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RECURRENCE Sequence Recursively defined sequence
Finding an explicit formula for recurrence relation
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Learning Outcomes You should be able to solve
first-order and second-order linear homogeneous recurrence relation with constant coefficients
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Preamble What is recurrence and how does it relate to a sequence?
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Sequences A sequence is an ordered list of objects (or events). Like a set, it contains members (also called terms) Sequences can be finite or infinite. 2,4,6,8,… for i ≥ 1 ai = 2i (explicit formula) infinite sequence with infinite distinct values -1,1,-1,1,… for i ≥ bi = (-1)i infinite sequence with finite distinct values For 1<=i<= ci = i+5 finite sequence (with finite distinct values) 6,7,8,9,10,11
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Ways to define sequence
Write the first few terms: 3,5,7,… Use explicit formula for its nth term an = 2n for n ≥ 1 Use recursion How to define a sequence using a recursion?
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Recursively defined sequences
Recursion can be used to defined a sequence. This requires: A recurrence relation: a formula that relates each term ak to some previous terms ak-1, ak-2, … ak = ak-1 + 2ak-2 The initial conditions: the values of the first few terms a0, a1, … Example: For all integers k ≥ 2, find the terms b2, b3 and b4: bk = bk-1 + bk-2 (recurrence relation) b0 = 1 and b1 = 3 (initial conditions) Solution: b2 = b1 + b0 = = 4 b3 = b2 + b1 = = 7 b4 = b3 + b2 = = 11
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Explicit formula and recurrence relation
Show that the sequence 1,-1!,2!,-3!,4!,…,(-1)nn!,… for n≥0, satisfies the recurrence relation sk = (-k)sk-1 for all integers k≥1. The general term of the sequence: sn=(-1)nn! substitute k and k-1 for n to get sk=(-1)kk! sk-1=(-1)k-1(k-1)! Substitute sk-1 into recurrence relation: (-k)sk-1 = (-k)(-1)k-1(k-1)! = (-1)k(-1)k-1(k-1)! = (-1)(-1)k-1 k(k-1)! = (-1)k k! = sk
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Examples of recursively sequence
Famous recurrences Arithmetic sequences: ak = ak-1 + d e.g. 1,4,7,10,13,… geometric sequences: ak = ark-1 e.g. 1,3,9,27,… Factorial: f(n) = n . f(n-1) Fibonacci numbers: fk = fk-1+fk-2 1,1,2,3,5,8,… Tower of Hanoi problem
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Tower of Hanoi
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Application of recurrence
Analysis of algorithm containing recursive function such as factorial function. Algorithm f(n) /input: A nonnegative integer /output: The value of n! If n = 0 return 1 else return f(n-1)*n No. of operations (multiplication) determines the efficiency of algo. Recurrence relation is used to express the no. of operation in the algorithm.
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Solving Recurrence relation by Iteration
It is helpful to know an explicit formula for a sequence. An explicit formula is called a solution to the recurrence relation Most basic method is iteration - start from the initial condition - calculate successive terms until a pattern can be seen - guess an explicit formula
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Some examples Let a0,a1,a2,… be the sequence defined recursively as follows: For all integers k≥1, (1) ak = ak-1+2 (2) a0 = 1 Use iteration to guess an explicit formula for the sequence. a0=1 a1=a0+2 a2=a1+2=(1+2)+2 = 1+2.2 a3=a2+2=(1+2.2)+2 = 1+3.2 a4=a3+2=(1+3.2)+2 = 1+4.3 …. Guess: an=1+n.2=1+2n The above sequence is an arithmetic sequence.
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Geometric Sequence Let r be a fixed nonzero constant, and suppose a sequence a0,a1,a2,… is defined as follows: ak = rak-1 for all integers k ≥ 1 a0 = a Use iteration to guess an explicit formula for the sequence a0=a a1=ra0=ra a2=ra1=r(ra)=r2a a3=ra2=r(r2a)=r3a Guess: an=rna = arn for all integers n≥0 The above sequence is geometric sequence and r is a common ratio.
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Explicit formula for tower of Hanoi
mn = 2n – 1. (exponential order) To move 1 disk takes 1 second m64 = 264 –1 = * 1019 seconds = * 1011 years = billion years.
