Mplus model57 模型讲解

Mplus中介、调节与调节中介模型构建教程

理论模型
数学模型
数学推导
代码解读

大家好，欢迎来到Data Sense提供的Mplus中介、调节与调节中介模型构建教程的介绍。这份教程将带大家学习如何使用Mplus构建各种复杂的统计模型。每个案例都遵循清晰的结构，帮助大家快速上手。首先，我们会讲解模型的理论基础，也就是理论模型部分，让大家理解模型背后的逻辑。接下来，我们会呈现模型的数学表达，也就是数学模型部分，这部分会用数学公式清晰地描述模型。为了让大家更好地理解模型的运作机制，我们会进行必要的数学推导，这部分内容会逐步拆解模型的计算过程。最后，我们会提供具体的Mplus代码，并详细解读每行代码的作用，也就是代码解读部分。这份教程并非要求大家学习所有案例，而是一个速查工具，方便大家根据需要查找合适的案例学习。如有任何统计分析上的疑问，欢迎联系Data Sense寻求专业的统计咨询服务。谢谢大家！

理论模型

数学模型

这张图展示了一个复杂的模型，它研究了多个变量之间的关系。其中，X 是我们最开始关注的变量，它会影响 M 这个中间变量，M 又会影响最终的结果 Y 。除了 X 和 M，还有 W、Z、V、Q 这四个变量也会影响整个关系，它们被称为调节变量，它们的存在可能会改变 X、M 和 Y 之间的关系。图中，a1 到 a7 表示 X 和 M 之间的路径，b1 到 b4 表示 M 对 Y 的影响，c1’ 到 c13’ 表示 X 对 Y 的直接影响。同时，我们还考虑了 XW、XZ、WZ、XWZ、MV、MQ、MVQ、XQ、XV、VQ、XVQ 这些交互项，它们代表了调节变量和主要变量之间的相互作用。总的来说，这个模型考虑了变量之间的直接影响、间接影响以及相互作用，用来分析复杂的因果关系。

数学公式1

模型方程如下：

Y = b0 + b1M + b2MV + b3MQ + b4MVQ + c1'X + c2'W + c3'Z + c4'XW + c5'XZ + c6'WZ + c7'XWZ + c8'V + c9'Q + c10'XV + c11'XQ + c12'VQ + c13'XVQ

M = a0 + a1X + a2W + a3Z + a4XW + a5XZ + a6WZ + a7XWZ

数学公式2

模型方程如下：

Y = b0 + b1M + b2MV + b3MQ + b4MVQ + c1'X + c2'W + c3'Z + c4'XW + c5'XZ + c6'WZ + c7'XWZ + c8'V + c9'Q + c10'XV + c11'XQ + c12'VQ + c13'XVQ

M = a0 + a1X + a2W + a3Z + a4XW + a5XZ + a6WZ + a7XWZ
将第二个方程代入第一个方程，得到：

Y = b0 + b1(a0 + a1X + a2W + a3Z + a4XW + a5XZ + a6WZ + a7XWZ) + b2(a0 + a1X + a2W + a3Z + a4XW + a5XZ + a6WZ + a7XWZ)V + b3(a0 + a1X + a2W + a3Z + a4XW + a5XZ + a6WZ + a7XWZ)Q + b4(a0 + a1X + a2W + a3Z + a4XW + a5XZ + a6WZ + a7XWZ)VQ + c1'X + c2'W + c3'Z + c4'XW + c5'XZ + c6'WZ + c7'XWZ + c8'V + c9'Q + c10'XV + c11'XQ + c12'VQ + c13'XVQ

数学公式3

模型方程如下：

Y = b0 + b1M + b2MV + b3MQ + b4MVQ + c1'X + c2'W + c3'Z + c4'XW + c5'XZ + c6'WZ + c7'XWZ + c8'V + c9'Q + c10'XV + c11'XQ + c12'VQ + c13'XVQ

M = a0 + a1X + a2W + a3Z + a4XW + a5XZ + a6WZ + a7XWZ
将第二个方程代入第一个方程，得到：

Y = b0 + b1(a0 + a1X + a2W + a3Z + a4XW + a5XZ + a6WZ + a7XWZ) + b2(a0 + a1X + a2W + a3Z + a4XW + a5XZ + a6WZ + a7XWZ)V + b3(a0 + a1X + a2W + a3Z + a4XW + a5XZ + a6WZ + a7XWZ)Q + b4(a0 + a1X + a2W + a3Z + a4XW + a5XZ + a6WZ + a7XWZ)VQ + c1'X + c2'W + c3'Z + c4'XW + c5'XZ + c6'WZ + c7'XWZ + c8'V + c9'Q + c10'XV + c11'XQ + c12'VQ + c13'XVQ
展开括号，得到：

Y = b0 + a0b1 + a1b1X + a2b1W + a3b1Z + a4b1XW + a5b1XZ + a6b1WZ + a7b1XWZ + a0b2V + a1b2XV + a2b2WV + a3b2ZV + a4b2XWV + a5b2XZV + a6b2WZV + a7b2XWZV + a0b3Q + a1b3XQ + a2b3WQ + a3b3ZQ + a4b3XWQ + a5b3XZQ + a6b3WZQ + a7b3XWZQ + a0b4VQ + a1b4XVQ + a2b4WVQ + a3b4ZVQ + a4b4XWVQ + a5b4XZVQ + a6b4WZVQ + a7b4XWZVQ + c1'X + c2'W + c3'Z + c4'XW + c5'XZ + c6'WZ + c7'XWZ + c8'V + c9'Q + c10'XV + c11'XQ + c12'VQ + c13'XVQ

数学公式4

模型方程如下：

Y = b0 + b1M + b2MV + b3MQ + b4MVQ + c1'X + c2'W + c3'Z + c4'XW + c5'XZ + c6'WZ + c7'XWZ + c8'V + c9'Q + c10'XV + c11'XQ + c12'VQ + c13'XVQ

M = a0 + a1X + a2W + a3Z + a4XW + a5XZ + a6WZ + a7XWZ
将第二个方程代入第一个方程，得到：

Y = b0 + b1(a0 + a1X + a2W + a3Z + a4XW + a5XZ + a6WZ + a7XWZ) + b2(a0 + a1X + a2W + a3Z + a4XW + a5XZ + a6WZ + a7XWZ)V + b3(a0 + a1X + a2W + a3Z + a4XW + a5XZ + a6WZ + a7XWZ)Q + b4(a0 + a1X + a2W + a3Z + a4XW + a5XZ + a6WZ + a7XWZ)VQ + c1'X + c2'W + c3'Z + c4'XW + c5'XZ + c6'WZ + c7'XWZ + c8'V + c9'Q + c10'XV + c11'XQ + c12'VQ + c13'XVQ
展开括号，得到：

Y = b0 + a0b1 + a1b1X + a2b1W + a3b1Z + a4b1XW + a5b1XZ + a6b1WZ + a7b1XWZ + a0b2V + a1b2XV + a2b2WV + a3b2ZV + a4b2XWV + a5b2XZV + a6b2WZV + a7b2XWZV + a0b3Q + a1b3XQ + a2b3WQ + a3b3ZQ + a4b3XWQ + a5b3XZQ + a6b3WZQ + a7b3XWZQ + a0b4VQ + a1b4XVQ + a2b4WVQ + a3b4ZVQ + a4b4XWVQ + a5b4XZVQ + a6b4WZVQ + a7b4XWZVQ + c1'X + c2'W + c3'Z + c4'XW + c5'XZ + c6'WZ + c7'XWZ + c8'V + c9'Q + c10'XV + c11'XQ + c12'VQ + c13'XVQ
将包含X的项合并，整理成`Y = a + bX`的形式：

