bayes判别分析案例及结果

bayes判别分析案例及结果 例:研究某年全国各地区农民家庭收支的分布规律～根据抽样调查资料进行分类～共抽取28个省、市、自治区的六个指标数据。先采用聚类分析～将28个省、市、自治区分为三组。北京、上海、广州3个城市属于待判样本。,家庭收支.sav, 1.选中判别分析， 2.选择Fisher 即bayes判别分析方法，易混～～～ 3.确定组别 be limited to no more than 2 days of work, material deposited in special insulated containers, material handling to gently and make use of thermal insulation material in windproof, waterproof, moisture-proof measure. 6.2 thermal design optimization for high-temperature special thermal insulation for piping support and hanger design, reduced heat dissipation of the hangers, ensure that the wall does not overheat. Small-diameter piping, thermal instrument layout and positioning of support and hanger design take fully into account the expansion space and insulation thickness. Large-diameter pipes after heat preservation plastering construction of valves, turbine, checking smooth surface, high temperature powder paint fully dry after. Protective coverings for electric equipment insulation boards designed with pressure plate, when ordering according to the installation diagram, model specifications publishing order, ensure when installing corners neat, uniform appearance, reduce the amount of on-site machining. Before valves, flange insulation shell construction, be sure to make a unified model, all valves, flanges, insulation cover unified, tidy and beautiful. When four parts such as pipes, boiler insulation, must do first article inspection, proof of design and construction methods, technology can meet the technological requirements, before extensive construction. Boiler steel beams, door opening boxes designed with insulation gaskets, flange cannot be oblique, even fastened. Back into the slope of the tubing during installation pay attention to the piping, oil station is a low point. Refueling must be controlled when casting material parts, select low thermal conductivity materials as far as possible, ensure that these parts do not overheat. 6.3 quality defects of insulation technology management optimization of construction process and develop a reasonable duration, regional transfer of strictly 4. 选择保存结果 5. 模型检验(即判别准确率) be limited to no more than 2 days of work, material deposited in special insulated containers, material handling to gently and make use of thermal insulation material in windproof, waterproof, moisture-proof measure. 6.2 thermal design optimization for high-temperature special thermal insulation for piping support and hanger design, reduced heat dissipation of the hangers, ensure that the wall does not overheat. Small-diameter piping, thermal instrument layout and positioning of support and hanger design take fully into account the expansion space and insulation thickness. Large-diameter pipes after heat preservation plastering construction of valves, turbine, checking smooth surface, high temperature powder paint fully dry after. Protective coverings for electric equipment insulation boards designed with pressure plate, when ordering according to the installation diagram, model specifications publishing order, ensure when installing corners neat, uniform appearance, reduce the amount of on-site machining. Before valves, flange insulation shell construction, be sure to make a unified model, all valves, flanges, insulation cover unified, tidy and beautiful. When four parts such as pipes, boiler insulation, must do first article inspection, proof of design and construction methods, technology can meet the technological requirements, before extensive construction. Boiler steel beams, door opening boxes designed with insulation gaskets, flange cannot be oblique, even fastened. Back into the slope of the tubing during installation pay attention to the piping, oil station is a low point. Refueling must be controlled when casting material parts, select low thermal conductivity materials as far as possible, ensure that these parts do not overheat. 6.3 quality defects of insulation technology management optimization of construction process and develop a reasonable duration, regional transfer of strictly 重要结果 分类函数系数 类别 1 2 3 食品 .480 .473 .429 衣着 1.612 1.354 .933 燃料 2.421 2.189 .777 住房 .555 .335 .052 用品及其它 1.032 .580 .847 文化支出 5.387 5.446 4.317 be limited to no more than 2 days of work, material deposited in special insulated containers, material handling to gently and make use of thermal insulation material in windproof, waterproof, moisture-proof measure. 