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Second-Order Linear Homogeneous with constant coefficients
A second-order linear homogeneous recur. relation with c.c. is a recur. relation of the form ak = Aak-1 + Bak-2 for all integers k ≥ some fixed integer, where A and B are fixed real numbers with B ≠ 0.
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Terminology ak = Aak-1 + Bak-2
Second order: ak contains the two previous terms Linear: ak-1 and ak-2 appear in separate terms and to the first power Homogeneous: total degree of each term is the same (no constant term) Constant coefficients: A and B are fixed real numbers
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Examples Second-Order Linear Homogeneous with constant coefficients
ak = 3ak-1 + 2ak yes. bk = bk-1 + bk-2 + bk-3 - no dk = (dk-1)2 + dk-1dk no; not linear ek = 2ek yes; A = 0, B = 2. fk = 2fk no; not homogeneous
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Characteristic equation
ak = Aak-1 + Bak for k>=2 ….. (1) Suppose that sequence 1, t, t2, t3,… satisfies relation (1) where t is a nonzero real number. General term for the sequence an=tn. Hence, ak-1=tk-1 and ak-2= tk-2 Substitute ak-1 and ak-2 into relation (1) tk = Atk-1 + Btk-2 Divide the equation by tk-2: t2 = At + B or t2 – At – B = 0 This equation is called the characteristic equation of the relation. Recurrence relation (1) is satisfied by the sequence 1,t,t2,t3,… iff t satisfies the characteristic equation.
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Using the characteristic equation to find sequences
Example: Consider the following recurrence relation ak = ak-1+2ak-2 for all k >= 2. Find sequences that satisfy the relation. Solution: For the given relation, A=1 and B=2. Relation is satisfied by the sequence 1,t,t2,t3,… iff t satisfies the characteristic equation t2 – At – B = 0 or t2 – t – 2 = 0 (t – 2)(t + 1) = 0. t = 2 or t = -1. Sequences: 1,2,22,23,… and 1,-1,(-1)2,(-1)3, … or 1,-1,1,-1, …,(-1)n, …
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Linear combination of sequences
Lemma If r0,r1,r2,…,rn,.. and s0,s1,s2,…,sn,… are sequences that satisfy the same second-order linear homogeneous recurrence relation with c.c., and if C and D are any numbers, then the sequence a0,a1,a2,… defined by the formula an = C.rn + D.sn for all integer n>=0 also satisfies the same recurrence relation. C and D can be calculated using initial conditions.
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Two possible solutions
For the characteristic equation t2 – At – B = 0 there are two possible solutions: - Distinct-roots case - Single-root case
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Explicit formula for second-order relation – Distinct-roots case
Find a sequence (explicit formula) that satisfies the recurrence relation ak=ak-1 + 2ak-2 for k>=2 and initial conditions a0=1 and a1=8 Solution: A=1 and B=2. Characteristic equation : t2 – At – B =0 Substitute A and B, t2 – t – 2 = 0 Sequences: 1,2,22,23,… and 1,-1,1,-1, …,(-1)n, …
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Steps for finding explicit formula
1. Form the characteristic equation. 2. Solve the equation – let r and s be the roots. ( r ≠ s) 3. Set up an explicit formula: ak = C.rk + D.sk 4. Find C and D using initial conditions.
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Single-Root Case Two sequences that satisfy the relation
ak = A.ak-1+B.ak-2 S1: 1,r,r2,r3,…,rn,… S2: 0,r,2r2,3r3,…,nrn,… where r is the root of t2 - A.t - B = 0. Explicit formula for the new sequence ak = C.rk + D.nrn
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Example A sequence b0, b1, b2,… satisfies the rec. relation
bk = 4bk-1 – 4bk-2 for k>=2 with initial conditions b0=1 and b1=3. Find explicit formula for the sequence. Solution: A=4 and B=-4 Charac eq: t2 – 4t +4 =0 (t-2)2=0. t=2. Seq: 1,2,22, …, 2n,.. 0,2,2.22,3.23,…,n.2n,… Explicit formula: bn = C.rn + D.nrn = C.2n + D.n2n
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Example bn = C.2n + D.n2n b0 = 1 = C + D.0 = C b1 = 3 = C.2 + D.2
Hence D = ½. Therefore bn = 2n + (1/2).n.2n = 2n (1+ n/2) for integer n>=0.
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Question ?????
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Summary How to express the sequence
Find explicit formula for first-order relation Find explicit formula for second-order relation (distinct and single root)
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THANK YOU
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