Y = (b0 + a0b1 + a2b1W + a3b1Z + a6b1WZ + a0b2V + a2b2WV + a3b2ZV + a6b2WZV + a0b3Q + a2b3WQ + a3b3ZQ + a6b3WZQ + a0b4VQ + a2b4WVQ + a3b4ZVQ + a6b4WZVQ + c2'W + c3'Z + c6'WZ + c8'V + c9'Q + c12'VQ) + (a1b1 + a4b1W + a5b1Z + a7b1WZ + a1b2V + a4b2WV + a5b2ZV + a7b2WZV + a1b3Q + a4b3WQ + a5b3ZQ + a7b3WZQ + a1b4VQ + a4b4WVQ + a5b4ZVQ + a7b4WZVQ + c1' + c4'W + c5'Z + c7'WZ + c10'V + c11'Q + c13'VQ)X

数学公式5

模型方程如下：

Y = b0 + b1M + b2MV + b3MQ + b4MVQ + c1'X + c2'W + c3'Z + c4'XW + c5'XZ + c6'WZ + c7'XWZ + c8'V + c9'Q + c10'XV + c11'XQ + c12'VQ + c13'XVQ

M = a0 + a1X + a2W + a3Z + a4XW + a5XZ + a6WZ + a7XWZ
将第二个方程代入第一个方程，得到：

Y = b0 + b1(a0 + a1X + a2W + a3Z + a4XW + a5XZ + a6WZ + a7XWZ) + b2(a0 + a1X + a2W + a3Z + a4XW + a5XZ + a6WZ + a7XWZ)V + b3(a0 + a1X + a2W + a3Z + a4XW + a5XZ + a6WZ + a7XWZ)Q + b4(a0 + a1X + a2W + a3Z + a4XW + a5XZ + a6WZ + a7XWZ)VQ + c1'X + c2'W + c3'Z + c4'XW + c5'XZ + c6'WZ + c7'XWZ + c8'V + c9'Q + c10'XV + c11'XQ + c12'VQ + c13'XVQ
展开括号，得到：

Y = b0 + a0b1 + a1b1X + a2b1W + a3b1Z + a4b1XW + a5b1XZ + a6b1WZ + a7b1XWZ + a0b2V + a1b2XV + a2b2WV + a3b2ZV + a4b2XWV + a5b2XZV + a6b2WZV + a7b2XWZV + a0b3Q + a1b3XQ + a2b3WQ + a3b3ZQ + a4b3XWQ + a5b3XZQ + a6b3WZQ + a7b3XWZQ + a0b4VQ + a1b4XVQ + a2b4WVQ + a3b4ZVQ + a4b4XWVQ + a5b4XZVQ + a6b4WZVQ + a7b4XWZVQ + c1'X + c2'W + c3'Z + c4'XW + c5'XZ + c6'WZ + c7'XWZ + c8'V + c9'Q + c10'XV + c11'XQ + c12'VQ + c13'XVQ
将包含X的项合并，整理成`Y = a + bX`的形式：

Y = (b0 + a0b1 + a2b1W + a3b1Z + a6b1WZ + a0b2V + a2b2WV + a3b2ZV + a6b2WZV + a0b3Q + a2b3WQ + a3b3ZQ + a6b3WZQ + a0b4VQ + a2b4WVQ + a3b4ZVQ + a6b4WZVQ + c2'W + c3'Z + c6'WZ + c8'V + c9'Q + c12'VQ) + (a1b1 + a4b1W + a5b1Z + a7b1WZ + a1b2V + a4b2WV + a5b2ZV + a7b2WZV + a1b3Q + a4b3WQ + a5b3ZQ + a7b3WZQ + a1b4VQ + a4b4WVQ + a5b4ZVQ + a7b4WZVQ + c1' + c4'W + c5'Z + c7'WZ + c10'V + c11'Q + c13'VQ)X
因此，在给定W, Z, V, Q的条件下：

X对Y的间接效应：

(a1 + a4W + a5Z + a7WZ)(b1 + b2V + b3Q + b4VQ)

X对Y的直接效应：

c1' + c4'W + c5'Z + c7'WZ + c10'V + c11'Q + c13'VQ

代码解读1

USEVARIABLES = X M W Z V Q Y XW XZ WZ XV XQ VQ MV MQ XWZ XVQ MVQ;

代码解读2

USEVARIABLES = X M W Z V Q Y XW XZ WZ XV XQ VQ MV MQ XWZ XVQ MVQ;
DEFINE:
 MQ = M*Q;
 MV = M*V;
 XW = X*W;
 XZ = X*Z;
 XQ = X*Q;
 XV = X*V;
 WZ = W*Z;
 VQ = V*Q;
 MVQ = M*V*Q;
 XWZ = X*W*Z;
 XVQ = X*V*Q;

代码解读3

USEVARIABLES = X M W Z V Q Y XW XZ WZ XV XQ VQ MV MQ XWZ XVQ MVQ;
DEFINE:
 MQ = M*Q;
 MV = M*V;
 XW = X*W;
 XZ = X*Z;
 XQ = X*Q;
 XV = X*V;
 WZ = W*Z;
 VQ = V*Q;
 MVQ = M*V*Q;
 XWZ = X*W*Z;
 XVQ = X*V*Q;
ANALYSIS:
 TYPE = GENERAL;
 ESTIMATOR = ML;
 BOOTSTRAP = 10000;

代码解读4

USEVARIABLES = X M W Z V Q Y XW XZ WZ XV XQ VQ MV MQ XWZ XVQ MVQ;
DEFINE:
 MQ = M*Q;
 MV = M*V;
 XW = X*W;
 XZ = X*Z;
 XQ = X*Q;
 XV = X*V;
 WZ = W*Z;
 VQ = V*Q;
 MVQ = M*V*Q;
 XWZ = X*W*Z;
 XVQ = X*V*Q;
ANALYSIS:
 TYPE = GENERAL;
 ESTIMATOR = ML;
 BOOTSTRAP = 10000;
MODEL:
 [Y] (b0);
 Y ON M (b1);
 Y ON MV (b2);
 Y ON MQ (b3);
 Y ON MVQ (b4);
 Y ON X (cdash1);
 Y ON W (cdash2);
 Y ON Z (cdash3);
 Y ON XW (cdash4);
 Y ON XZ (cdash5);
 Y ON WZ (cdash6);
 Y ON XWZ (cdash7);
 Y ON V (cdash8);
 Y ON Q (cdash9);
 Y ON XV (cdash10);
 Y ON XQ (cdash11);
 Y ON VQ (cdash12);
 Y ON XVQ (cdash13);
 [M] (a0);
 M ON X (a1);
 M ON W (a2);
 M ON Z (a3);
 M ON XW (a4);
 M ON XZ (a5);
 M ON WZ (a6);
 M ON XWZ (a7);

