Math Problem Statement
Let f(x1,x2)=2x21+3x1x2+3x22+x1+3x2 . 1 point Find the gradient for f(x) .
∇f=[4x1+3x2+13x1+6x2+3]
∇f=[3x1+6x2+34x1+3x2+1]
∇f=[4x1+3x23x1+6x2]
∇f=[4x2+3x1+13x2+6x1+3]
Solution
Given the function , we need to find the gradient of .
The gradient of a multivariable function is the vector of partial derivatives of the function with respect to each variable.
Let's calculate the partial derivatives:
1. Partial derivative with respect to :
2. Partial derivative with respect to :
Thus, the gradient of is:
From the given options, the correct gradient is:
Do you want more details on this? Here are some related questions:
- What is the geometric interpretation of the gradient of a function?
- How do we interpret partial derivatives in the context of multivariable functions?
- Can the gradient of a function be zero, and what does it signify?
- How do we find the directional derivative using the gradient?
- What is the role of the gradient in optimization problems?
- How is the Hessian matrix related to the gradient?
- How does the gradient affect the level curves of a function?
- How do we extend the concept of a gradient to more than two variables?
Tip: The gradient always points in the direction of the steepest ascent of the function.
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Math Problem Analysis
Mathematical Concepts
Multivariable Calculus
Partial Derivatives
Gradient
Formulas
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Theorems
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Suitable Grade Level
Advanced Undergraduate