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Number Sequences
Lecture 7: Sep 28
(chapter 4.1 of the book and chapter 9 of the notes)
?overhang
Interesting Sequences
We have seen how to prove these equalities by induction,
but how do we come up with the right hand side?
Finding General Pattern
a1, a2, a3, …, an, …
1,2,3,4,5,6,7,…
1/2, 2/3, 3/4, 4/5,…
1,-1,1,-1,1,-1,…
1,-1/4,1/9,-1/16,1/25,…
General formula
The first step is to find the pattern in the sequence.
ai = i
ai = i/(i+1)
ai = (-1)i+1
ai = (-1)i+1 / i2
Summation
A Telescoping Sum
When do we have such closed form formulas?
Sum for Children
89 + 102 + 115 + 128 + 141 + 154 + ··· + 193 + ··· + 232 + ··· + 323 + ··· + 414 + ··· + 453 + 466
Nine-year old Gauss saw
30 numbers, each 13 greater than the previous one.
1st + 30th = 89 + 466 = 5552nd + 29th = (1st+13) + (30th13) = 5553rd + 28th = (2nd+13) + (29th13) = 555
So the sum is equal to 15x555 = 8325.
Arithmetic Series
Given n numbers, a1, a2, …, an with common difference d, i.e. ai+1 - ai =d.
What is a simple closed form expression of the sum?
Adding the equations together gives:
Rearranging and remembering that an = a1 + (n − 1)d, we get:
Geometric Series
2 n-1 nnG 1+x +x + +x::= +x
What is the closed form expression of Gn?
2 n-1 nnG 1+x +x + +x::= +x
2 3 n n+1nxG x +x +x + +x +x=
GnxGn= 1 xn+1
n+1
n
1- xG =
1- x
Infinite Geometric Series
n+1
n
1- xG =
1- x
Consider infinite sum (series)
2 n-1 n i
i=0
1+x+x + +x + =x + x
n+1n
nn
1-lim x 1limG
1- x 1-=
x=
for |x| < 1 i
i=0
1x =
1- x
Some Examples
The Value of an Annuity
Would you prefer a million dollars today
or $50,000 a year for the rest of your life?
An annuity is a financial instrument that pays out
a fixed amount of money at the beginning of
every year for some specified number of
years.Examples: lottery payouts, student loans, home mortgages.
A key question is what an annuity is worth.
In order to answer such questions, we need to know
what a dollar paid out in the future is worth
today.
My bank will pay me 3% interest. define bankrate
b ::= 1.03
-- bank increases my $ by this factor in 1 year.
The Future Value of Money
So if I have $X today,
One year later I will have $bX
Therefore, to have $1 after one year,
It is enough to have
bX 1.
X $1/1.03 ≈ $0.9709
• $1 in 1 year is worth $0.9709 now.
• $1/b last year is worth $1 today,
• So $n paid in 2 years is worth
$n/b paid in 1 year, and is worth
$n/b2 today.
The Future Value of Money
$n paid k years from now
is only worth $n/bk today
Someone pays you $100/year for 10 years.
Let r ::= 1/bankrate = 1/1.03
In terms of current value, this is worth:
100r + 100r2 + 100r3 + + 100r10
= 100r(1+ r + + r9)
= 100r(1r10)/(1r) = $853.02
$n paid k years from now
is only worth $n/bk today
Annuities
Annuities
I pay you $100/year for 10 years,
if you will pay me $853.02.
QUICKIE: If bankrates unexpectedly
increase in the next few years,
A. You come out ahead
B. The deal stays fair
C. I come out ahead
Annuities
In terms of current value, this is worth:
50000 + 50000r + 50000r2 +
= 50000(1+ r + )
= 50000/(1r)
Let r = 1/bankrate
If bankrate = 3%, then the sum is $1716666
If bankrate = 8%, then the sum is $675000
Would you prefer a million dollars today
or $50,000 a year for the rest of your life?
Suppose there is an annuity that pays im
dollars at the end of each year i forever.
For example, if m = $50, 000, then the
payouts are $50, 000 and then $100,
000 and then $150, 000 and so on…
Annuities
What is a simple closed form expression of the following sum?