代码解读5

USEVARIABLES = X M W Z V Q Y XW XZ WZ XV XQ VQ MV MQ XWZ XVQ MVQ;
DEFINE:
 MQ = M*Q;
 MV = M*V;
 XW = X*W;
 XZ = X*Z;
 XQ = X*Q;
 XV = X*V;
 WZ = W*Z;
 VQ = V*Q;
 MVQ = M*V*Q;
 XWZ = X*W*Z;
 XVQ = X*V*Q;
ANALYSIS:
 TYPE = GENERAL;
 ESTIMATOR = ML;
 BOOTSTRAP = 10000;
MODEL:
 [Y] (b0);
 Y ON M (b1);
 Y ON MV (b2);
 Y ON MQ (b3);
 Y ON MVQ (b4);
 Y ON X (cdash1);
 Y ON W (cdash2);
 Y ON Z (cdash3);
 Y ON XW (cdash4);
 Y ON XZ (cdash5);
 Y ON WZ (cdash6);
 Y ON XWZ (cdash7);
 Y ON V (cdash8);
 Y ON Q (cdash9);
 Y ON XV (cdash10);
 Y ON XQ (cdash11);
 Y ON VQ (cdash12);
 Y ON XVQ (cdash13);
 [M] (a0);
 M ON X (a1);
 M ON W (a2);
 M ON Z (a3);
 M ON XW (a4);
 M ON XZ (a5);
 M ON WZ (a6);
 M ON XWZ (a7);
MODEL CONSTRAINT:
 NEW(LOW_W MED_W HIGH_W LOW_Z MED_Z HIGH_Z LOW_V MED_V HIGH_V LOW_Q MED_Q HIGH_Q
 ILLLL IMLLL IHLLL ILMLL IMMLL IHMLL ILHLL IMHLL IHHLL
 ILLML IMLML IHLML ILMML IMMML IHMML ILHML IMHML IHHML
 ILLHL IMLHL IHLHL ILMHL IMMHL IHMHL ILHHL IMHHL IHHHL
 ILLLM IMLLM IHLLM ILMLM IMMLM IHMLM ILHLM IMHLM IHHLM
 ILLMM IMLMM IHLMM ILMMM IMMMM IHMMM ILHMM IMHMM IHHMM
 ILLHM IMLHM IHLHM ILMHM IMMHM IHMHM ILHHM IMHHM IHHHM
 ILLLH IMLLH IHLLH ILMLH IMMLH IHMLH ILHLH IMHLH IHHLH
 ILLMH IMLMH IHLMH ILMMH IMMMH IHMMH ILHMH IMHMH IHHMH
 ILLHH IMLHH IHLHH ILMHH IMMHH IHMHH ILHHH IMHHH IHHHH
 DLLLL DMLLL DHLLL DLMLL DMMLL DHMLL DLHLL DMHLL DHHLL
 DLLML DMLML DHLML DLMML DMMML DHMML DLHML DMHML DHHML
 DLLHL DMLHL DHLHL DLMHL DMMHL DHMHL DLHHL DMHHL DHHHL
 DLLLM DMLLM DHLLM DLMLM DMMLM DHMLM DLHLM DMHLM DHHLM
 DLLMM DMLMM DHLMM DLMMM DMMMM DHMMM DLHMM DMHMM DHHMM
 DLLHM DMLHM DHLHM DLMHM DMMHM DHMHM DLHHM DMHHM DHHHM
 DLLLH DMLLH DHLLH DLMLH DMMLH DHMLH DLHLH DMHLH DHHLH
 DLLMH DMLMH DHLMH DLMMH DMMMH DHMMH DLHMH DMHMH DHHMH
 DLLHH DMLHH DHLHH DLMHH DMMHH DHMHH DLHHH DMHHH DHHHH
 TLLLL TMLLL THLLL TLMLL TMMLL THMLL TLHLL TMHLL THHLL
 TLLML TMLML THLML TLMML TMMML THMML TLHML TMHML THHML
 TLLHL TMLHL THLHL TLMHL TMMHL THMHL TLHHL TMHHL THHHL
 TLLLM TMLLM THLLM TLMLM TMMLM THMLM TLHLM TMHLM THHLM
 TLLMM TMLMM THLMM TLMMM TMMMM THMMM TLHMM TMHMM THHMM
 TLLHM TMLHM THLHM TLMHM TMMHM THMHM TLHHM TMHHM THHHM
 TLLLH TMLLH THLLH TLMLH TMMLH THMLH TLHLH TMHLH THHLH
 TLLMH TMLMH THLMH TLMMH TMMMH THMMH TLHMH TMHMH THHMH
 TLLHH TMLHH THLHH TLMHH TMMHH THMHH TLHHH TMHHH THHHH);

代码解读6

USEVARIABLES = X M W Z V Q Y XW XZ WZ XV XQ VQ MV MQ XWZ XVQ MVQ;
DEFINE:
 MQ = M*Q;
 MV = M*V;
 XW = X*W;
 XZ = X*Z;
 XQ = X*Q;
 XV = X*V;
 WZ = W*Z;
 VQ = V*Q;
 MVQ = M*V*Q;
 XWZ = X*W*Z;
 XVQ = X*V*Q;
ANALYSIS:
 TYPE = GENERAL;
 ESTIMATOR = ML;
 BOOTSTRAP = 10000;
MODEL:
 [Y] (b0);
 Y ON M (b1);
 Y ON MV (b2);
 Y ON MQ (b3);
 Y ON MVQ (b4);
 Y ON X (cdash1);
 Y ON W (cdash2);
 Y ON Z (cdash3);
 Y ON XW (cdash4);
 Y ON XZ (cdash5);
 Y ON WZ (cdash6);
 Y ON XWZ (cdash7);
 Y ON V (cdash8);
 Y ON Q (cdash9);
 Y ON XV (cdash10);
 Y ON XQ (cdash11);
 Y ON VQ (cdash12);
 Y ON XVQ (cdash13);
 [M] (a0);
 M ON X (a1);
 M ON W (a2);
 M ON Z (a3);
 M ON XW (a4);
 M ON XZ (a5);
 M ON WZ (a6);
 M ON XWZ (a7);
MODEL CONSTRAINT:
 NEW(LOW_W MED_W HIGH_W LOW_Z MED_Z HIGH_Z LOW_V MED_V HIGH_V LOW_Q MED_Q HIGH_Q
 ILLLL IMLLL IHLLL ILMLL IMMLL IHMLL ILHLL IMHLL IHHLL
 ILLML IMLML IHLML ILMML IMMML IHMML ILHML IMHML IHHML
 ILLHL IMLHL IHLHL ILMHL IMMHL IHMHL ILHHL IMHHL IHHHL
 ILLLM IMLLM IHLLM ILMLM IMMLM IHMLM ILHLM IMHLM IHHLM
 ILLMM IMLMM IHLMM ILMMM IMMMM IHMMM ILHMM IMHMM IHHMM
 ILLHM IMLHM IHLHM ILMHM IMMHM IHMHM ILHHM IMHHM IHHHM
 ILLLH IMLLH IHLLH ILMLH IMMLH IHMLH ILHLH IMHLH IHHLH
 ILLMH IMLMH IHLMH ILMMH IMMMH IHMMH ILHMH IMHMH IHHMH
 ILLHH IMLHH IHLHH ILMHH IMMHH IHMHH ILHHH IMHHH IHHHH
 DLLLL DMLLL DHLLL DLMLL DMMLL DHMLL DLHLL DMHLL DHHLL
 DLLML DMLML DHLML DLMML DMMML DHMML DLHML DMHML DHHML
 DLLHL DMLHL DHLHL DLMHL DMMHL DHMHL DLHHL DMHHL DHHHL
 DLLLM DMLLM DHLLM DLMLM DMMLM DHMLM DLHLM DMHLM DHHLM
 DLLMM DMLMM DHLMM DLMMM DMMMM DHMMM DLHMM DMHMM DHHMM
 DLLHM DMLHM DHLHM DLMHM DMMHM DHMHM DLHHM DMHHM DHHHM
 DLLLH DMLLH DHLLH DLMLH DMMLH DHMLH DLHLH DMHLH DHHLH
 DLLMH DMLMH DHLMH DLMMH DMMMH DHMMH DLHMH DMHMH DHHMH
 DLLHH DMLHH DHLHH DLMHH DMMHH DHMHH DLHHH DMHHH DHHHH
 TLLLL TMLLL THLLL TLMLL TMMLL THMLL TLHLL TMHLL THHLL
 TLLML TMLML THLML TLMML TMMML THMML TLHML TMHML THHML
 TLLHL TMLHL THLHL TLMHL TMMHL THMHL TLHHL TMHHL THHHL
 TLLLM TMLLM THLLM TLMLM TMMLM THMLM TLHLM TMHLM THHLM
 TLLMM TMLMM THLMM TLMMM TMMMM THMMM TLHMM TMHMM THHMM
 TLLHM TMLHM THLHM TLMHM TMMHM THMHM TLHHM TMHHM THHHM
 TLLLH TMLLH THLLH TLMLH TMMLH THMLH TLHLH TMHLH THHLH
 TLLMH TMLMH THLMH TLMMH TMMMH THMMH TLHMH TMHMH THHMH
 TLLHH TMLHH THLHH TLMHH TMMHH THMHH TLHHH TMHHH THHHH);
LOW_W = #LOWW;
MED_W = #MEDW;
HIGH_W = #HIGHW;
LOW_Z = #LOWZ;
MED_Z = #MEDZ;
HIGH_Z = #HIGHZ;
LOW_V = #LOWV;
MED_V = #MEDV;
HIGH_V = #HIGHV;
LOW_Q = #LOWQ;
MED_Q = #MEDQ;
HIGH_Q = #HIGHQ;

