1 / 12

Recurrence Relations

Recurrence Relations. Sequences are generally defined by specifying their general terms. Alternatively, a sequence may be defined by indicating a relation connecting its general term with one or more of the preceding terms.

kathrynd
Download Presentation

Recurrence Relations

An Image/Link below is provided (as is) to download presentation Download Policy: Content on the Website is provided to you AS IS for your information and personal use and may not be sold / licensed / shared on other websites without getting consent from its author. Content is provided to you AS IS for your information and personal use only. Download presentation by click this link. While downloading, if for some reason you are not able to download a presentation, the publisher may have deleted the file from their server. During download, if you can't get a presentation, the file might be deleted by the publisher.

E N D

Presentation Transcript


  1. Recurrence Relations

  2. Sequences are generally defined by specifying their general terms. • Alternatively, a sequence may be defined by indicating a relation connecting its general term with one or more of the preceding terms. • In other words , a sequence <ar> may be defined by indicating a relation connecting its general term an with an-1, an-2,etc. • Such a relation is called a Recurrence Relation for the sequence. • The process of determining an from recurrence relation is called Solving of the relation. • A value an that satisfies a recurrence relation is called its general solution.

  3. In other words, a recurrence relation is like a recursively defined sequence, but without specifying any initial values (initial conditions). • Therefore, the same recurrence relation can have (and usually has) multiple solutions. • If both the initial conditions and the recurrence relation are specified, then the sequence is uniquely determined.

  4. First order Recurrence Relations • We consider the Recurrence relations of the following form. an=c.an-1 + f(n), for n>=1 Where c is a constant and f(n) is function • Such a relation is called a linear recurrence relation of first order with constant coefficient. • If f(n)=0, the relation is called Homogeneous; otherwise it is called non-homogeneous or inhomogeneous.

  5. an=c.an-1 + f(n), for n>=1 relation can be solved as follows. • First rewrite it by changing n to n+1 an+1=c.an + f(n+1), for n>=0. For n=0,1,2,3….. This relation yields respectively, a1= c.a0+ f(1) a2= c.a1+f(2)=c{ca0+f(1)}+f(2) = c2a0+c.f(1)+f(2) a3= c3a0+c2f(1)+cf(2)+f(3) By induction an= cna0+cn-1f(1)+cn-2f(2)+……..+cf(n-1)+f(n) = cna0+ ∑n-k f(k) for n>=1 This is the general solution of the recurrence relation an+1=c.an + f(n+1), for n>=0 which is equivalent to an=c.an-1 + f(n), for n>=1 If f(n)=0 that is if the relation is homogeneous the solution becomes an= cna0 for n>=1 n k=1

  6. Consider the recurrence relation an = 2an-1 – an-2 for n = 2, 3, 4, … • Is the sequence {an} with an=3n a solution of this recurrence relation? • For n  2 we see that 2an-1 – an-2 = 2(3(n – 1)) – 3(n – 2) = 3n = an. • Therefore, {an} with an=3n is a solution of the recurrence relation.

  7. Example: • Someone deposits $10,000 in a savings account at a bank yielding 5% per year with interest compounded annually. How much money will be in the account after 30 years? • Solution: • Let Pn denote the amount in the account after n years. • How can we determine Pn on the basis of Pn-1? CMSC 203 - Discrete Structures

  8. We can derive the following recurrence relation: • Pn = Pn-1 + 0.05Pn-1 = 1.05Pn-1. • The initial condition is P0 = 10,000. • Then we have: • P1 = 1.05P0 • P2 = 1.05P1 = (1.05)2P0 • P3 = 1.05P2 = (1.05)3P0 • … • Pn = 1.05Pn-1 = (1.05)nP0 • We now have a formula to calculate Pn for any natural number n and can avoid the iteration.

  9. Modeling with Recurrence Relations • Let us use this formula to find P30 under the • initial condition P0 = 10,000: • P30 = (1.05)3010,000 = 43,219.42 • After 30 years, the account contains $43,219.42. CMSC 203 - Discrete Structures

  10. A linear homogeneous recurrence relation of degree k with constant coefficients is a recurrence relation of the form: • an = c1an-1 + c2an-2 + … + ckan-k, • Where c1, c2, …, ck are real numbers, and ck  0. • A sequence satisfying such a recurrence relation is uniquely determined by the recurrence relation and the k initial conditions • a0 = C0, a1 = C1, a2 = C2, …, ak-1 = Ck-1.

  11. Examples: • The recurrence relation Pn = (1.05)Pn-1 • is a linear homogeneous recurrence relation of degree one. • The recurrence relation fn = fn-1 + fn-2 • is a linear homogeneous recurrence relation of degree two. • The recurrence relation an = an-5 • is a linear homogeneous recurrence relation of degree five.

More Related