Answer: look at the screenshot
prove that the largest eigenvector of the covariance matrix of x is equal to the variance of the projected data on first principal component
The largest eigenvector of the covariance matrix is equal to the variance of the projected data on the first principal component, confirming their relationship in dimensionality reduction techniques such as PCA.
Let's prove the statement
The largest eigenvector of the covariance matrix of X is equal to the variance of the projected data on the first principal component.
The Proof is
Consider a dataset X with dimensions n x m.
Compute the covariance matrix C of X.
Perform PCA on X to obtain the eigenvectors and eigenvalues of C.
Order the eigenvectors by their corresponding eigenvalues in decreasing order.
Let the first eigenvector be v₁, which corresponds to the largest eigenvalue λ₁.
Project the data onto the first principal component by computing the dot product of each data point with v₁.
Let P be the projected data.
P = X * v₁
Compute the variance of the projected data, which represents the spread of the data along the first principal component.
Let Var(P) be the variance of P.
Var(P) = Var(X * v₁)
Using the properties of variance, we have:
Var(P) = (v₁ᵀ * C * v₁)
Since v₁ is an eigenvector, we have (C * v₁) = λ₁ * v₁.
Substituting this into the variance equation, we get:
Var(P) = (v₁ᵀ * λ₁ * v₁)
Var(P) = λ₁ * (v₁ᵀ * v₁)
Since v₁ is a unit vector (|v₁| = 1), we have (v₁ᵀ * v₁) = 1.
Therefore, Var(P) = λ₁.
We observe that Var(P), the variance of the projected data on the first principal component, is equal to the largest eigenvalue λ₁.
Thus, the largest eigenvector of the covariance matrix is indeed equal to the variance of the projected data on the first principal component.
Therefore, we have proved that the largest eigenvector of the covariance matrix of X is equal to the variance of the projected data on the first principal component.
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Last week, the value of an investment changed at a rate of –$0.80 each hour.
After how many hours was the total change in value –$3.60?
Answer:
4 hours
Step-by-step explanation:
3.6 / .8
EESP
Jim's Boats charges an initial fee of $30 plus $5 per hour to rent a boat. Sally's Boats does not charge an
initial fee, but charges $20 per hour to rent a boat. (8. EE. 80)
Define you valuables
Valuables are items or possessions that have a great worth to an individual or an organization. They are generally things that people value and have a significant amount of importance for the owner. There are several types of valuables like financial, personal, sentimental, and priceless items.
Financial valuables are items such as money, investments, and assets that hold economic value. Personal valuables include things like jewelry, designer clothing, or other items that may be considered luxurious. Sentimental valuables include items like old photos, letters, or other mementos that hold special memories and emotional value to the owner. Priceless valuables are those items that are truly irreplaceable, such as heirlooms, antiques, or historical artifacts.
In this case, Jim's Boats and Sally's Boats are both valuable because they are a source of income and profit for their respective owners. They have different pricing strategies and rental policies, but they both provide an essential service to their customers who are willing to pay for their boats' rental services. The value of these boats goes beyond their monetary worth as they provide a means of leisure and entertainment for the renters, who might consider it a valuable experience.
Jim's Boats charge $30 as an initial fee and $5 per hour to rent a boat, while Sally's Boats do not charge an initial fee, but they charge $20 per hour to rent a boat. To make an informed decision, renters must evaluate the value proposition offered by each rental company and determine which one suits their budget, preference, and needs.
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Put the following statements into order to prove that the modus ponens is a valid argument form Not all steps are correct or belong in the proof: Enter N for such steps:
~p V -(p = q) Vq = (Tp Vq) v-(Tp V q)
The correct order of statements to prove that modus ponens is a valid argument form is as follows: ~p V -(p = q) V q = (Tp V q) v -(Tp V q).
To prove the validity of the modus ponens argument form, we need to arrange the statements in the correct order. Here is the correct order of statements:
~p V -(p = q) V q (Given statement)-(p = q) V ~p V q (Commuted the disjunction)-(p = q) V (Tp V q) (Logical equivalence between ~p and Tp)(p = q) -> (Tp V q) (Implication of the previous statement)(Tp V q) v -(Tp V q) (Law of excluded middle)The first statement is given, and we begin by commuting the disjunction in the second statement. Then, we use the logical equivalence between ~p and Tp to rewrite the third statement. This allows us to express the conditional statement (p = q) -> (Tp V q) in the fourth statement. Finally, we apply the law of excluded middle in the last statement.
