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This module discusses the different types of basis that leads up to the definition of an orthonormal basis. Examples are given and the useful of the orthonormal basis is discussed.

Normalized basis

Normalized Basis
a basis b i where each b i has unit norm
i i b i 1
The concept of basis applies to all vector spaces . The concept of normalized basis applies only to normed spaces .
You can always normalize a basis: just multiply each basis vector by a constant, such as 1 b i

We are given the following basis: b 0 b 1 1 1 1 -1 Normalized with 2 norm: b ~ 0 1 2 1 1 b ~ 1 1 2 1 -1 Normalized with 1 norm: b ~ 0 1 2 1 1 b ~ 1 1 2 1 -1

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Orthogonal basis

Orthogonal Basis
a basis b i in which the elements are mutually orthogonal i i j b i b j 0
The concept of orthogonal basis applies only to Hilbert Spaces .

Standard basis for 2 , also referred to as 2 0 1 : b 0 1 0 b 1 0 1 b 0 b 1 i 1 0 b 0 i b 1 i 1 0 0 1 0

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Now we have the following basis and relationship: 1 1 1 -1 h 0 h 1 h 0 h 1 1 1 1 -1 0

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Orthonormal basis

Pulling the previous two sections (definitions) together, we arrive at the most important and useful basis type:

Orthonormal Basis
a basis that is both normalized and orthogonal i i b i 1 i i j b i b j
We can shorten these two statements into one: b i b j δ i j where δ i j 1 i j 0 i j Where δ i j is referred to as the Kronecker delta function and is also often written as δ i j .

Orthonormal basis example #1

b 0 b 2 1 0 0 1

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Orthonormal basis example #2

b 0 b 2 1 1 1 -1

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Orthonormal basis example #3

b 0 b 2 1 2 1 1 1 2 1 -1

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Beauty of orthonormal bases

Orthonormal bases are very easy to deal with! If b i is an orthonormal basis, we can write for any x

x i α i b i
It is easy to find the α i :
x b i k α k b k b i k α k b k b i
where in the above equation we can use our knowledge of thedelta function to reduce this equation: b k b i δ i k 1 i k 0 i k
x b i α i
Therefore, we can conclude the following important equation for x :
x i x b i b i
The α i 's are easy to compute (no interaction between the b i 's)

Given the following basis: b 0 b 1 1 2 1 1 1 2 1 -1 represent x 3 2

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Slightly modified fourier series

We are given the basis n 1 T ω 0 n t on L 2 0 T where T 2 ω 0 . f t n f ω 0 n t ω 0 n t 1 T Where we can calculate the above inner product in L 2 as f ω 0 n t 1 T t T 0 f t ω 0 n t 1 T t T 0 f t ω 0 n t

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Orthonormal basis expansions in a hilbert space

Let b i be an orthonormal basis for a Hilbert space H . Then, for any x H we can write

x i α i b i
where α i x b i .
  • "Analysis": decomposing x in term of the b i
    α i x b i
  • "Synthesis": building x up out of a weighted combination of the b i
    x i α i b i

Questions & Answers

differentiate between demand and supply giving examples
Lambiv Reply
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Lambiv
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appreciation
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explain perfect market
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In economics, a perfect market refers to a theoretical construct where all participants have perfect information, goods are homogenous, there are no barriers to entry or exit, and prices are determined solely by supply and demand. It's an idealized model used for analysis,
Ezea
What is ceteris paribus?
Shukri Reply
other things being equal
AI-Robot
When MP₁ becomes negative, TP start to decline. Extuples Suppose that the short-run production function of certain cut-flower firm is given by: Q=4KL-0.6K2 - 0.112 • Where is quantity of cut flower produced, I is labour input and K is fixed capital input (K-5). Determine the average product of lab
Kelo
Extuples Suppose that the short-run production function of certain cut-flower firm is given by: Q=4KL-0.6K2 - 0.112 • Where is quantity of cut flower produced, I is labour input and K is fixed capital input (K-5). Determine the average product of labour (APL) and marginal product of labour (MPL)
Kelo
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Shukri
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what is monopoly mean?
Habtamu Reply
What is different between quantity demand and demand?
Shukri Reply
Quantity demanded refers to the specific amount of a good or service that consumers are willing and able to purchase at a give price and within a specific time period. Demand, on the other hand, is a broader concept that encompasses the entire relationship between price and quantity demanded
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Economic growth as an increase in the production and consumption of goods and services within an economy.but Economic development as a broader concept that encompasses not only economic growth but also social & human well being.
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Jabir
What do you think is more important to focus on when considering inequality ?
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Asui
it is a curve that we get after connecting the pareto optimal combinations of two consumers after their mutually beneficial trade offs
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In economics, the contract curve refers to the set of points in an Edgeworth box diagram where both parties involved in a trade cannot be made better off without making one of them worse off. It represents the Pareto efficient allocations of goods between two individuals or entities, where neither p
Cornelius
In economics, the contract curve refers to the set of points in an Edgeworth box diagram where both parties involved in a trade cannot be made better off without making one of them worse off. It represents the Pareto efficient allocations of goods between two individuals or entities,
Cornelius
Suppose a consumer consuming two commodities X and Y has The following utility function u=X0.4 Y0.6. If the price of the X and Y are 2 and 3 respectively and income Constraint is birr 50. A,Calculate quantities of x and y which maximize utility. B,Calculate value of Lagrange multiplier. C,Calculate quantities of X and Y consumed with a given price. D,alculate optimum level of output .
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Answer
Feyisa
c
Jabir
the market for lemon has 10 potential consumers, each having an individual demand curve p=101-10Qi, where p is price in dollar's per cup and Qi is the number of cups demanded per week by the i th consumer.Find the market demand curve using algebra. Draw an individual demand curve and the market dema
Gsbwnw Reply
suppose the production function is given by ( L, K)=L¼K¾.assuming capital is fixed find APL and MPL. consider the following short run production function:Q=6L²-0.4L³ a) find the value of L that maximizes output b)find the value of L that maximizes marginal product
Abdureman
types of unemployment
Yomi Reply
What is the difference between perfect competition and monopolistic competition?
Mohammed
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Source:  OpenStax, Signals and systems. OpenStax CNX. Aug 14, 2014 Download for free at http://legacy.cnx.org/content/col10064/1.15
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