ISYE 2028: Notation, Prerequisites, and Mathematical Concepts - Prof. Kobi Abayomi, Study notes of Data Analysis & Statistical Methods

An introduction to the notation and prerequisites for isye 2028, a course on mathematical concepts. It covers summation and product notation, integration and differentiation, and the properties of exponential and logarithmic functions. Students are expected to be familiar with calculus and basic mathematical concepts. The document also includes suggested exercises to help reinforce the concepts.

Typology: Study notes

Pre 2010

Uploaded on 08/04/2009

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ISYE 2028 A and B
Notation and Prerequisites
Dr. Kobi Abayomi
January 8, 2009
1 Introduction
Just a brief review of some notation you should know and some short questions.
We often use roman letters {X, Y, x, y...}for things we hope to measure or model; greek
letters {α, β, θ }for quantities we’ll infer from directly measured quantities.
2 Summation Notation
We work with indexed vectors alot, like:
X= (X1, X2, ..., Xn)
or
x= (x1, x2, ..., xn)
or any
stuff = (stuff1, stuf f2, ..., stuffn)
n
X
i=1
stuffi=stuff1+stuff2+· · · +stuf fn
1
pf3
pf4
pf5

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ISYE 2028 A and B

Notation and Prerequisites

Dr. Kobi Abayomi

January 8, 2009

1 Introduction

Just a brief review of some notation you should know and some short questions.

We often use roman letters {X, Y, x, y...} for things we hope to measure or model; greek letters {α, β, θ} for quantities we’ll infer from directly measured quantities.

2 Summation Notation

We work with indexed vectors alot, like:

X = (X 1 , X 2 , ..., Xn)

or

x = (x 1 , x 2 , ..., xn)

or any

stuf f = (stuf f 1 , stuf f 2 , ..., stuf fn)

∑^ n

i=

stuf fi = stuf f 1 + stuf f 2 + · · · + stuf fn

is translated as: Start with stuf f 1 and add it to stuf f 2 and keep on adding until stuf fn. The stuf f to do (n times) can be as simple to do as taking a bunch of numbers {x 1 , x 2 , ...x 3 } and dividing it by the total number, i.e.

∑^ n

i=

xi n

n

∑^ n

i=

xi =

x 1 + x 2 + · · · + xn n

or something more complicated, like taking each of those numbers, subtracting some other number, squaring the result, and dividing that by n − 1

∑^ n

i=

(xi − μ)^2 n − 1

2.1 Product notation

Just like summation, but the indexed items are separated by multiplication in place of addition

∏^ n

i=

xi = x 1 · x 2 · · · xn

3 Integration, differentiation, exp, log...

...of simple functions should all be familiar from calculus. Principally, remember that inte- gration and differentiation are linear operators meaning you can integrate and differentiate — usually – across sums.

3.1 exp, log

You might have forgotten this important result about the derivative of the inverse of a function f , (f −^1 )′:

(f −^1 (x))′^ =

f ′(f −^1 )(x)

3.2 integrate, differentiate

We will look at multiple integration some time in the future. Remember that you can usually switch the order of integration without too much trouble.

∫ (^) b

a

∫ (^) d

c

f (x)g(y)dydx = · · ·

∫ (^) b

a

(f (x)

∫ (^) d

c

g(y)dy)dx = · · · ∫ (^) d

c

g(y)dy

∫ (^) b

a

f (x)dx

You should also remember the very important substitution method for integration, with u = g(x).

∫ f (u)du =

f (u)

du dx

dx

And also integrate by parts

∫ (^) b

a

f g′^ = f g|ba −

∫ (^) b

a

f ′g

which might look more familiar to you if you let u = f and v = g.

4 Suggested Exercises

∑n i=1 c^ ·^ i^ =?, when^ c^ is a constant.

i=0 r i (^) =?, when |r| < 1.

∏n i=1 c^ ·^ e

xi (^) , when x = (x 1 , ..., xn) and c is a constant.

  1. If f (x) = aλx^ then f ′(x) =?, if λ is a constant.
  2. If g(x) = loga(λx) then g′(x) =?, if λ is a constant.
  1. The so-called Taylor series for a function f at a, is:

f (x) =

∑^ ∞

i=

f (i)(a) i!

(x − a)i

where f (i)^ indicates the ith derivative of f and i! = i · (i − 1) · (i − 2) · · · 1. Find the taylor series for f (x) = ex^ at a = 0.

  1. (i) Use integration by parts to evaluate

0 e

−ttk− (^1) dt. (ii) Use substitution to evaluate

0 e

−ste−λtdt and express as a function of s, if λ is a constant.