It's important to note that the correctness of each step has not been explicitly specified, so we assume that all the steps in the proof are correct and belong to the final valid argument form.
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use the t test to determine the significance of each independent variable. what is the conclusion for each test at the 0.01 level of significance?
Each test's 0.01 level of significance result will depend on whether the null hypothesis is accepted or rejected.
For each independent variable, the t test will compare the mean of the variable to a given value or the means of two groups. The conclusion for each test at the 0.01 level of significance will depend on whether the null hypothesis is rejected or not. If the null hypothesis is rejected, then the independent variable is considered to be statistically significant at the 0.01 level of significance.
If the null hypothesis is not rejected, then the independent variable is not considered to be statistically significant at the 0.01 level of significance. This means that the results of the study do not provide sufficient evidence to suggest that the independent variable has an effect on the dependent variable.
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What is 8.51736 rounded to the nearest ten-thousandth?
Plz answer this is important
Answer:
78.5714
Step-by-step explanation:
given,
radius=5cm
now,
area of circle (A)=
\( = \frac{22}{7} \times {5}^{2} \\ \\ \\ = \frac{22}{7} \times 25 \\ \\ = 78.5714 {cm}^{2} \)
Given f(x) = 3x^3– 2x + k, and x-2 is a factor of f(x), then what is the value of K
Answer:
k = - 20
Step-by-step explanation:
(x - h) is a factor of f(x), then by the remainder theorem f(a) = 0 , then
substituting x = 2 into f(x) and equating to zero, gives
3(2)³ - 2(2) + k = 0
3(8) - 4 + k = 0
24 - 4 + k = 0
20 + k = 0 ( subtract 20 from both sides )
k = - 20
The equation y = 10x + 15 represents a gym that charges. What is the slope and y-intercept?
O slope: 15, y-intercept: 10
O slope: 10, y-intercept: 15
Oslope: 5, y-intercept: 25
O slope: 25, y-intercept: 5
a) A circular channel section has diameter of 6m and it is running half. Calculate the discharge through the channel if the bed slope is 1 in 600 and manning’s co efficient is equal to 0.014.
To calculate the discharge through the circular channel, we can use Manning's equation, which relates the flow rate (Q) to the channel properties and flow conditions. Manning's equation is given by:
Q = (1/n) * A * R^(2/3) * S^(1/2)
where:
Q is the discharge (flow rate)
n is Manning's coefficient (0.014 in this case)
A is the cross-sectional area of the channel
R is the hydraulic radius of the channel
S is the slope of the channel bed
First, let's calculate the cross-sectional area (A) of the circular channel. The diameter of the channel is given as 6m, so the radius (r) is half of that, which is 3m. Therefore, the area can be calculated as:
A = π * r^2 = π * (3m)^2 = 9π m^2
Next, let's calculate the hydraulic radius (R) of the channel. For a circular channel, the hydraulic radius is equal to half of the diameter, which is:
R = r = 3m
Now, we can calculate the slope (S) of the channel bed. The given slope is 1 in 600, which means for every 600 units of horizontal distance, there is a 1-unit change in vertical distance. Therefore, the slope can be expressed as:
S = 1/600
Finally, we can substitute these values into Manning's equation to calculate the discharge (Q):
Q = (1/0.014) * (9π m^2) * (3m)^(2/3) * (1/600)^(1/2)
Using a calculator, the discharge can be evaluated to get the final result.
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PLS HELP WITH THIS QUESTION
Step-by-step explanation:
put the point on -2 and make the line go left
Estimate the product by finding two numbers the exact answer is between 7×3481
The value of the numerical expression (7 x 3481) will be 24,367.
What is Algebra?Algebra is the study of algebraic expressions, while logic is the manipulation of those concepts.
The acronym PEMDAS stands for Parenthesis, Exponent, Multiplication, Division, Addition, and Subtraction. This rule is used to answer the problem correctly and precisely.
The numbers are given below.