Manipulating Sums
What is a simple closed form expression of ?
(see an inductive proof in tutorial 2)
Manipulating Sums
for x < 1
For example, if m = $50, 000, then the payouts are $50,
000 and then $100, 000 and then $150, 000 and so on…
For example, if p=0.08, then V=8437500.
Still not infinite! Exponential decrease beats additive increase.
Loan
Suppose you were about to enter college today
and a college loan officer offered you the following
deal:
$25,000 at the start of each year for four years to
pay for your college tuition and an option of
choosing one of the following repayment plans:Plan A: Wait four years, then repay $20,000 at the
start of each year for the next ten years.
Plan B: Wait five years, then repay $30,000 at the
start of each year for the next five years.
Assume interest rate 7% Let r = 1/1.07.
Plan A: Wait four years, then repay $20,000 at the
start of each year for the next ten years.
Plan A
Current value for plan A
Plan B
Current value for plan B
Plan B: Wait five years, then repay $30,000 at the
start of each year for the next five years.
Profit
$25,000 at the start of each year for four years
to pay for your college tuition.
Loan office profit = $3233.
How far out?
?overhang
Book Stacking
book centerof mass
One Book
book centerof mass
One Book
12
book centerof mass
One Book
12
n
More Books
How far can we reach?
To infinity??
centerof mass
12
n
More Books
need center of mass
over table
12
n
More Books
center of mass of the whole stack
12
n
More Books
center of mass of all n+1 booksat table edge
center of mass of top n books at edge of book n+1
∆overhang
12
nn+1
Overhang
center of mass of the new book
1
n
1/2
Overhang
center of n-stack at x = 0.center of n+1st book is at x = 1/2,so center of n+1-stack is at
center of mass of all n+1 books
center of mass of top n books
12
nn+1
1/2(n+1)
Overhang
Bn ::= overhang of n books
B1 = 1/2
Bn+1 = Bn +
Bn =
12(n+1)
1 1 1 1
1+ + + +2 2 3 n
n
1 1 1H ::=1+ + + +
2 3 n
nth Harmonic number
Overhang
Bn = Hn/2
Harmonic Number
n
1 1 1H ::=1+ + + +
2 3 nHow large is ?
…
1 number
2 numbers, each <= 1/2 and > 1/4
4 numbers, each <= 1/4 and > 1/8
2k numbers, each <= 1/2k and > 1/2k+1
Row sum is <= 1 and >= 1/2
Row sum is <= 1 and >= 1/2
Row sum is <= 1 and >= 1/2
The sum of each row is <=1 and >= 1/2.
…
Harmonic Number
n
1 1 1H ::=1+ + + +
2 3 nHow large is ?
…
The sum of each row is <=1 and >= 1/2.
…
k rows have 2k-1 numbers.
If n is between 2k-1 and 2k+1-1,
there are >= k rows and <= k+1
rows,
and so the sum is at least k/2
and is at most (k+1).
1x+1
0 1 2 3 4 5 6 7 8
1
1213
12
1 13
Harmonic Number
Estimate Hn:
n
1 1 1H ::=1+ + + +
2 3 n
n
0
1 1 1 1 dx 1 + + +...+
x+1 2 3 n
n+1
n1
1dx H
x
nln(n+1) H
Now Hn as n , so
Harmonic series can go to infinity!
Integral Method (OPTIONAL)
Amazing equality
http://www.answers.com/topic/basel-problem
Proofs from the book, M. Aigner, G.M. Ziegler, Springer
Spine
Shield
Towers
Optimal Overhang?
(slides by Uri Zwick)
Overhang = 4.2390Blocks = 49
Weight = 100
Optimal Overhang?
(slides by Uri Zwick)
Product
Factorial defines a product:
Factorial
How to estimate n!?
Too rough…
Factorial defines a product:
Factorial
How to estimate n!?
Still very rough, but at least show that it is much larger than Cn
Factorial defines a product:
Turn product into a sum taking logs:
ln(n!) = ln(1·2·3 ··· (n – 1)·n)
= ln 1 + ln 2 + ··· + ln(n – 1)
+ ln(n)n
i=1
ln(i)
Factorial
How to estimate n!?
