Recall the Akaike information Criterion (AIC) as well as the related Bayesian Information Criterion (BIC) from our study of Variable Selection and Model Building. Without heavy mathematical notation, explain how both the AIC and BIC emphasize goodness-of-fit of a regression model while also controlling model complexity. Why would we wish to do this (that is, to promote goodness-of-it while at the same time controlling model complexity)

Answers

Answer 1

Step-by-step explanation:

To check out how efficient or accurate a model is, we use the akaike information criterion or the Bayesian. If the AIC or BIC are lower, then this model would be better. They are also used to control for model complexity

Akaike information criterion = 2k-2ln where k is the number of parameter. A higher k gives a higher AIC.

In the real world complex models are discouraged and avoided since

1. They cause data to be over fitted and can capture noise and information from this data.

2. They are complex and therefore difficult to interpret

3. They consume a lot of time and computing them has several inefficiencies.

Using these two as measure of performance, we can select optimal choice of independent variable.

With forward/backward regression, we are able to put new variables in the model or remove from it. The best is the one with lowest AIC.


Related Questions

Solve for x (use steps i need to learn this pls)

Answers

Answer:

x = 14

Step-by-step explanation:

The figure shows two chords intersecting each other. Based on the Theorem of Intersecting chords, the product the segments of each chord is equal to the product of the other. This means:

24*x = 21*16

24x = 336

Divide both sides by 24

24x/24 = 336/24

x = 14


Is the graph shown at right the graph of -2x + 5y = 20? yes or no? explain your thinking

ILL GIVE YOU BRAINLIST

Answers

Yes

Rewrite the equation in slope intercept form.
First add 2x to both sides:
5y = 2x + 20
Divide both sides by 5
y = (2/5)x + 4

Based on this equation, the y-intercept is 4, which is true for the graph. The slope is 2/5, which is also true for the graph, seeing as how there are points at (-5,2), (0,4), and (5,6). Between each point you go 2 up and 5 to the right.

Please help

what is the measure in degrees of the highlighted ( the middle one) angle

Answers

Bbbbbbbbbbbbbbbbbbbbbbbbbbbbbbb

Answer:

8x+7x+44.4=180

15x=180-44.4

15x =135.6

X=9.04

8x=9.04×8=72.32

Determine the open intervals on which the graph is concave upward or concave downward. (Enter your answers using interval notation. If an answer does not exist, enter DNE.)

g(x) = 24x^{2} − x^{3}

concave upward at:

concave downward at:

Answers

Jambs dimahe de a su end dmkebudnr

I NEED HELP ASAP
FIND THE VALUE OF X IN THE FOLLOWING FIGURE

Answers

Answer:

x= 8

90+40=130

180-130=50

50-2=48

48/6=8

5 cakes shared between 3 people. what does each person recieved​

Answers

Answer:

Each person recieves 1.6 of the cakes.

Step-by-step explanation:

5 divided by 3 equals to 1.6.


If tan 0 = -2.5, then cot 0 =
= ?

Answers

the answer shld be 0.99

Drag and drop the phases of the moon in the correct order as they occur after the new moon.

waning gibbous

first quarter

waxing gibbous

waning crescent

full moon

Answers

Answer:

This is your answer ☺️☺️☺️

The students in your class are going on a field trip. The ratio of teachers to students must be 1 to 7.
Which graph shows the number of teachers needed for 28 students?

Answers

Answer:

4 teachers for 28 students

Step-by-step explanation:

28/7 = 4

Please help!! PLEASE!!!

Answers

Answer:

30%

Step-by-step explanation:

subtract the post-discount price from the pre-discount price

64.99 - 45.49 = 19.50

divide the answer by the original price

[tex]\frac{19.50}{64.99}[/tex] = 0.30

multiply the answer by 100

0.30 x 100 = 30%

to check:

take the original number and multiply it by the decimal form of the percentgae:

64.99 x 30% (0.30) = 19.50

take the answer and subtract it from the orginal answer

64.99 - 19.50 = 45.49

All changes saved
3. Find the length of the segment indicated. Round to
the nearest tenth if necessary.
5
3
5
X

Answers

Answer:

5

Step-by-step explanation:

It’s a radius, so it’s 5.

The length of x in the circle shown will be 5 units.

What is a circle?

A circle is a geometric shape that is created by drawing a point in an orbit around a fixed point while maintaining a fixed distance.

The longest line which can be drawn inside the circle will be the diameter.

Area of circle = πr² and the perimeter of circle = 2πr where r is the radius of the circle.

Given the circle with a radius of 5 units.

A radius is a line that goes from the center and touches the periphery of the circle.

Since the x line also goes from the center and touches to the periphery hence, x should be a radius.

Since the radius of a circle is always the same so

x = radius = 5

To learn more about the circle,

https://brainly.com/question/266951

#SPJ5

What is the value of x

Answers

Answer:

180

Step-by-step explanation:

The value of x would be 180

PLEASE HELP. I NEED ALL!!!!

y=6x if x = 1

y=6x if x = 2

y=6x if x = 3

y=6x if x = 4

y=.5x if x = 1

y=.5x if x = 2

y=.5x if x = 3

y=.5x if x = 4

y=-0.2x if x = 0

y=-0.2x if x = 1

y=-0.2x if x = 2

y=-0.2x if x = 3

Answers

1. y= 6
2. y= 12
3. y=18
4. y= 24
5. y=5
6. y= 10
7. y=15
8. y= 20
9. y=0
10. y= 0.2
11. y=0.4
12. y=0.6

Hope this helps!
I think it is 0.6 but I’m not sure

what is 7/8 - 4/7 as a fraction

Answers

Answer:

17/56

7/8 - 4/7 = 17/56

Answer:

17/56

Step-by-step explanation:

Multiply 7 by 7 and get 49

Then Multiply 4 by 8 and get 32

Then we Multiply the Denominators 8×7= 56

that's how u get /56

now u look at the numerators 49/56 32/56

49-32= 17

thats how u Get 17/56

quadratic equation has 5x+0 as a linear factor what value is a zero of the associated quadratic function.