7 and 3481
Then the product of the numbers 7 and 3481 will be given by putting a cross sign between them. Then we have
⇒ 7 x 3481
⇒ 24,367
The value of the numerical expression (7 x 3481) will be 24,367.
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On a coordinate plane, a curved line labeled f of x with a minimum value of (1.9, negative 5.7) and a maximum value of (0, 2), crosses the x-axis at (negative 0.7, 0), (0.76, 0), and (2.5, 0), and crosses the y-axis at (0, 2).
Which statement is true about the graphed function?
F(x) < 0 over the intervals (-∞, -0.7) and (0.76, 2.5).
F(x) > 0 over the intervals (-∞, -0.7) and (0.76, 2.5).
F(x) < 0 over the intervals (-0.7, 0.76) and (2.5, ∞).
F(x) > 0 over the intervals (-0.7, 0.76) and (0.76, ∞)
The correct statement is that F(x) < 0 over the intervals (-0.7, 0.76) and (2.5, ∞).
What is value?Value of subjective concept that refers to the word of important that an individual group of people places on the something it is often associated with principal beliefs and the standard that are accepted by society when you can be seen as a matter of how important something is true person of organization it is often seen as a reflection of funds for view and can help to save decision.
This can be seen by looking at the function's minimum and maximum values and its points of intersection with the x- and y-axes. The minimum value of (1.9, negative 5.7) is to the left of the x-axis, indicating that the function is negative over the interval (-0.7, 0.76). The maximum value of (0, 2) is above the x-axis, indicating that the function is negative over the interval (2.5, ∞).
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Can you help me with this please?
The answer of the given question based on a graph of a function g is given below,
What is Graph?A graph is visual representation of data, information, or functions that are plotted on coordinate system. It is typically consists of two axes, usually labeled as x-axis and y-axis, that intersect at origin.
The horizontal axis is x-axis, and the vertical axis is y-axis.
Here's a sketch of what function g might look like:
| ___
10 |- / \
| / \
| / \
| / \
|/ \
0 -----------------
| 0 | 1 |
Function g is a reflection of f(x) = x^2 over the x-axis, so the vertex is still at (0,0) but the parabola now opens downwards instead of upwards. The compression vertically would make the parabola wider and flatter than the original. Note that the specific scaling factor for the compression is not given, so the precise shape and size of g could vary depending on that factor.
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what is the value of x 25=x^2
1/5 of slabs are grey
whats the ratio of grey to yellow
Answer:
which number/word came first?
Step-by-step explanation:
the order of items in a ratio is very important! whichever word came first in a ratio ( when expressed in words) it was number must come first.
example: ratio from pizza to bread. 20 pizza 15 bread= 20-15
so 1-5 i think.
since it said Grey first then yellow.
What is the input when f(x)=18?
Answer: The input is 5.
Step-by-step explanation: Since both are functions of f(x), you can set 9x-27 equal to 18 and then solve the equation. 9x-27=18, add 27 to both sides to get 9x=45, divide both sides by 9, x=5.
:)
What is the length of AC?
The length of AC for the given similar triangles ABD and ACD is 5.9 units.
Define the term similarity of triangle?Triangles with the same shape but different sizes are said to be similar triangles. Squares with any side length and all equilateral triangles are examples of related objects. In other words, if two triangles equal similar, their corresponding sides are proportionately equal and respective corresponding angles are congruent.For the given triangles ABD and ACD are similar.
Then, ratios of sides will be equal.
2.8/3 = 5.5/AD
AC = 5.5*3/2.8
AC = 5.9
Thus, the length of AC for the given similar triangles ABD and ACD is 5.9 units.
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HELP ME MATH ASAP!!!
Answer:
-5x + 13xy -7
Step-by-step explanation:
trinomial means 3 terms
degree 2 means the highest power of the variables when added together is 2
constant -7 means the constant is -7
-5x + 13xy -7
3 terms
xy = degree 2
-7 is the constant
Hi, I'm cookie monster:
A trinomial is an expression with 3 terms, so we can eliminate choice C and D right away. A degree is the highest exponent in the expression and there isn't even an exponent of 2 in choice B. So, Choice A is corrrect.
Now, I better eat some more cookies before I eat my computer.