代码解读7

USEVARIABLES = X M W Z V Q Y XW XZ WZ XV XQ VQ MV MQ XWZ XVQ MVQ;
DEFINE:
 MQ = M*Q;
 MV = M*V;
 XW = X*W;
 XZ = X*Z;
 XQ = X*Q;
 XV = X*V;
 WZ = W*Z;
 VQ = V*Q;
 MVQ = M*V*Q;
 XWZ = X*W*Z;
 XVQ = X*V*Q;
ANALYSIS:
 TYPE = GENERAL;
 ESTIMATOR = ML;
 BOOTSTRAP = 10000;
MODEL:
 [Y] (b0);
 Y ON M (b1);
 Y ON MV (b2);
 Y ON MQ (b3);
 Y ON MVQ (b4);
 Y ON X (cdash1);
 Y ON W (cdash2);
 Y ON Z (cdash3);
 Y ON XW (cdash4);
 Y ON XZ (cdash5);
 Y ON WZ (cdash6);
 Y ON XWZ (cdash7);
 Y ON V (cdash8);
 Y ON Q (cdash9);
 Y ON XV (cdash10);
 Y ON XQ (cdash11);
 Y ON VQ (cdash12);
 Y ON XVQ (cdash13);
 [M] (a0);
 M ON X (a1);
 M ON W (a2);
 M ON Z (a3);
 M ON XW (a4);
 M ON XZ (a5);
 M ON WZ (a6);
 M ON XWZ (a7);
MODEL CONSTRAINT:
 NEW(LOW_W MED_W HIGH_W LOW_Z MED_Z HIGH_Z LOW_V MED_V HIGH_V LOW_Q MED_Q HIGH_Q
 ILLLL IMLLL IHLLL ILMLL IMMLL IHMLL ILHLL IMHLL IHHLL
 ILLML IMLML IHLML ILMML IMMML IHMML ILHML IMHML IHHML
 ILLHL IMLHL IHLHL ILMHL IMMHL IHMHL ILHHL IMHHL IHHHL
 ILLLM IMLLM IHLLM ILMLM IMMLM IHMLM ILHLM IMHLM IHHLM
 ILLMM IMLMM IHLMM ILMMM IMMMM IHMMM ILHMM IMHMM IHHMM
 ILLHM IMLHM IHLHM ILMHM IMMHM IHMHM ILHHM IMHHM IHHHM
 ILLLH IMLLH IHLLH ILMLH IMMLH IHMLH ILHLH IMHLH IHHLH
 ILLMH IMLMH IHLMH ILMMH IMMMH IHMMH ILHMH IMHMH IHHMH
 ILLHH IMLHH IHLHH ILMHH IMMHH IHMHH ILHHH IMHHH IHHHH
 DLLLL DMLLL DHLLL DLMLL DMMLL DHMLL DLHLL DMHLL DHHLL
 DLLML DMLML DHLML DLMML DMMML DHMML DLHML DMHML DHHML
 DLLHL DMLHL DHLHL DLMHL DMMHL DHMHL DLHHL DMHHL DHHHL
 DLLLM DMLLM DHLLM DLMLM DMMLM DHMLM DLHLM DMHLM DHHLM
 DLLMM DMLMM DHLMM DLMMM DMMMM DHMMM DLHMM DMHMM DHHMM
 DLLHM DMLHM DHLHM DLMHM DMMHM DHMHM DLHHM DMHHM DHHHM
 DLLLH DMLLH DHLLH DLMLH DMMLH DHMLH DLHLH DMHLH DHHLH
 DLLMH DMLMH DHLMH DLMMH DMMMH DHMMH DLHMH DMHMH DHHMH
 DLLHH DMLHH DHLHH DLMHH DMMHH DHMHH DLHHH DMHHH DHHHH
 TLLLL TMLLL THLLL TLMLL TMMLL THMLL TLHLL TMHLL THHLL
 TLLML TMLML THLML TLMML TMMML THMML TLHML TMHML THHML
 TLLHL TMLHL THLHL TLMHL TMMHL THMHL TLHHL TMHHL THHHL
 TLLLM TMLLM THLLM TLMLM TMMLM THMLM TLHLM TMHLM THHLM
 TLLMM TMLMM THLMM TLMMM TMMMM THMMM TLHMM TMHMM THHMM
 TLLHM TMLHM THLHM TLMHM TMMHM THMHM TLHHM TMHHM THHHM
 TLLLH TMLLH THLLH TLMLH TMMLH THMLH TLHLH TMHLH THHLH
 TLLMH TMLMH THLMH TLMMH TMMMH THMMH TLHMH TMHMH THHMH
 TLLHH TMLHH THLHH TLMHH TMMHH THMHH TLHHH TMHHH THHHH);
LOW_W = #LOWW;
MED_W = #MEDW;
HIGH_W = #HIGHW;
LOW_Z = #LOWZ;
MED_Z = #MEDZ;
HIGH_Z = #HIGHZ;
LOW_V = #LOWV;
MED_V = #MEDV;
HIGH_V = #HIGHV;
LOW_Q = #LOWQ;
MED_Q = #MEDQ;
HIGH_Q = #HIGHQ;
ILLLL = a1*b1 + a4*b1*LOW_W + a5*b1*LOW_Z + a7*b1*LOW_W*LOW_Z + a1*b2*LOW_V + a4*b2*LOW_W*LOW_V + a5*b2*LOW_Z*LOW_V + a7*b2*LOW_W*LOW_Z*LOW_V + a1*b3*LOW_Q + a4*b3*LOW_W*LOW_Q + a5*b3*LOW_Z*LOW_Q + a7*b3*LOW_W*LOW_Z*LOW_Q + a1*b4*LOW_V*LOW_Q + a4*b4*LOW_W*LOW_V*LOW_Q + a5*b4*LOW_Z*LOW_V*LOW_Q + a7*b4*LOW_W*LOW_Z*LOW_V*LOW_Q;
...(其余的ILLLL到IHHHH, DLLLL到DHHHH, TLLLL到THHHH的定义)...

