── IDiscreteDistribution.java # 离散分布接口 / Discrete Distribution Interface
│ │ │ ├── BetaDistribution.java # Beta分布 / Beta Distribution
│ │ │ ├── BernoulliDistribution.java # 伯努利分布 / Bernoulli Distribution
│ │ │ ├── BinomialDistribution.java # 二项分布 / Binomial Distribution
│ │ │ ├── Chi2Distribution.java # 卡方分布 / Chi-squared Distribution
│ │ │ ├── DiscreteUniformDistribution.java # 离散均匀分布 / Discrete Uniform Distribution
│ │ │ ├── ExponentialDistribution.java # 指数分布 / Exponential Distribution
│ │ │ ├── FDistribution.java # F分布 / F-Distribution
│ │ │ ├── GammaDistribution.java # Gamma分布 / Gamma Distribution
│ │ │ ├── GeometricDistribution.java # 几何分布 / Geometric Distribution
│ │ │ ├── multiv/ # 多变量分布 / Multivariate Distributions
│ │ │ │ ├── IMultivariateDistribution.java # 多变量分布接口 / Multivariate Distribution Interface
│ │ │ │ ├── MultivariateBetaDistribution.java # 多变量Beta分布 / Multivariate Beta Distribution
│ │ │ │ ├── MultivariateDistributions.java # 多变量分布工厂类 / Multivariate Distributions Factory
│ │ │ │ ├── MultivariateExponentialDistribution.java # 多变量指数分布 / Multivariate Exponential Distribution
│ │ │ │ ├── MultivariateNormalDistribution.java # 多变量正态分布 / Multivariate Normal Distribution
│ │ │ │ ├── MultivariateTDistribution.java # 多变量t分布 / Multivariate t-Distribution
│ │ │ │ └── MultivariateUniformDistribution.java # 多变量均匀分布 / Multivariate Uniform Distribution
│ │ │ ├── NegativeBinomialDistribution.java # 负二项分布 / Negative Binomial Distribution
│ │ │ ├── NormalDistribution.java # 正态分布 / Normal Distribution
│ │ │ ├── PoissonDistribution.java # 泊松分布 / Poisson Distribution
│ │ │ ├── StudentDistribution.java # t分布 / Student's t-Distribution
│ │ │ └── UniformDistribution.java # 均匀分布 / Uniform Distribution
│ │ ├── model/ # 统计模型 / Statistical Models
│ │ │ ├── EMAlgorithm.java # EM算法 / EM Algorithm
│ │ │ └── GaussianMixtureModel.java # 高斯混合模型 / Gaussian Mixture Model
│ │ └── testing/ # 假设检验模块 / Hypothesis Testing Module
│ │ ├── HypothesisTesting.java # 假设检验 / Hypothesis Testing
│ │ ├── ParameterEstimation.java # 参数估计 / Parameter Estimation
│ │ └── TestingResult.java # 检验结果 / Testing Result
│ ├── timeseries/ # 时间序列分析模块 / Time Series Analysis Module
│ │ ├── AnalysisResult.java # 分析结果 / Analysis Result
│ │ ├── CointegrationAnalysis.java # 协整分析 / Cointegration Analysis
│ │ ├── DecompositionResult.java # 分解结果 / Decomposition Result
│ │ ├── Series.java # 时间序列类 / Time Series Class
│ │ ├── TimeSeriesAnalyzer.java # 时间序列分析器 / Time Series Analyzer
│ │ ├── TimeSeriesData.java # 时间序列数据 / Time Series Data
│ │ ├── TimeSeriesDecomposition.java # 时间序列分解 / Time Series Decomposition
│ │ ├── TimeSeriesFiltering.java # 时间序列滤波 / Time Series Filtering
│ │ ├── TimeSeriesForecasting.java # 时间序列预测 / Time Series Forecasting
│ │ ├── TimeSeriesPlots.java # 时间序列绘图 / Time Series Plots
│ │ ├── TimeSeriesUnifiedExample.java # 时间序列统一示例 / Time Series Unified Example
│ │ ├── TimeSeriesUtils.java # 时间序列工具类 / Time Series Utilities