It is not multiple choice

Answers

9514 1404 393

Answer:

  x = 0

Step-by-step explanation:

The zero is the value of x that makes the linear factor zero:

  5x +0 = 0

  5x = 0 . . . . . simplify

  x = 0/5 = 0 . . . . divide by 5

The associated zero is x = 0.

21n over 9n in lowest terms

Answers

The answer is: 7n over 3n

Answer:

21n/9n

= 7n/3n

21n/9n in the lowest terms is 7n/3n

The system of equations 2y = 14 - 2x and y=-x+ 7 is
graphed. What is the solution to the system of equations?
yt
14
13
12
(0,-7)
11
10
9
(0,0)
8
7
6
2y = 14 - 2x
y = -x + 7
infinitely many
solutions
5
4
3
2.
1
no solution
0
0 1 2 3 4 5 6 7 8 9 10 11 12 x

Answers

Answer:

Infinitely many solutions

Step-by-step explanation:

Given system:

2y = 14 - 2x y = -x + 7

Divide the first equation by 2 and rearrange:

2y/2 = 14/2 - 2x/2y = 7 - xy = -x + 7

We got the same equation with the second one. It means we have two of the same lines overlapping.

This gives us infinitely many solutions.

Which one is not a characteristic of all parallelograms?

Answers

Answer:

Consecutive angles are supplementary is not character of parallelograms

which expression is equivalent to 20c-8d

Answers

Step-by-step explanation:

Your question is incomplete please edit it.

The answer is 4(5c-2d)

What is the circumference of a circle with a diameter of 72 millimeters? millimeters (Use 3.14 for Pi.)

Answers

Answer:

C =226.08 mm

Step-by-step explanation:

Circumference is equal to

C = pi *d where d is the diameter

C = 3.14 * 72 mm

C =226.08 mm

3.14xdiameter=circumference

3.14x72mm=226.08mm

How much will a shopper save on a TV that is on sale for 25% off the regular price of $399.99

Answers

Answer:

299.25

Step-by-step explanation:

Im pretty sure this is correct!!

Answer:

$100

Step-by-step explanation:

399.99 * 0.25 = 99.9975 (100)

399.99 - 100 = 299.99

$299.99 = Cost after discount

The mass of the Sun is about 2 × 10^27 metric tons, or 2 × 10^30 kilograms. How many kilograms are in one metric ton?

Answers

Answer:

[tex]\frac{2 * 10^{30} }{2 * 10^{27} } = 10^{3} kg[/tex]

Work out the percentage change to 2 decimal places when a price of £200 is increased to £210.99.

Answers

Answer:

Let percentage be x%

According to the question

200+x%of 200=£210.99

X%of 200=£210.99-200

X/100×200=10.99

X=10.99/2=5.495% is required percentage.

Step-by-step explanation:

Expand the following expression by using the distributive method

3(4x+5y)​

Answers

Answer:

12x+15y

Step-by-step explanation:

The price of an item has been reduced by 40%. The original price was $35. What is the price of the item now? ​

Answers

Answer:

$21 is the correct answer

Answer:

Step-by-step explanation:

First we have to find 1 percent of 35, and then we will multiply it by 40. So: 35/100 = 0.35

0.35 (40) = 14

35 - 14 = 21

So, the discounted price is now $21.

Given that the measure of ∠x is 90°, and the measure of ∠y is 64°, find the measure of ∠z.

Answers

Answer:

26°

Step-by-step explanation:

Assuming that your figure is a triangle, we should keep in mind that all the interior angles of a triangle add up to 180°, always.

So, we have the values of angles x and y as 90° and 64°.

90 + 64 = 154°  ⇒ Add them up.

Now, subtract 154 from 180 to get ∠z.

180 - 154 = 26°

2(3x - 32y) + 3(-2x - 4y)

Answers

the answer to this is > -76y

Review Fractions:
1) 1/2x7/10
2) 2/4x2/3
3) 1/10x1/2
4) 1/10x1/2
5) 1/2x6/10

Answers

Answer:

1) 7/20

2) 1/3

3)1/20

4)1/20

5) 3/10

Step-by-step explanation:

Answer: 1) 7/20

2) 1/3

3) 1/20

4) 1/20

5) 3/10

Step-by-step explanation: 1) because we are multiplying fractions all we have to do is multiply the fractions numerator by numerator and denominator by denominator so 1x8=7 and 2x10=20 so 1/2x7/10=7/20

2) 2x2=4 4x3=12 so 2/4x2/3=4/12 now we can simplify so 4 divided by 4=1 and 12 divided by 4=3 so 1/3

3) 1x1=1 10x2=20 so 1/10x1/2=1/20

4) 1x1=1 10x2=20 so 1/10x1/2=1/20

5) 1x6=6 2x10=20 so 1/2x6/10=6/20 so now we have to simplify so 6 divided by 2=3 and 20 divided by 2=10 so 3/10

plz mark me brainliest

How to write
six hundred thirteen trillion, one billion, thirty-five million, two hundred eight thousand, three in standard notation

Answers

613,001,350,283.............

please show your work:
A crew of highway workers paved 3/15 miles in 15 minutes. If they work at the same rate, what portion of a mile will they pave in one hour?
a. 3/225
b. 4/5
c. 3/5
d. 1/20

Answers

Answer:

b . 4/5

60 :15 minute : 4

3 /15 x 4 = 12/15 = 4/5

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