代码解读8

USEVARIABLES = X M W Z V Q Y XW XZ WZ XV XQ VQ MV MQ XWZ XVQ MVQ;
DEFINE:
 MQ = M*Q;
 MV = M*V;
 XW = X*W;
 XZ = X*Z;
 XQ = X*Q;
 XV = X*V;
 WZ = W*Z;
 VQ = V*Q;
 MVQ = M*V*Q;
 XWZ = X*W*Z;
 XVQ = X*V*Q;
ANALYSIS:
 TYPE = GENERAL;
 ESTIMATOR = ML;
 BOOTSTRAP = 10000;
MODEL:
 [Y] (b0);
 Y ON M (b1);
 Y ON MV (b2);
 Y ON MQ (b3);
 Y ON MVQ (b4);
 Y ON X (cdash1);
 Y ON W (cdash2);
 Y ON Z (cdash3);
 Y ON XW (cdash4);
 Y ON XZ (cdash5);
 Y ON WZ (cdash6);
 Y ON XWZ (cdash7);
 Y ON V (cdash8);
 Y ON Q (cdash9);
 Y ON XV (cdash10);
 Y ON XQ (cdash11);
 Y ON VQ (cdash12);
 Y ON XVQ (cdash13);
 [M] (a0);
 M ON X (a1);
 M ON W (a2);
 M ON Z (a3);
 M ON XW (a4);
 M ON XZ (a5);
 M ON WZ (a6);
 M ON XWZ (a7);
MODEL CONSTRAINT:
 NEW(LOW_W MED_W HIGH_W LOW_Z MED_Z HIGH_Z LOW_V MED_V HIGH_V LOW_Q MED_Q HIGH_Q
 ILLLL IMLLL IHLLL ILMLL IMMLL IHMLL ILHLL IMHLL IHHLL
 ILLML IMLML IHLML ILMML IMMML IHMML ILHML IMHML IHHML
 ILLHL IMLHL IHLHL ILMHL IMMHL IHMHL ILHHL IMHHL IHHHL
 ILLLM IMLLM IHLLM ILMLM IMMLM IHMLM ILHLM IMHLM IHHLM
 ILLMM IMLMM IHLMM ILMMM IMMMM IHMMM ILHMM IMHMM IHHMM
 ILLHM IMLHM IHLHM ILMHM IMMHM IHMHM ILHHM IMHHM IHHHM
 ILLLH IMLLH IHLLH ILMLH IMMLH IHMLH ILHLH IMHLH IHHLH
 ILLMH IMLMH IHLMH ILMMH IMMMH IHMMH ILHMH IMHMH IHHMH
 ILLHH IMLHH IHLHH ILMHH IMMHH IHMHH ILHHH IMHHH IHHHH
 DLLLL DMLLL DHLLL DLMLL DMMLL DHMLL DLHLL DMHLL DHHLL
 DLLML DMLML DHLML DLMML DMMML DHMML DLHML DMHML DHHML
 DLLHL DMLHL DHLHL DLMHL DMMHL DHMHL DLHHL DMHHL DHHHL
 DLLLM DMLLM DHLLM DLMLM DMMLM DHMLM DLHLM DMHLM DHHLM
 DLLMM DMLMM DHLMM DLMMM DMMMM DHMMM DLHMM DMHMM DHHMM
 DLLHM DMLHM DHLHM DLMHM DMMHM DHMHM DLHHM DMHHM DHHHM
 DLLLH DMLLH DHLLH DLMLH DMMLH DHMLH DLHLH DMHLH DHHLH
 DLLMH DMLMH DHLMH DLMMH DMMMH DHMMH DLHMH DMHMH DHHMH
 DLLHH DMLHH DHLHH DLMHH DMMHH DHMHH DLHHH DMHHH DHHHH
 TLLLL TMLLL THLLL TLMLL TMMLL THMLL TLHLL TMHLL THHLL
 TLLML TMLML THLML TLMML TMMML THMML TLHML TMHML THHML
 TLLHL TMLHL THLHL TLMHL TMMHL THMHL TLHHL TMHHL THHHL
 TLLLM TMLLM THLLM TLMLM TMMLM THMLM TLHLM TMHLM THHLM
 TLLMM TMLMM THLMM TLMMM TMMMM THMMM TLHMM TMHMM THHMM
 TLLHM TMLHM THLHM TLMHM TMMHM THMHM TLHHM TMHHM THHHM
 TLLLH TMLLH THLLH TLMLH TMMLH THMLH TLHLH TMHLH THHLH
 TLLMH TMLMH THLMH TLMMH TMMMH THMMH TLHMH TMHMH THHMH
 TLLHH TMLHH THLHH TLMHH TMMHH THMHH TLHHH TMHHH THHHH);
LOW_W = #LOWW;
MED_W = #MEDW;
HIGH_W = #HIGHW;
LOW_Z = #LOWZ;
MED_Z = #MEDZ;
HIGH_Z = #HIGHZ;
LOW_V = #LOWV;
MED_V = #MEDV;
HIGH_V = #HIGHV;
LOW_Q = #LOWQ;
MED_Q = #MEDQ;
HIGH_Q = #HIGHQ;
ILLLL = a1*b1 + a4*b1*LOW_W + a5*b1*LOW_Z + a7*b1*LOW_W*LOW_Z + a1*b2*LOW_V + a4*b2*LOW_W*LOW_V + a5*b2*LOW_Z*LOW_V + a7*b2*LOW_W*LOW_Z*LOW_V + a1*b3*LOW_Q + a4*b3*LOW_W*LOW_Q + a5*b3*LOW_Z*LOW_Q + a7*b3*LOW_W*LOW_Z*LOW_Q + a1*b4*LOW_V*LOW_Q + a4*b4*LOW_W*LOW_V*LOW_Q + a5*b4*LOW_Z*LOW_V*LOW_Q + a7*b4*LOW_W*LOW_Z*LOW_V*LOW_Q;
...(其余的ILLLL到IHHHH, DLLLL到DHHHH, TLLLL到THHHH的定义)...
PLOT(PLLLL PMLLL PHLLL PLMLL PMMLL PHMLL PLHLL PMHLL PHHLL
 PLLML PMLML PHLML PLMML PMMML PHMML PLHML PMHML PHHML
 PLLHL PMLHL PHLHL PLMHL PMMHL PHMHL PLHHL PMHHL PHHHL
 PLLLM PMLLM PHLLM PLMLM PMMLM PHMLM PLHLM PMHLM PHHLM
 PLLMM PMLMM PHLMM PLMMM PMMMM PHMMM PLHMM PMHMM PHHMM
 PLLHM PMLHM PHLHM PLMHM PMMHM PHMHM PLHHM PMHHM PHHHM
 PLLLH PMLLH PHLLH PLMLH PMMLH PHMLH PLHLH PMHLH PHHLH
 PLLMH PMLMH PHLMH PLMMH PMMMH PHMMH PLHMH PMHMH PHHMH
 PLLHH PMLHH PHLHH PLMHH PMMHH PHMHH PLHHH PMHHH PHHHH);