│ │ └── model/ # 时间序列模型 / Time Series Models
│ │ ├── ARIMADiagnostics.java # ARIMA诊断 / ARIMA Diagnostics
│ │ ├── ExponentialSmoothingModels.java # 指数平滑模型 / Exponential Smoothing Models
│ │ ├── GARCHModel.java # GARCH模型 / GARCH Model
│ │ ├── ITimeSeriesDiagnostics.java # 时间序列诊断接口 / Time Series Diagnostics Interface
│ │ ├── ITimeSeriesForecastResult.java # 时间序列预测结果接口 / Time Series Forecast Result Interface
│ │ ├── ITimeSeriesModel.java # 时间序列模型接口 / Time Series Model Interface
│ │ ├── StateSpaceModel.java # 状态空间模型 / State Space Model
│ │ ├── TimeSeriesForecastResult.java # 时间序列预测结果 / Time Series Forecast Result
│ │ ├── TimeSeriesModelFactory.java # 时间序列模型工厂 / Time Series Model Factory
│ │ ├── UnifiedARIMAModel.java # 统一ARIMA模型 / Unified ARIMA Model
│ │ └── VARModel.java # VAR模型 / VAR Model
│ ├── util/ # 工具类 / Utilities
│ │ └── RerePrecision.java # 精度工具 / Precision Utility
│ └── viz/ # 数据可视化模块 / Data Visualization Module
│ ├── AxisTicks.java # 坐标轴刻度类 / Axis Ticks Class
│ ├── ColorPalette.java # 颜色调色板类 / Color Palette Class
│ ├── IPlot.java # 绘图接口 / Plotting Interface
│ ├── PlotException.java # 绘图异常类 / Plotting Exception Class
│ ├── PlotStyle.java # 绘图样式类 / Plot Style Class
│ ├── Plots.java # 绘图工厂类 / Plotting Factory Class
│ ├── RerePlot.java # 绘图实现类 / Plotting Implementation Class
│ ├── SeabornStyleMapper.java # Seaborn样式映射器 / Seaborn Style Mapper
│ ├── StyleConverter.java # 样式转换器 / Style Converter
│ ├── StyleExpression.java # 样式表达式 / Style Expression
│ ├── ThemeManager.java # 主题管理器 / Theme Manager
│ └── UniversalStyleApplier.java # 通用样式应用器 / Universal Style Applier
├── music/ # 音乐处理模块 / Music Processing Module
│ ├── MusicPlots.java # 音乐绘图 / Music Plots
│ ├── MusicRadarDemo.java # 音乐雷达演示 / Music Radar Demo
│ ├── Musics.java # 音乐处理入口类 / Music Processing Entry Class
│ ├── analysis/ # 音乐分析 / Music Analysis
│ │ ├── AdvancedMusicAnalyzer.java # 高级音乐分析器 / Advanced Music Analyzer
│ │ ├── BasicMusicAnalyzer.java # 基础音乐分析器 / Basic Music Analyzer
│ │ ├── ComprehensiveMusicAnalyzer.java # 综合音乐分析器 / Comprehensive Music Analyzer
│ │ ├── ConfidenceCalculator.java # 置信度计算器 / Confidence Calculator
│ │ ├── IMusicAnalyzer.java # 音乐分析接口 / Music Analyzer Interface
│ │ ├── MusicDetectionResult.java # 音乐检测结果 / Music Detection Result
│ │ ├── PerformanceMonitor.java # 性能监控器 / Performance Monitor
│ │ ├── StandardizedConfidenceCalculator.java # 标准化置信度计算器 / Standardized Confidence Calculator
│ │ ├── UnifiedMusicAnalysisResult.java # 统一音乐分析结果 / Unified Music Analysis Result
│ │ ├── advanced/ # 高级分析 / Advanced Analysis
│ │ │ ├── ComplexityAnalysisResult.java # 复杂度分析结果 / Complexity Analysis Result
│ │ │ ├── ComplexityAnalyzer.java # 复杂度分析器 / Complexity Analyzer
│ │ │ ├── EmotionAnalysisResult.java # 情感分析结果 / Emotion Analysis Result
│ │ │ ├── EmotionAnalyzer.java # 情感分析器 / Emotion Analyzer
│ │ │ ├── GenreAnalysisResult.java # 类型分析结果 / Genre Analysis Result
│ │ │ ├── GenreAnalyzer.java # 类型分析器 / Genre Analyzer
