Multivariable Calculus · 免费预览

泰勒定理与黑塞矩阵

多元函数的二阶泰勒多项式、承载二次项的黑塞矩阵,以及这种近似如何优于切平面。

1. One variable, reviewed

One variable, reviewed

2. The Hessian matrix

The Hessian matrix

3. A worked Taylor polynomial

A worked Taylor polynomial

4. What the quadratic form reveals

What the quadratic form reveals

5. Assembling the second-order term

At a point where fxx=2f_{xx} = 2, fxy=2f_{xy} = 2 and fyy=6f_{yy} = 6, what is the second-order term of the Taylor approximation in terms of the step (u,v)(u, v)?

6. Predicting with the quadratic model

The second-order Taylor polynomial of f(x,y)=x2y+y3f(x, y) = x^2 y + y^3 at (1,1)(1, 1) is P2=2+2u+4v+u2+2uv+3v2P_2 = 2 + 2u + 4v + u^2 + 2uv + 3v^2 with u=x−1u = x-1, v=y−1v = y-1. What does it predict at (1.1,0.9)(1.1, 0.9)?

7. Reading the Hessian

For f(x,y)=x2y+y3f(x, y) = x^2 y + y^3, what is the Hessian matrix at the point (1,1)(1, 1)?

8. Completing a quadratic form

The quadratic form u2+2uv+3v2u^2 + 2uv + 3v^2 can be rewritten as a sum of squares (u+v)2+c v2(u+v)^2 + c\,v^2. Give the coefficient cc, as a plain number.

9. Order of the improvement

At the step (0.1,−0.1)(0.1, -0.1) toward (1.1,0.9)(1.1, 0.9), the linear approximation of f(x,y)=x2y+y3f(x,y) = x^2y + y^3 misses the true value by about 0.0180.018, and the second-order polynomial misses by about 0.0020.002. Give the ratio of the two errors, rounded to a plain number.

进入交互式练习

免费注册 · 即时批改 · 自动安排间隔复习。

免费开始这门课