…ln 2ln 3ln 4
ln 5ln n-1
ln nln 2
ln 3ln 4ln 5
ln n
2 31 4 5 n–2 n–1 n
ln (x+1)ln (x)
Integral Method (OPTIONAL)
ln(x) dx ln(i) ln (x+1)dxi=1
nn n
1 0
x
lnxdx =xlne
Reminder:
n
i=1
1 nln(i) n+ ln
2 eso guess:
n ln(n/e) ln(i) (n+1) ln((n+1)/e)
Analysis (OPTIONAL)
exponentiating:
nn
n! n/ e e
n
i=1
1 nln(i) n+ ln
2 e
nn
n! 2πne
~Stirling’s formula:
Stirling’s Formula
More Integral Method
What is a simple closed form expressions of ?
Idea: use integral method.
So we guess that
Make a hypothesis
Sum of Squares
Make a hypothesis
Plug in a few value of n to determine a,b,c,d.
Solve this linear equations gives a=1/3, b=1/2, c=1/6, d=0.
Go back and check by induction if
Cauchy-Schwarz
(Cauchy-Schwarz inequality) For any a1,…,an, and any b1,…bn
Proof by induction (on n): When n=1, LHS <= RHS.
When n=2, want to show
Consider
Cauchy-Schwarz
(Cauchy-Schwarz inequality) For any a1,…,an, and any b1,…bn
Induction step: assume true for <=n, prove n+1.
induction
by P(2)
Cauchy-Schwarz
(Cauchy-Schwarz inequality) For any a1,…,an, and any b1,…bn
Exercise: prove
Answer: Let bi = 1 for all i, and plug into Cauchy-Schwarz
This has a very nice application in graph theory that hopefully we’ll see.
Geometric Interpretation
(Cauchy-Schwarz inequality) For any a1,…,an, and any b1,…bn
•The left hand side computes the inner
product of the two vectors
• If we rescale the two vectors to be of
length 1, then the left hand side is <= 1
•The right hand side is always 1.
a
b
Arithmetic Mean – Geometric Mean Inequality
(AM-GM inequality) For any a1,…,an,
Interesting induction (on n): • Prove P(2)
• Prove P(n) -> P(2n)
• Prove P(n) -> P(n-1)
Arithmetic Mean – Geometric Mean Inequality
(AM-GM inequality) For any sequence of non-negative numbers a1,…,an,
Interesting induction (on n): • Prove P(2)
Want to show
Consider
Arithmetic Mean – Geometric Mean Inequality
(AM-GM inequality) For any sequence of non-negative numbers a1,…,an,
Interesting induction (on n): • Prove P(n) -> P(2n)
induction
by P(2)
Arithmetic Mean – Geometric Mean Inequality
(AM-GM inequality) For any sequence of non-negative numbers a1,…,an,
Interesting induction (on n): • Prove P(n) -> P(n-1)
Let the average of the first n-1 numbers.
Arithmetic Mean – Geometric Mean Inequality
(AM-GM inequality) For any sequence of non-negative numbers a1,…,an,
Interesting induction (on n): • Prove P(n) -> P(n-1)
Let
Geometric Interpretation
(AM-GM inequality) For any sequence of non-negative numbers a1,…,an,
•Think of a1, a2, …, an are the side lengths of a high-dimensional rectangle.
•Then the right hand side is the volume of this rectangle.
•The left hand side is the volume of the square with the same total side length.
•The inequality says that the volume of the square is always not smaller.
e.g.
Arithmetic Mean – Geometric Mean Inequality
(AM-GM inequality) For any sequence of non-negative numbers a1,…,an,
Exercise: What is an upper bound on ?
•Set a1=n and a2=…=an=1, then the upper bound is 2 – 1/n.
•Set a1=a2=√n and a3=…=an=1, then the upper bound is 1 + 2/√n – 2/n.
•…
•Set a1=…=alogn=2 and ai=1 otherwise, then the upper bound is 1 + log(n)/n