代码解读9

USEVARIABLES = X M W Z V Q Y XW XZ WZ XV XQ VQ MV MQ XWZ XVQ MVQ;
DEFINE:
 MQ = M*Q;
 MV = M*V;
 XW = X*W;
 XZ = X*Z;
 XQ = X*Q;
 XV = X*V;
 WZ = W*Z;
 VQ = V*Q;
 MVQ = M*V*Q;
 XWZ = X*W*Z;
 XVQ = X*V*Q;
ANALYSIS:
 TYPE = GENERAL;
 ESTIMATOR = ML;
 BOOTSTRAP = 10000;
MODEL:
 [Y] (b0);
 Y ON M (b1);
 Y ON MV (b2);
 Y ON MQ (b3);
 Y ON MVQ (b4);
 Y ON X (cdash1);
 Y ON W (cdash2);
 Y ON Z (cdash3);
 Y ON XW (cdash4);
 Y ON XZ (cdash5);
 Y ON WZ (cdash6);
 Y ON XWZ (cdash7);
 Y ON V (cdash8);
 Y ON Q (cdash9);
 Y ON XV (cdash10);
 Y ON XQ (cdash11);
 Y ON VQ (cdash12);
 Y ON XVQ (cdash13);
 [M] (a0);
 M ON X (a1);
 M ON W (a2);
 M ON Z (a3);
 M ON XW (a4);
 M ON XZ (a5);
 M ON WZ (a6);
 M ON XWZ (a7);
MODEL CONSTRAINT:
 NEW(LOW_W MED_W HIGH_W LOW_Z MED_Z HIGH_Z LOW_V MED_V HIGH_V LOW_Q MED_Q HIGH_Q
 ILLLL IMLLL IHLLL ILMLL IMMLL IHMLL ILHLL IMHLL IHHLL
 ILLML IMLML IHLML ILMML IMMML IHMML ILHML IMHML IHHML
 ILLHL IMLHL IHLHL ILMHL IMMHL IHMHL ILHHL IMHHL IHHHL
 ILLLM IMLLM IHLLM ILMLM IMMLM IHMLM ILHLM IMHLM IHHLM
 ILLMM IMLMM IHLMM ILMMM IMMMM IHMMM ILHMM IMHMM IHHMM
 ILLHM IMLHM IHLHM ILMHM IMMHM IHMHM ILHHM IMHHM IHHHM
 ILLLH IMLLH IHLLH ILMLH IMMLH IHMLH ILHLH IMHLH IHHLH
 ILLMH IMLMH IHLMH ILMMH IMMMH IHMMH ILHMH IMHMH IHHMH
 ILLHH IMLHH IHLHH ILMHH IMMHH IHMHH ILHHH IMHHH IHHHH
 DLLLL DMLLL DHLLL DLMLL DMMLL DHMLL DLHLL DMHLL DHHLL
 DLLML DMLML DHLML DLMML DMMML DHMML DLHML DMHML DHHML
 DLLHL DMLHL DHLHL DLMHL DMMHL DHMHL DLHHL DMHHL DHHHL
 DLLLM DMLLM DHLLM DLMLM DMMLM DHMLM DLHLM DMHLM DHHLM
 DLLMM DMLMM DHLMM DLMMM DMMMM DHMMM DLHMM DMHMM DHHMM
 DLLHM DMLHM DHLHM DLMHM DMMHM DHMHM DLHHM DMHHM DHHHM
 DLLLH DMLLH DHLLH DLMLH DMMLH DHMLH DLHLH DMHLH DHHLH
 DLLMH DMLMH DHLMH DLMMH DMMMH DHMMH DLHMH DMHMH DHHMH
 DLLHH DMLHH DHLHH DLMHH DMMHH DHMHH DLHHH DMHHH DHHHH
 TLLLL TMLLL THLLL TLMLL TMMLL THMLL TLHLL TMHLL THHLL
 TLLML TMLML THLML TLMML TMMML THMML TLHML TMHML THHML
 TLLHL TMLHL THLHL TLMHL TMMHL THMHL TLHHL TMHHL THHHL
 TLLLM TMLLM THLLM TLMLM TMMLM THMLM TLHLM TMHLM THHLM
 TLLMM TMLMM THLMM TLMMM TMMMM THMMM TLHMM TMHMM THHMM
 TLLHM TMLHM THLHM TLMHM TMMHM THMHM TLHHM TMHHM THHHM
 TLLLH TMLLH THLLH TLMLH TMMLH THMLH TLHLH TMHLH THHLH
 TLLMH TMLMH THLMH TLMMH TMMMH THMMH TLHMH TMHMH THHMH
 TLLHH TMLHH THLHH TLMHH TMMHH THMHH TLHHH TMHHH THHHH);
LOW_W = #LOWW;
MED_W = #MEDW;
HIGH_W = #HIGHW;
LOW_Z = #LOWZ;
MED_Z = #MEDZ;
HIGH_Z = #HIGHZ;
LOW_V = #LOWV;
MED_V = #MEDV;
HIGH_V = #HIGHV;
LOW_Q = #LOWQ;
MED_Q = #MEDQ;
HIGH_Q = #HIGHQ;
ILLLL = a1*b1 + a4*b1*LOW_W + a5*b1*LOW_Z + a7*b1*LOW_W*LOW_Z + a1*b2*LOW_V + a4*b2*LOW_W*LOW_V + a5*b2*LOW_Z*LOW_V + a7*b2*LOW_W*LOW_Z*LOW_V + a1*b3*LOW_Q + a4*b3*LOW_W*LOW_Q + a5*b3*LOW_Z*LOW_Q + a7*b3*LOW_W*LOW_Z*LOW_Q + a1*b4*LOW_V*LOW_Q + a4*b4*LOW_W*LOW_V*LOW_Q + a5*b4*LOW_Z*LOW_V*LOW_Q + a7*b4*LOW_W*LOW_Z*LOW_V*LOW_Q;
...(其余的ILLLL到IHHHH, DLLLL到DHHHH, TLLLL到THHHH的定义)...
PLOT(PLLLL PMLLL PHLLL PLMLL PMMLL PHMLL PLHLL PMHLL PHHLL
 PLLML PMLML PHLML PLMML PMMML PHMML PLHML PMHML PHHML
 PLLHL PMLHL PHLHL PLMHL PMMHL PHMHL PLHHL PMHHL PHHHL
 PLLLM PMLLM PHLLM PLMLM PMMLM PHMLM PLHLM PMHLM PHHLM
 PLLMM PMLMM PHLMM PLMMM PMMMM PHMMM PLHMM PMHMM PHHMM
 PLLHM PMLHM PHLHM PLMHM PMMHM PHMHM PLHHM PMHHM PHHHM
 PLLLH PMLLH PHLLH PLMLH PMMLH PHMLH PLHLH PMHLH PHHLH
 PLLMH PMLMH PHLMH PLMMH PMMMH PHMMH PLHMH PMHMH PHHMH
 PLLHH PMLHH PHLHH PLMHH PMMHH PHMHH PLHHH PMHHH PHHHH);
LOOP(XVAL,1,5,0.1);
...(PLLLL到PHHHH的定义)...

