INDUMAT (Quiz 3) Flashcards

1
Q

If |g’(x)| -> 1, convergence is _______.

A

Slow

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2
Q

If |g’(x)| < 1, _________________.

A

There will be convergence.

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3
Q

If |g’(x)| > 1, _________________.

A

There will be no convergence meaning divergence exists.

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4
Q

Derivative of ln (u)

A

u’ / u

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5
Q

Necessary and Sufficient Conditions for Local Minima (Theorem 1)

A
  1. Equate first derivative to zero
  2. Get the extreme points
  3. Plug in the extreme points to the second derivative
  4. If the value is greater than 0, it is a minima.
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6
Q

Necessary and Sufficient Conditions for Local Maxima (Theorem 2)

A
  1. Equate first derivative to zero
  2. Get the extreme points
  3. Plug in the extreme points to the second derivative
  4. If the value is less than 0, it is a maxima.
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7
Q

In Single Variable Unconstrained Optimization, suppose at a point x, the first derivative is zero, and the first non-zero higher-order derivative occurs at the nth derivative. If n is _____, then x is a point of inflection.

A

Odd

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8
Q

In Single Variable Unconstrained Optimization, suppose at a point x, the first derivative is zero, and the first non-zero higher-order derivative occurs at the nth derivative. If n is _____, then x is a local minima if the derivative is _________ .

A

Even; Positive

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9
Q

In Single Variable Unconstrained Optimization, suppose at a point x, the first derivative is zero, and the first non-zero higher-order derivative occurs at the nth derivative. If n is _____, then x is a local maxima if the derivative is _________ .

A

Even; Negative

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10
Q

Another term for an inflection point

A

Saddle Point

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11
Q

Another term for stationary point

A

Critical Point

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12
Q

Convex Graph

A

U

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13
Q

Concave Graph

A

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14
Q

Both Concave and Convex

A

\ or / (Linear Line)

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15
Q

Steps for MOSS

A
  1. Isolate all possible x then make into g(x)
  2. Get the derivative and find which x would have the smallest value ( such that its < 1 ).
  3. Using the acquired x, initialize with x0 at k=0
  4. Substitute value and repeat process until error value is less than tolerable error.
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16
Q

In constrained optimization, if the problem is asking to minimize, the constraints must be _____________ .

A

Equated to 0 such that g(x) is equal to 0.