四、Orange 中的 SVM 应用

Orange 主要从 LIBSVM 包中嵌入了 SVM 来实现。对于回归任务,SVM 使用 [math]\varepsilon[/math]这一不敏感损失在高维特征空间中执行线性回归。其估计精度取决于[math]c、\varepsilon[/math] 和核参数的良好设置。[br][br] Orange 的主要参数调节界面如图 2-8-13 所示。[br][img]data:image/png;base64,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[/img][br] 2-8-13 SVM 参数调节窗口
(一)SVM 类型[br][br] SVM 和 V-SVM 都是基于误差函数的不同最小化。[br][br] SVM: [math]c[/math] ——惩罚系数,适用于分类和回归任务。 c 值大,容易过拟合; c 值小,容易欠拟合。[br][br] [math]\varepsilon[/math]—— [math]\epsilon[/math] -SVR 模型的参数,适用于回归任务,定义与真实值的距离,在该距离内没有惩罚与预测值相关联。[br][br] V-SVM:[math]c[/math] ——回归惩罚系数,仅适用于回归任务。[br][br] [math]-V[/math]:V-SVR 模型的参数,适用于分类和回归任务,训练误差分数的上限,支持向量分数的下限。[br][br] SVM 回归算法称为支持向量回归或 SVR。支持向量回归是一种监督学习算法,用于预测离散值。支持向量回归使用与 SVM 相同的原理。SVR 背后的基本思想是找到最佳拟合线。在 SVR 中,最佳拟合线是点数最多的超平面。
(二)核函数的调参[br][br] 核函数的调参如表 2-8-4 所示。[br][br] 表 2-8-4 核函数的调参[br][img]data:image/png;base64,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[/img]
gamma 越大,支持向量越少,gamma 越小,支持向量越多。[br][br] 在“数值公差(Numerical tolerance)”中设置与期望值的允许偏差。在“迭代极限(Iteration [br]limit)”中设置允许的最大迭代次数。[br][br] 【实例解析】[br][br] [color=#0000ff][b][url=https://pan.baidu.com/disk/main#/index?category=all&path=%2FSVM%2FSVM%E6%93%8D%E4%BD%9C%E5%AE%9E%E8%B7%B5]源数据[/url][icon]/images/ggb/toolbar/mode_zoomin.png[/icon][/b][/color]包含三个文件,adult-data.txt(训练集)、adult-test.txt(测试集)、adult-attribute.txt(数据来源及属性说明)。[br][br] 数据属性及数据配置解析如下。[br][br] 数据配置:[br][br] Split into train-test using MLC++ GenCVFiles (2/3,1/3 random). [br][br] 48842 instances,mix of continuous and discrete (train=32561,test=16281)[br][br] 45222 if instances with unknown values are removed (train=30162,test=15060)[br][br] Class probabilities for adult.all file [br][br] Probability for the label '>50K' :23.93% / 24.78% (without unknowns)[br][br] Probability for the label '<=50K' :76.07% / 75.22% (without unknowns)[br][br] 特征属性(共 15 个):[br][br] [b]age[/b]:continuous. [br][br] [b]workclass[/b]:Private,Self-emp-not-inc,Self-emp-inc,Federal-gov,Local-gov,State-gov,Without-pay,Never-worked. [br][br] [b]fnlwgt[/b]:continuous. [br][br] [b]education[/b]:Bachelors,Some-college,11th,HS-grad,Prof-school,Assoc-acdm,Assoc-voc,9th,7th-8th,12th,Masters,1st-4th,10th,Doctorate,5th-6th,Preschool. [br][br] [b]education-num[/b]:continuous. [br][br] [b]marital-status[/b]:Married-civ-spouse,Divorced,Never-married,Separated,Widowed,[br]Married-spouse-absent,Married-AF-spouse. [br][br] [b] occupation[/b]:Tech-support,Craft-repair,Other-service,Sales,Exec-managerial,Prof-specialty,Handlers-cleaners, Machine-op-inspct, Adm-clerical, Farming-fishing, Transport-moving,Priv-house-serv,Protective-serv,Armed-Forces. [br][br] [b] relationship[/b]:Wife,Own-child,Husband,Not-in-family,Other-relative,Unmarried. [br][br] [b]race[/b]:White,Asian-Pac-Islander,Amer-Indian-Eskimo,Other,Black. [br][br] [b] sex[/b]:Female,Male.[br][br] [b]capital-gain[/b]:continuous. [br][br] [b]capital-loss[/b]:continuous. [br][br] [b] hours-per-week[/b]:continuous. [br][br] [b] native-country[/b]:United-States,Cambodia,England,Puerto-Rico,Canada,Germany,Outlying-US(Guam-USVI-etc),India,Japan,Greece,South,China,Cuba,Iran,Honduras,Philippines , Italy , Poland , Jamaica , Vietnam , Mexico , Portugal , Ireland , France ,Dominican-Republic,Laos,Ecuador,Taiwan,Haiti,Columbia,Hungary,Guatemala,Nicaragua,Scotland,Thailand,Yugoslavia,El-Salvador,Trinadad&Tobago,Peru,Hong,Holand-Netherlands.[br][br] Orange 平台上机操作关键步骤如图 2-8-14所示。[br][br] ① 设置四个核函数的学习器;[br][br] ② 训练集及测试集部署合理;[br][br] ③ 调整惩罚项及参数设置,调优学习器;[br][br] ④ 数据集在线端配属正确,不报错;[br][br] ⑤ 调用可视化模块,对支持向量进行展示。[br][center][img]https://s21.ax1x.com/2025/02/20/pEQ3JfA.png[/img][br]图 2-8-14 SVM 在 Orange 平台流程[/center]
[size=100] 以上所有[color=#0000ff][b][url=https://pan.baidu.com/disk/main?from=oldversion#/index?category=all&path=%2F%E9%85%8D%E5%A5%97%E8%B5%84%E6%BA%90%E4%B8%8B%E8%BD%BD%2FSVM]资源下载[/url][icon]/images/ggb/toolbar/mode_zoomin.png[/icon][/b][/color]。[/size]

Information: 四、Orange 中的 SVM 应用