代码解读10

USEVARIABLES = X M W Z V Q Y XW XZ WZ XV XQ VQ MV MQ XWZ XVQ MVQ;
DEFINE:
 MQ = M*Q;
 MV = M*V;
 XW = X*W;
 XZ = X*Z;
 XQ = X*Q;
 XV = X*V;
 WZ = W*Z;
 VQ = V*Q;
 MVQ = M*V*Q;
 XWZ = X*W*Z;
 XVQ = X*V*Q;
ANALYSIS:
 TYPE = GENERAL;
 ESTIMATOR = ML;
 BOOTSTRAP = 10000;
MODEL:
 [Y] (b0);
 Y ON M (b1);
 Y ON MV (b2);
 Y ON MQ (b3);
 Y ON MVQ (b4);
 Y ON X (cdash1);
 Y ON W (cdash2);
 Y ON Z (cdash3);
 Y ON XW (cdash4);
 Y ON XZ (cdash5);
 Y ON WZ (cdash6);
 Y ON XWZ (cdash7);
 Y ON V (cdash8);
 Y ON Q (cdash9);
 Y ON XV (cdash10);
 Y ON XQ (cdash11);
 Y ON VQ (cdash12);
 Y ON XVQ (cdash13);
 [M] (a0);
 M ON X (a1);
 M ON W (a2);
 M ON Z (a3);
 M ON XW (a4);
 M ON XZ (a5);
 M ON WZ (a6);
 M ON XWZ (a7);
MODEL CONSTRAINT:
 NEW(LOW_W MED_W HIGH_W LOW_Z MED_Z HIGH_Z LOW_V MED_V HIGH_V LOW_Q MED_Q HIGH_Q
 ILLLL IMLLL IHLLL ILMLL IMMLL IHMLL ILHLL IMHLL IHHLL
 ILLML IMLML IHLML ILMML IMMML IHMML ILHML IMHML IHHML
 ILLHL IMLHL IHLHL ILMHL IMMHL IHMHL ILHHL IMHHL IHHHL
 ILLLM IMLLM IHLLM ILMLM IMMLM IHMLM ILHLM IMHLM IHHLM
 ILLMM IMLMM IHLMM ILMMM IMMMM IHMMM ILHMM IMHMM IHHMM
 ILLHM IMLHM IHLHM ILMHM IMMHM IHMHM ILHHM IMHHM IHHHM
 ILLLH IMLLH IHLLH ILMLH IMMLH IHMLH ILHLH IMHLH IHHLH
 ILLMH IMLMH IHLMH ILMMH IMMMH IHMMH ILHMH IMHMH IHHMH
 ILLHH IMLHH IHLHH ILMHH IMMHH IHMHH ILHHH IMHHH IHHHH
 DLLLL DMLLL DHLLL DLMLL DMMLL DHMLL DLHLL DMHLL DHHLL
 DLLML DMLML DHLML DLMML DMMML DHMML DLHML DMHML DHHML
 DLLHL DMLHL DHLHL DLMHL DMMHL DHMHL DLHHL DMHHL DHHHL
 DLLLM DMLLM DHLLM DLMLM DMMLM DHMLM DLHLM DMHLM DHHLM
 DLLMM DMLMM DHLMM DLMMM DMMMM DHMMM DLHMM DMHMM DHHMM
 DLLHM DMLHM DHLHM DLMHM DMMHM DHMHM DLHHM DMHHM DHHHM
 DLLLH DMLLH DHLLH DLMLH DMMLH DHMLH DLHLH DMHLH DHHLH
 DLLMH DMLMH DHLMH DLMMH DMMMH DHMMH DLHMH DMHMH DHHMH
 DLLHH DMLHH DHLHH DLMHH DMMHH DHMHH DLHHH DMHHH DHHHH
 TLLLL TMLLL THLLL TLMLL TMMLL THMLL TLHLL TMHLL THHLL
 TLLML TMLML THLML TLMML TMMML THMML TLHML TMHML THHML
 TLLHL TMLHL THLHL TLMHL TMMHL THMHL TLHHL TMHHL THHHL
 TLLLM TMLLM THLLM TLMLM TMMLM THMLM TLHLM TMHLM THHLM
 TLLMM TMLMM THLMM TLMMM TMMMM THMMM TLHMM TMHMM THHMM
 TLLHM TMLHM THLHM TLMHM TMMHM THMHM TLHHM TMHHM THHHM
 TLLLH TMLLH THLLH TLMLH TMMLH THMLH TLHLH TMHLH THHLH
 TLLMH TMLMH THLMH TLMMH TMMMH THMMH TLHMH TMHMH THHMH
 TLLHH TMLHH THLHH TLMHH TMMHH THMHH TLHHH TMHHH THHHH);
LOW_W = #LOWW;
MED_W = #MEDW;
HIGH_W = #HIGHW;
LOW_Z = #LOWZ;
MED_Z = #MEDZ;
HIGH_Z = #HIGHZ;
LOW_V = #LOWV;
MED_V = #MEDV;
HIGH_V = #HIGHV;
LOW_Q = #LOWQ;
MED_Q = #MEDQ;
HIGH_Q = #HIGHQ;
ILLLL = a1*b1 + a4*b1*LOW_W + a5*b1*LOW_Z + a7*b1*LOW_W*LOW_Z + a1*b2*LOW_V + a4*b2*LOW_W*LOW_V + a5*b2*LOW_Z*LOW_V + a7*b2*LOW_W*LOW_Z*LOW_V + a1*b3*LOW_Q + a4*b3*LOW_W*LOW_Q + a5*b3*LOW_Z*LOW_Q + a7*b3*LOW_W*LOW_Z*LOW_Q + a1*b4*LOW_V*LOW_Q + a4*b4*LOW_W*LOW_V*LOW_Q + a5*b4*LOW_Z*LOW_V*LOW_Q + a7*b4*LOW_W*LOW_Z*LOW_V*LOW_Q;
...(其余的ILLLL到IHHHH, DLLLL到DHHHH, TLLLL到THHHH的定义)...
PLOT(PLLLL PMLLL PHLLL PLMLL PMMLL PHMLL PLHLL PMHLL PHHLL
 PLLML PMLML PHLML PLMML PMMML PHMML PLHML PMHML PHHML
 PLLHL PMLHL PHLHL PLMHL PMMHL PHMHL PLHHL PMHHL PHHHL
 PLLLM PMLLM PHLLM PLMLM PMMLM PHMLM PLHLM PMHLM PHHLM
 PLLMM PMLMM PHLMM PLMMM PMMMM PHMMM PLHMM PMHMM PHHMM
 PLLHM PMLHM PHLHM PLMHM PMMHM PHMHM PLHHM PMHHM PHHHM
 PLLLH PMLLH PHLLH PLMLH PMMLH PHMLH PLHLH PMHLH PHHLH
 PLLMH PMLMH PHLMH PLMMH PMMMH PHMMH PLHMH PMHMH PHHMH
 PLLHH PMLHH PHLHH PLMHH PMMHH PHMHH PLHHH PMHHH PHHHH);
LOOP(XVAL,1,5,0.1);
...(PLLLL到PHHHH的定义)...
PLOT:
 TYPE = plot2;