The figure below is a net for a right rectangular prism.
13 cm
10 cm
10 cm
7 cm
10 cm
10 cm
7 cm
What is the surface area of the right rectangular prism, in
square centimeters?
Answer:
582 cm²
Step-by-step explanation:
The main vertical rectangle in the middle is 13 cm wide. Its length is
10 cm + 7 cm + 10 cm + 7 cm = 34 cm
Then each of the two rectangles on the sides is 10 cm by 7 cm.
area = 13 cm × 34 cm + 2 × 10 cm × 7 cm
area = 582 cm²
Nasim wraps a gift box in the shape of a triangular prism. The figure below shows a net for the gift box.
According to the question the total area is 577.88 inch²
What is area?Total area is a measure of two-dimensional space and is typically expressed in units of square meters, square feet, or acres. It is the sum of all the areas of the individual parts of a shape or object. For example, the total area of a rectangle is the area of its two sides added together. Total area can also be used to calculate the area of a circle, triangle, or any other two-dimensional shape.
Area of the two triangle = 2(1/2 bh)
= 21 (1/2 × 12 × 8)
= 96 inch²
Area of the top rectangle = L×W
= 14×8=112 inch²
Middle rectangle = L × W
= 14 × 12 = 168 inch²
Bottom rectangle = L×W
= 14×14.42
= 201.88 inch²
Total area A = 96 + 112+168+201.88
= 577.88 inch²
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Complete Question:
Rachel has two coupons for shoes.
Coupon A: 30% off of $63 shoes
Coupon B: $22 rebate on $63 shoes
Choose the coupon that gives the lower price.
Then fill in the blank with the correct value.
Coupon A gives the lower price.
The price with coupon A is $? less than the price with coupon B.
Coupon B gives the lower price.
The price with coupon B is $? less than the price with coupon A.
Answer:
The correct answer would be Coupon b, but instead of you having to pay less money you would get 22 dollars back after you pay and you would still have to pay 63 dollars. If that makes sense.
Suppose we have a function that is represented by a power series, f(x)=∑ n=0
[infinity]
a n
x n
and we are told a 0
=−2, a 1
=0,a 2
= 2
7
,a 3
=5,a 4
=−1, and a 5
=4, evaluate f ′′′
(0). (b) Suppose we have a function that is represented by a power series, g(x)=∑ n=0
[infinity]
b n
x n
. Write out the degree four Taylor polynomial centered at 0 for ln(1+x)g(x). (c) Consider the differential equation, y ′
+ln(1+x)y=cos(x) Suppose that we have a solution, y(x)=∑ n=0
[infinity]
c n
x n
, represented by a Maclaurin series with nonzero radius of convergence, which also satisfies y(0)=6. Determine c 1
,c 2
,c 3
, and c 4
.
(a the f'''(0) = 5. This can be found by using the formula for the derivative of a power series. The derivative of a power series is a power series with the same coefficients, but the exponents are increased by 1.
In this case, we have a power series with the coefficients a0 = -2, a1 = 0, a2 = 2/7, a3 = 5, a4 = -1, and a5 = 4. The derivative of this power series will have the coefficients a1 = 0, a2 = 2/7, a3 = 10/21, a4 = -3, and a5 = 16.
Therefore, f'''(0) = a3 = 5.
The derivative of a power series is a power series with the same coefficients, but the exponents are increased by 1. This can be shown using the geometric series formula.
The geometric series formula states that the sum of the infinite geometric series a/1-r is a/(1-r). The derivative of this series is a/(1-r)^2.
We can use this formula to find the derivative of any power series. For example, the derivative of the power series f(x) = a0 + a1x + a2x^2 + ... is f'(x) = a1 + 2a2x + 3a3x^2 + ...
In this problem, we are given a power series with the coefficients a0 = -2, a1 = 0, a2 = 2/7, a3 = 5, a4 = -1, and a5 = 4. The derivative of this power series will have the coefficients a1 = 0, a2 = 2/7, a3 = 10/21, a4 = -3, and a5 = 16.
Therefore, f'''(0) = a3 = 5.
(b) Write out the degree four Taylor polynomial centered at 0 for ln(1+x)g(x).