6.2 thermal design optimization for high-temperature special thermal insulation for piping support and hanger design, reduced heat dissipation of the hangers, ensure that the wall does not overheat. Small-diameter piping, thermal instrument layout and positioning of support and hanger design take fully into account the expansion space and insulation thickness. Large-diameter pipes after heat preservation plastering construction of valves, turbine, checking smooth surface, high temperature powder paint fully dry after. Protective coverings for electric equipment insulation boards designed with pressure plate, when ordering according to the installation diagram, model specifications publishing order, ensure when installing corners neat, uniform appearance, reduce the amount of on-site machining. Before valves, flange insulation shell construction, be sure to make a unified model, all valves, flanges, insulation cover unified, tidy and beautiful. When four parts such as pipes, boiler insulation, must do first article inspection, proof of design and construction methods, technology can meet the technological requirements, before extensive construction. Boiler steel beams, door opening boxes designed with insulation gaskets, flange cannot be oblique, even fastened. Back into the slope of the tubing during installation pay attention to the piping, oil station is a low point. Refueling must be controlled when casting material parts, select low thermal conductivity materials as far as possible, ensure that these parts do not overheat. 6.3 quality defects of insulation technology management optimization of construction process and develop a reasonable duration, regional transfer of strictly (常量) -117.620 -89.052 -53.616 Fisher 的线性判别式函数 按照案例顺序的统计量 案例最高组 第二最高组 判别式得分 数目 到质心的平到质心的平P(D>d | 实预方 方 G=g) 际测函数 函数 P(G=g Mahalanobis P(G=g Mahalanobis 组 组 距离 组 距离 p df | D=d) | D=d) 1 2 初始 1 1 1 .320 2 1.000 2.282 2 .000 22.754 3.163 -2.717 2 1 1 .799 2 1.000 .449 2 .000 17.611 3.559 -1.659 **3 1 2 .095 2 .688 4.705 1 .312 6.283 2.737 1.275 4 1 1 .797 2 .984 .453 2 .016 8.670 2.855 -.569 5 1 1 .504 2 1.000 1.372 2 .000 20.770 4.205 -1.461 6 1 1 .313 2 .996 2.321 2 .004 13.305 1.847 -2.131 7 2 2 .788 2 .986 .476 1 .011 9.482 .566 .595 8 2 2 .405 2 .992 1.806 1 .008 11.456 1.756 1.913 9 2 2 .532 2 .987 1.263 1 .013 9.942 1.645 1.607 10 2 2 .451 2 .999 1.593 1 .001 15.008 1.358 2.269 11 2 2 .826 2 .984 .383 1 .015 8.758 .816 .718 12 2 2 .769 2 .994 .524 1 .006 10.742 1.252 1.523 13 2 2 .378 2 .861 1.945 3 .139 5.594 -.611 .539 dimension1 14 2 2 .219 2 .639 3.034 3 .361 4.179 -1.036 .605 15 2 2 .304 2 .941 2.379 3 .059 7.903 -.943 1.596 16 2 2 .935 2 .997 .134 1 .003 12.046 .874 1.485 17 3 3 .387 2 .994 1.899 2 .006 12.039 -1.570 -1.448 18 3 3 .801 2 1.000 .443 2 .000 19.449 -3.157 -1.076 19 3 3 .413 2 .991 1.767 2 .009 11.104 -1.531 -1.303 20 3 3 .570 2 .984 1.124 2 .016 9.398 -1.635 -.847 21 3 3 .880 2 .997 .255 2 .003 11.791 -2.562 -.128 22 3 3 .826 2 .993 .383 2 .007 10.155 -2.282 -.140 23 3 3 .130 2 1.000 4.077 2 .000 29.305 -4.643 -.183 24 3 3 .078 2 .995 5.095 2 .005 15.558 -3.369 1.526 25 3 3 .323 2 1.000 2.260 2 .000 25.638 -3.294 -1.989 be limited to no more than 2 days of work, material deposited in special insulated containers, material handling to gently and make use of thermal insulation material in windproof, waterproof, moisture-proof measure. 6.2 thermal design optimization for high-temperature special thermal insulation for piping support and hanger design, reduced heat dissipation of the hangers, ensure that the wall does not overheat. Small-diameter piping, thermal instrument layout and positioning of support and hanger design take fully into account the expansion space and insulation thickness. Large-diameter pipes after heat preservation plastering construction of valves, turbine, checking smooth surface, high temperature powder paint fully dry after. Protective coverings for electric equipment insulation boards designed with pressure plate, when ordering according to the installation diagram, model specifications publishing order, ensure when installing corners neat, uniform appearance, reduce the amount of on-site machining. Before valves, flange insulation shell construction, be sure to make a unified model, all valves, flanges, insulation cover unified, tidy and beautiful. When four parts such as pipes, boiler insulation, must do first article inspection, proof of design and construction methods, technology can meet the technological requirements, before extensive construction. Boiler steel beams, door opening boxes designed with insulation gaskets, flange cannot be oblique, even fastened. Back into the slope of the tubing during installation pay attention to the piping, oil station is a low point. Refueling must be controlled when casting material parts, select low thermal conductivity materials as far as possible, ensure that these parts do not overheat. 6.3 quality defects of insulation technology management optimization of construction process and develop a reasonable duration, regional transfer of strictly 未26 1 .000 2 1.000 20.223 2 .000 62.899 7.054 -3.278 分 组 的 未27 1 .000 2 1.000 82.160 2 .000 150.236 11.796 -3.630 分 组 的 未28 1 .005 2 1.000 10.431 2 .000 25.808 5.621 .759 分 组 的 交叉 1 1 1 .349 6 1.000 6.707 2 .000 27.301 验证 2 1 1 .025 6 .999 14.400 2 .001 29.412 a** 3 1 2 .087 6 1.000 11.051 1 .000 37.740 4 1 1 .233 6 .900 8.064 2 .100 12.459 5 1 1 .136 6 1.000 9.738 2 .000 28.718 6 1 1 .182 6 .975 8.851 2 .025 16.179 7 2 2 .249 6 .945 7.850 1 .043 14.042 8 2 2 .734 6 .984 3.575 1 .016 11.807 9 2 2 .039 6 .880 13.285 1 .120 17.268 10 2 2 .078 6 .996 11.349 1 .004 22.465 11 2 2 .701 6 .967 3.819 1 .031 10.683 12 2 2 .461 6 .984 5.669 1 .016 13.903 ** 13 2 3 .129 6 .703 9.898 2 .297 11.622 dimension1 ** 14 2 3 .444 6 .684 5.820 2 .316 7.368 15 2 2 .123 6 .635 10.047 3 .365 11.151 16 2 2 .000 6 .878 35.006 1 .121 38.973 17 3 3 .114 6 .955 10.252 2 .044 16.407 18 3 3 .925 6 1.000 1.939 2 .000 20.371 19 3 3 .288 6 .959 7.373 2 .041 13.678 20 3 3 .652 6 .963 4.186 2 .037 10.707 21 3 3 .526 6 .991 5.139 2 .009 14.634 22 3 3 .834 6 .986 2.792 2 .014 11.302 23 3 3 .101 6 1.000 10.616 2 .000 39.411 24 3 3 .018 6 .917 15.261 2 .083 20.057 25 3 3 .268 6 1.000 7.611 2 .000 32.555 对初始数据来说，平方 Mahalanobis 距离基于典则函数。 