代码解读11

USEVARIABLES = X M W Z V Q Y XW XZ WZ XV XQ VQ MV MQ XWZ XVQ MVQ;
DEFINE:
 MQ = M*Q;
 MV = M*V;
 XW = X*W;
 XZ = X*Z;
 XQ = X*Q;
 XV = X*V;
 WZ = W*Z;
 VQ = V*Q;
 MVQ = M*V*Q;
 XWZ = X*W*Z;
 XVQ = X*V*Q;
ANALYSIS:
 TYPE = GENERAL;
 ESTIMATOR = ML;
 BOOTSTRAP = 10000;
MODEL:
 [Y] (b0);
 Y ON M (b1);
 Y ON MV (b2);
 Y ON MQ (b3);
 Y ON MVQ (b4);
 Y ON X (cdash1);
 Y ON W (cdash2);
 Y ON Z (cdash3);
 Y ON XW (cdash4);
 Y ON XZ (cdash5);
 Y ON WZ (cdash6);
 Y ON XWZ (cdash7);
 Y ON V (cdash8);
 Y ON Q (cdash9);
 Y ON XV (cdash10);
 Y ON XQ (cdash11);
 Y ON VQ (cdash12);
 Y ON XVQ (cdash13);
 [M] (a0);
 M ON X (a1);
 M ON W (a2);
 M ON Z (a3);
 M ON XW (a4);
 M ON XZ (a5);
 M ON WZ (a6);
 M ON XWZ (a7);
MODEL CONSTRAINT:
 NEW(LOW_W MED_W HIGH_W LOW_Z MED_Z HIGH_Z LOW_V MED_V HIGH_V LOW_Q MED_Q HIGH_Q
 ILLLL IMLLL IHLLL ILMLL IMMLL IHMLL ILHLL IMHLL IHHLL
 ILLML IMLML IHLML ILMML IMMML IHMML ILHML IMHML IHHML
 ILLHL IMLHL IHLHL ILMHL IMMHL IHMHL ILHHL IMHHL IHHHL
 ILLLM IMLLM IHLLM ILMLM IMMLM IHMLM ILHLM IMHLM IHHLM
 ILLMM IMLMM IHLMM ILMMM IMMMM IHMMM ILHMM IMHMM IHHMM
 ILLHM IMLHM IHLHM ILMHM IMMHM IHMHM ILHHM IMHHM IHHHM
 ILLLH IMLLH IHLLH ILMLH IMMLH IHMLH ILHLH IMHLH IHHLH
 ILLMH IMLMH IHLMH ILMMH IMMMH IHMMH ILHMH IMHMH IHHMH
 ILLHH IMLHH IHLHH ILMHH IMMHH IHMHH ILHHH IMHHH IHHHH
 DLLLL DMLLL DHLLL DLMLL DMMLL DHMLL DLHLL DMHLL DHHLL
 DLLML DMLML DHLML DLMML DMMML DHMML DLHML DMHML DHHML
 DLLHL DMLHL DHLHL DLMHL DMMHL DHMHL DLHHL DMHHL DHHHL
 DLLLM DMLLM DHLLM DLMLM DMMLM DHMLM DLHLM DMHLM DHHLM
 DLLMM DMLMM DHLMM DLMMM DMMMM DHMMM DLHMM DMHMM DHHMM
 DLLHM DMLHM DHLHM DLMHM DMMHM DHMHM DLHHM DMHHM DHHHM
 DLLLH DMLLH DHLLH DLMLH DMMLH DHMLH DLHLH DMHLH DHHLH
 DLLMH DMLMH DHLMH DLMMH DMMMH DHMMH DLHMH DMHMH DHHMH
 DLLHH DMLHH DHLHH DLMHH DMMHH DHMHH DLHHH DMHHH DHHHH
 TLLLL TMLLL THLLL TLMLL TMMLL THMLL TLHLL TMHLL THHLL
 TLLML TMLML THLML TLMML TMMML THMML TLHML TMHML THHML
 TLLHL TMLHL THLHL TLMHL TMMHL THMHL TLHHL TMHHL THHHL
 TLLLM TMLLM THLLM TLMLM TMMLM THMLM TLHLM TMHLM THHLM
 TLLMM TMLMM THLMM TLMMM TMMMM THMMM TLHMM TMHMM THHMM
 TLLHM TMLHM THLHM TLMHM TMMHM THMHM TLHHM TMHHM THHHM
 TLLLH TMLLH THLLH TLMLH TMMLH THMLH TLHLH TMHLH THHLH
 TLLMH TMLMH THLMH TLMMH TMMMH THMMH TLHMH TMHMH THHMH
 TLLHH TMLHH THLHH TLMHH TMMHH THMHH TLHHH TMHHH THHHH);
LOW_W = #LOWW;
MED_W = #MEDW;
HIGH_W = #HIGHW;
LOW_Z = #LOWZ;
MED_Z = #MEDZ;
HIGH_Z = #HIGHZ;
LOW_V = #LOWV;
MED_V = #MEDV;
HIGH_V = #HIGHV;
LOW_Q = #LOWQ;
MED_Q = #MEDQ;
HIGH_Q = #HIGHQ;
ILLLL = a1*b1 + a4*b1*LOW_W + a5*b1*LOW_Z + a7*b1*LOW_W*LOW_Z + a1*b2*LOW_V + a4*b2*LOW_W*LOW_V + a5*b2*LOW_Z*LOW_V + a7*b2*LOW_W*LOW_Z*LOW_V + a1*b3*LOW_Q + a4*b3*LOW_W*LOW_Q + a5*b3*LOW_Z*LOW_Q + a7*b3*LOW_W*LOW_Z*LOW_Q + a1*b4*LOW_V*LOW_Q + a4*b4*LOW_W*LOW_V*LOW_Q + a5*b4*LOW_Z*LOW_V*LOW_Q + a7*b4*LOW_W*LOW_Z*LOW_V*LOW_Q;
...(其余的ILLLL到IHHHH, DLLLL到DHHHH, TLLLL到THHHH的定义)...
PLOT(PLLLL PMLLL PHLLL PLMLL PMMLL PHMLL PLHLL PMHLL PHHLL
 PLLML PMLML PHLML PLMML PMMML PHMML PLHML PMHML PHHML
 PLLHL PMLHL PHLHL PLMHL PMMHL PHMHL PLHHL PMHHL PHHHL
 PLLLM PMLLM PHLLM PLMLM PMMLM PHMLM PLHLM PMHLM PHHLM
 PLLMM PMLMM PHLMM PLMMM PMMMM PHMMM PLHMM PMHMM PHHMM
 PLLHM PMLHM PHLHM PLMHM PMMHM PHMHM PLHHM PMHHM PHHHM
 PLLLH PMLLH PHLLH PLMLH PMMLH PHMLH PLHLH PMHLH PHHLH
 PLLMH PMLMH PHLMH PLMMH PMMMH PHMMH PLHMH PMHMH PHHMH
 PLLHH PMLHH PHLHH PLMHH PMMHH PHMHH PLHHH PMHHH PHHHH);
LOOP(XVAL,1,5,0.1);
...(PLLLL到PHHHH的定义)...
PLOT:
 TYPE = plot2;
OUTPUT:
 STAND CINT(bcbootstrap);

资源汇总

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