│ │ │ └── IAdvancedAnalyzer.java # 高级分析接口 / Advanced Analyzer Interface
│ │ ├── basic/ # 基础分析 / Basic Analysis
│ │ │ ├── BeatAnalyzerImpl.java # 节拍分析器实现 / Beat Analyzer Implementation
│ │ │ ├── BeatDetectionResult.java # 节拍检测结果 / Beat Detection Result
│ │ │ ├── ChordAnalyzerImpl.java # 和弦分析器实现 / Chord Analyzer Implementation
│ │ │ ├── ChordDetectionResult.java # 和弦检测结果 / Chord Detection Result
│ │ │ ├── IBeatAnalyzer.java # 节拍分析接口 / Beat Analyzer Interface
│ │ │ ├── IChordAnalyzer.java # 和弦分析接口 / Chord Analyzer Interface
│ │ │ ├── IKeyAnalyzer.java # 调性分析接口 / Key Analyzer Interface
│ │ │ ├── KeyAnalyzerImpl.java # 调性分析器实现 / Key Analyzer Implementation
│ │ │ ├── KeyDetectionResult.java # 调性检测结果 / Key Detection Result
│ │ ├── feature/ # 特征提取 / Feature Extraction
│ │ │ ├── ExpressivenessFeatureResult.java # 表现力特征结果 / Expressiveness Feature Result
│ │ │ ├── FeatureExtractorImpl.java # 特征提取器实现 / Feature Extractor Implementation
│ │ │ ├── IFeatureExtractor.java # 特征提取接口 / Feature Extractor Interface
│ │ │ ├── MusicFeatureResult.java # 音乐特征结果 / Music Feature Result
│ │ │ ├── RhythmFeatureResult.java # 节奏特征结果 / Rhythm Feature Result
│ │ │ └── StructureFeatureResult.java # 结构特征结果 / Structure Feature Result
│ │ │ └── TonalFeatureResult.java # 调性特征结果 / Tonal Feature Result
│ ├── core/ # 核心类 / Core Classes
│ │ └── MusicUtil.java # 音乐工具类 / Music Utilities Class
│ ├── factory/ # 音乐工厂 / Music Factory
│ │ └── MusicComponentFactory.java # 音乐组件工厂 / Music Component Factory
│ ├── filter/ # 音乐滤波器 / Music Filters
│ │ └── IMusicFilter.java # 音乐滤波接口 / Music Filter Interface
│ ├── generation/ # 音乐生成 / Music Generation
│ │ ├── ChordGenerator.java # 和弦生成器 / Chord Generator
│ │ ├── IMusicGenerator.java # 音乐生成接口 / Music Generator Interface
│ │ ├── IntervalGenerator.java # 音程生成器 / Interval Generator
│ │ └── ScaleGenerator.java # 音阶生成器 / Scale Generator
│ ├── processing/ # 音乐处理 / Music Processing
│ │ ├── Harmonizer.java # 和声器 / Harmonizer
│ │ ├── IMusicProcessor.java # 音乐处理器接口 / Music Processor Interface
│ │ ├── MusicTheoryProcessor.java # 音乐理论处理器 / Music Theory Processor
│ │ ├── Quantizer.java # 量化器 / Quantizer
│ │ └── Transposer.java # 移调器 / Transposer
│ └── theory/ # 音乐理论 / Music Theory
│ ├── ChordTheory.java # 和弦理论 / Chord Theory
│ ├── IntervalTheory.java # 音程理论 / Interval Theory
│ ├── KeyTheory.java # 调性理论 / Key Theory
│ └── ScaleTheory.java # 音阶理论 / Scale Theory
└── util/ # 工具类模块 / Utility Module
├── RereCollectionUtil.java # 集合工具类 / Collection Utility Class
├── RereExecutor.java # 执行器工具类 / Executor Utility Class
├── RereTree.java # 树结构工具类 / Tree Structure Utility Class
├── RereTreeNode.java # 树节点工具类 / Tree Node Utility Class
├── StringUtils.java # 字符串工具类 / String Utility Class
├── Tuple2.java # 二元组 / Tuple2
├── Tuple3.java # 三元组 / Tuple3
├── Tuple4.java # 四元组 / Tuple4
├── Tuple5.java # 五元组 / Tuple5
├── Tuple6.java # 六元组 / Tuple6
├── Tuple7.java # 七元组 / Tuple7
├── Tuple8.java # 八元组 / Tuple8
└── Tuple9.java # 九元组 / Tuple9