对交叉验证数据来说，平方 Mahalanobis 距离基于观察值。 **. 错误分类的案例 be limited to no more than 2 days of work, material deposited in special insulated containers, material handling to gently and make use of thermal insulation material in windproof, waterproof, moisture-proof measure. 6.2 thermal design optimization for high-temperature special thermal insulation for piping support and hanger design, reduced heat dissipation of the hangers, ensure that the wall does not overheat. Small-diameter piping, thermal instrument layout and positioning of support and hanger design take fully into account the expansion space and insulation thickness. Large-diameter pipes after heat preservation plastering construction of valves, turbine, checking smooth surface, high temperature powder paint fully dry after. Protective coverings for electric equipment insulation boards designed with pressure plate, when ordering according to the installation diagram, model specifications publishing order, ensure when installing corners neat, uniform appearance, reduce the amount of on-site machining. Before valves, flange insulation shell construction, be sure to make a unified model, all valves, flanges, insulation cover unified, tidy and beautiful. When four parts such as pipes, boiler insulation, must do first article inspection, proof of design and construction methods, technology can meet the technological requirements, before extensive construction. Boiler steel beams, door opening boxes designed with insulation gaskets, flange cannot be oblique, even fastened. Back into the slope of the tubing during installation pay attention to the piping, oil station is a low point. Refueling must be controlled when casting material parts, select low thermal conductivity materials as far as possible, ensure that these parts do not overheat. 6.3 quality defects of insulation technology management optimization of construction process and develop a reasonable duration, regional transfer of strictly a. 仅对分析中的案例进行交叉验证。 在交叉验证中，每个案例都是按照从该案例以外的所有其他案例派生的函数来分类的。 b,c分类结果 类别 预测组成员 合计 1 2 3 初始 计数 1 5 1 0 6 2 0 10 0 10 3 0 0 9 9 未分组的案例 3 0 0 3 % 1 83.3 16.7 .0 100.0 2 .0 100.0 .0 100.0 3 .0 .0 100.0 100.0 未分组的案例 100.0 .0 .0 100.0 a交叉验证 计数 1 5 1 0 6 2 0 8 2 10 3 0 0 9 9 % 1 83.3 16.7 .0 100.0 2 .0 80.0 20.0 100.0 3 .0 .0 100.0 100.0 a. 仅对分析中的案例进行交叉验证。 在交叉验证中，每个案例都是按照从该案例以外的所有其他案例派生的函数来分类的。 b. 已对初始分组案例中的 96.0% 个进行了正确分类。 c. 已对交叉验证分组案例中的 88.0% 个进行了正确分类。 be limited to no more than 2 days of work, material deposited in special insulated containers, material handling to gently and make use of thermal insulation material in windproof, waterproof, moisture-proof measure. 6.2 thermal design optimization for high-temperature special thermal insulation for piping support and hanger design, reduced heat dissipation of the hangers, ensure that the wall does not overheat. Small-diameter piping, thermal instrument layout and positioning of support and hanger design take fully into account the expansion space and insulation thickness. Large-diameter pipes after heat preservation plastering construction of valves, turbine, checking smooth surface, high temperature powder paint fully dry after. Protective coverings for electric equipment insulation boards designed with pressure plate, when ordering according to the installation diagram, model specifications publishing order, ensure when installing corners neat, uniform appearance, reduce the amount of on-site machining. Before valves, flange insulation shell construction, be sure to make a unified model, all valves, flanges, insulation cover unified, tidy and beautiful. When four parts such as pipes, boiler insulation, must do first article inspection, proof of design and construction methods, technology can meet the technological requirements, before extensive construction. Boiler steel beams, door opening boxes designed with insulation gaskets, flange cannot be oblique, even fastened. Back into the slope of the tubing during installation pay attention to the piping, oil station is a low point. Refueling must be controlled when casting material parts, select low thermal conductivity materials as far as possible, ensure that these parts do not overheat. 6.3 quality defects of insulation technology management optimization of construction process and develop a reasonable duration, regional transfer of strictly