The degree four Taylor polynomial centered at 0 for ln(1+x)g(x) is T4(x) = g(0) + g'(0)x + g''(0)x^2 / 2 + g'''(0)x^3 / 3 + g''''(0)x^4 / 4.
The Taylor polynomial for a function f(x) centered at 0 is the polynomial that best approximates f(x) near x = 0. The degree n Taylor polynomial for f(x) is Tn(x) = f(0) + f'(0)x + f''(0)x^2 / 2 + f'''(0)x^3 / 3 + ... + f^(n)(0)x^n / n!.
In this problem, we are given that g(x) = a0 + a1x + a2x^2 + ..., so the Taylor polynomial for g(x) centered at 0 is Tn(x) = a0 + a1x + a2x^2 / 2 + a3x^3 / 3 + ...
We also know that ln(1+x) = x - x^2 / 2 + x^3 / 3 - ..., so the Taylor polynomial for ln(1+x) centered at 0 is Tn(x) = x - x^2 / 2 + x^3 / 3 - ...
Therefore, the Taylor polynomial for ln(1+x)g(x) centered at 0 is Tn(x) = a0 + a1x + a2x^2 / 2 + a3x^3 / 3 - a0x^2 / 2 + a1x^3 / 3 - ...
The degree four Taylor polynomial for ln(1+x)g(x) is T4(x) = g(0) + g'(0)x + g''(0)x^2 / 2 + g'''(0)x^3 / 3 + g''''(0)x^4 / 4.
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as part of an ongoing service project, the students at arlington high school recently spent an afternoon planting trees. they planted an average of 5 trees per participant. soon they plan to do some more planting, averaging 4 trees per participant. if everything goes as planned, what will be the percent of decrease in the average number of trees planted?
The average number of trees planted by students at Arlington High School decreased by 20% when comparing the first planting session (5 trees per participant) to the upcoming session (4 trees per participant).
To calculate the percent of decrease, we can use the following formula:
Percent decrease = ((Initial value - Final value) / Initial value) * 100
For the first planting session, the initial value is 5 trees per participant, and for the upcoming session, the final value is 4 trees per participant. Plugging these values into the formula:
Percent decrease = ((5 - 4) / 5) * 100 = (1 / 5) * 100 = 20%
Therefore, the percent of decrease in the average number of trees planted is 20%. This means that the average number of trees planted per participant decreased by 20% from the first planting session to the upcoming session
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Determine all values of p for which the series ∑n=2[infinity](−1)n−16n(ln(n))p is convergent, expressing your answer in interval notation.
Here's the LaTeX representation of the given explanation:
To determine the values of \(\( p \)\) for which the series converges, we can use the alternating series test and the integral test.
First, let's apply the alternating series test. For the series \(\( \sum(-1)^{n-1} \cdot 6n(\ln(n))^p \)\) , we need to check the conditions:
1. The sequence \(\( \{6n(\ln(n))^p\} \)\) is decreasing.
2. The limit of the terms as \(\( n \)\) approaches infinity is zero.
For the first condition, let's consider the ratio of consecutive terms:
\(\( a_n = 6n(\ln(n))^p \)\( a_{n+1} = 6(n+1)(\ln(n+1))^p \)\)
We can calculate the ratio:
\(\( \frac{a_{n+1}}{a_n} = \frac{6(n+1)(\ln(n+1))^p}{6n(\ln(n))^p} \)\( = (n+1) \left(\frac{\ln(n+1)}{\ln(n)}\right)^p \)\)
Now, if \(\( p > 0 \), \( \frac{\ln(n+1)}{\ln(n)} > 1 \) for all \( n \)\) , and the ratio is greater than 1 for all \(\( n \).\) Therefore, the series does not satisfy the condition of a decreasing sequence for \(\( p > 0 \).\)
Next, let's apply the integral test. We need to check if the integral of the absolute value of the series converges. Consider the integral:
\(\( \int_{2}^{\infty} |(-1)^{n-1} \cdot 6n(\ln(n))^p| \, dn \)\)
Let's split the integral into two parts based on the sign of the series:
\(\( \int_{2}^{\infty} 6n(\ln(n))^p \, dn - \int_{2}^{\infty} 6n(\ln(n))^p \, dn \)\)
We can evaluate the first integral as follows:
\(\( \int_{2}^{\infty} 6n(\ln(n))^p \, dn = 6\int_{2}^{\infty} n(\ln(n))^p \, dn \)\)
Now, for \(\( p > -1 \)\) , we can use the integral test to determine the convergence of the series by evaluating the integral. If the integral converges, the series also converges.
However, for \(\( p \leq -1 \)\) , the integral \(\( \int 6n(\ln(n))^p \, dn \)\) diverges.
Therefore, the series converges for \(\( p > -1 \)\) and diverges for \(\( p \leq -1 \)\).
In interval notation, the values of \(\( p \)\) for which the series converges are given by \(\( (-1, \infty) \).\)
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I give bonus if u help me on this aljebra thing
Answer:
There are 14,512 people in the town in 2005.
Step-by-step explanation:
Total pieces of food eaten 57 153 90 food percentage* % % % simulated number of birds in flock for 2nd generation** * divide each flock's total pieces of food by 300, the total number of pieces of food eaten. ** multiply the food percentage for each flock by the total number of birds (30).
The food percentage would be 19%, 51% and 30%.
Given that we've done it
Number of meals consumed by X = 57
Food consumed by Y = 153.
Number of meals consumed by Z = 90
Total amount of meals consumed = 57 + 153 +90 = 300
Food proportion of flock X thus Equals 57 / 300 * 100 = 19 %
flock food percentage Y =153/300 * 100 = 51 %
flock food percentage Z = 90/300 * 100 = 30 %
This means that the percentages are 19%, 51%, and 30%.
Based on the given information, we have:
Flock X ate 57 pieces of food.
Flock Y ate 153 pieces of food.
Flock Z ate 90 pieces of food.
The total number of pieces of food eaten is 300 (sum of the individual flock's food).
The food percentage for Flock X is 57/300 ≈ 0.19 or 19%.
The food percentage for Flock Y is 153/300 ≈ 0.51 or 51%.
The food percentage for Flock Z is 90/300 = 0.3 or 30%.
The total number of birds for the second generation is 30 (given).
To find the simulated number of birds in each flock for the second generation, we multiply the food percentage for each flock by the total number of birds (30).
For Flock X: 0.19 × 30 = 5.7 (rounded to the nearest whole number: 6 birds)
For Flock Y: 0.51 × 30 = 15.3 (rounded to the nearest whole number: 15 birds)
For Flock Z: 0.3 × 30 = 9 (rounded to the nearest whole number: 9 birds)
Therefore, the simulated number of birds in Flock X, Flock Y, and Flock Z for the second generation are 6, 15, and 9 birds, respectively.
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Complete Question
Flock X Flock Y Flock z Total Pieces of Food Eaten 57 153 90 Food Percentage* % 1% % Simulated Number of Birds in Flock for 2nd Generation ** * Divide each flock's total pieces of food by 300, the total number of pieces of food eaten. ** Multiply the food percentage for each flock by the total number of birds (30). DONE
Answer:
19 51 30
6 15 9
second part Is Y then X
Step-by-step explanation:
I need help on this
Answer:
a) 1/8
b) 8
Step-by-step explanation:
a) 1/2 x 1/2 x 1/2 = 1/8
b) since the exponent is negative it becomes positive when placed in the denominator
so 1/2 ^-1 is equal to 1/1 ÷ 1/2 which is equal to 2
therefore, (1/2)^-3 is equal to 2 x 2 x 2 or 8
What’s the answer for number 8? Show work and explain
Answer:
so simple do it yourself and use the formula when is given in the text book to solve
Which of the following terms describe the relationship between the number of notes and each syllable of a text and which do not?
-syllabic
-melismatic
-neumatic
The terms syllabic, melismatic, and neumatic are all related to the number of notes in relation to each syllable of a text. Syllabic means that each syllable of the text is sung to one note.
This is the simplest type of setting for text to music. In contrast, melismatic means that each syllable of the text is sung to many notes, creating a more intricate and ornamental melody. Neumatic is somewhere in between syllabic and melismatic, where each syllable is sung to a few notes, but not as many as in a melismatic setting.
Syllabic, melismatic, and neumatic all describe the relationship between the number of notes and each syllable of a text.
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