The Future of World Economy: Technologies

tomcircle's avatarMath Online Tom Circle

An excellent article on the Future of world economy.  A view from Stanford University….

3 Keywords: Clean Energy, Robotics,  3D-Printing

Governments, businesses, and economists have all been caught off guard by the geopolitical shifts that happened with the crash of oil prices and the slowdown of China’s economy. Most believe that the price of oil will recover and that China will continue its rise. They are mistaken. Instead of worrying about the rise of China, we need to fear its fall; and while oil prices may oscillate over the next four or five years, the fossil-fuel industry is headed the way of the dinosaur. The global balance of power will shift as a result.

LED light bulbs, improved heating and cooling systems, and software systems in automobiles have gradually been increasing fuel efficiency over the past decades. But the big shock to the energy industry came with

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Category Theory by Steven Roman

tomcircle's avatarMath Online Tom Circle

Excellent Category Theory lectures by retired Prof Steven Roman  from Uni. California: he used pen and A4 – paper with iPhone camera. Simple & good. (Only lighting could be brighter.)

Category Theory is one level higher abstraction, above the Abstract Algebra (Group, Ring, Field, Vector Space, Set…). It is the “Math of Math”, to make difficult math easy by studying the ‘relationship’ (or Morphism).

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Why Anything Multiplying by 0 Gives 0 ?

tomcircle's avatarMath Online Tom Circle

This is the correct way to teach Math to children, but it makes parents crazy ! 🙂

Why anything multiplying by 0 gives 0 ?

Proof:

0.x + 0.x = (0 + 0).x [distribution law]
                 = .x       [definition of 0]

Subtracting 0.x from both sides,
0.x + 0.x = 0.x
we get
$latex boxed{0.{x} = 0 }$ [QED]

Parents teach children the intuitive way:
“nothing times anything is nothing”
but this is not rigorous.

Later in life, the children would learn that when doing “zero times” of any thing (eg. bad behaviors: fighting, stealing…) produces “something” (good) 🙂

In the USA and UK, many parents grow up feeling great antipathy towards Math, whereas in Asia like China, Japan, Korea, HK, Singapore, and Europe (eg. France), we grow up fearing Math, probably because of how Math was taught in school. I remember during schools (and…

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USA “Common Core” Math

tomcircle's avatarMath Online Tom Circle

To the outsiders of the USA,  we can understand the “Common Core Math Program” is good for American children education, which is supported by Bill Gates with generous $6-billion donation.

The American parents who resist and oppose the ‘Common Core’ Math were like the Singaporean parents who opposed the “Singapore Math Program” in the 1980s. The Singapore parents had to go through remedial classes before they could coach their kids in the ‘new way’. Result proved that after 20 years, Singapore is ranked 2nd in the PISA Test World Ranking in Math (after Shanghai of China).

All good medicines are bitter to swallow.
良药苦口 !

Here are 4 methods of subtraction:

1st : Traditional (aka Abacus) “Carry” Method
2nd: Mental Calculation
3rd : “Singapore Math” (no Carry)
4th: Common Core: “Count Up” (French Method), with which French supermart cashiers usually perform changes at counter — much…

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(1/2)! = (√π)/2

tomcircle's avatarMath Online Tom Circle

Richard Feynman (Nobel Physicist) proved it in high school using a funny Calculus: “Differentiating under Integral” — is it legitimate to do so ? Of course it is by “The Fundamental Theorem of Calculus”

Note: We were thought in high school the “HOW” of calculating (such as integration and differentiation), but not the “WHY” (the Theorem behind). Richard Feynman was unique in exploring the WHY since high school, it helped later he was assigned by President Reagan to investigate the 1986 ‘Challenger’ disaster ?

image

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2nd Isomorphism Theorem (Lattice Diagram)

tomcircle's avatarMath Online Tom Circle

I found this “lattice diagram”  only in an old Chinese Abstract Algebra Textbook, never seen before in any American/UK  or in French textbooks . Share here with the students who would find difficulty remembering the 3 useful Isomorphism Theorems.

Reference: 2nd Isomorphism Theorem (“Diamond Theorem”)

Let G be a group. Let H be a subgroup of G, and let N be a normal subgroup of G. Then:

1. The product HN is a subgroup of G,
The intersection H ∩ N is a normal subgroup of H, and

2. The 2 quotient groups
(HN) / N and
H / (H∩ N)
are isomorphic.

It is easy to remember using the green diagram below: (similarly can be drawn for 1st & 3rd Isomorphism)
image

image

This 2nd isomorphism theorem has been called the “diamond theorem” due to the shape of the resulting subgroup lattice with HN at the top, H∩ N…

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Rock-Paper-Scissors 石头 – 剪刀 – 布

tomcircle's avatarMath Online Tom Circle

A Chinese Mathematician Figured Out How To Always Win At Rock-Paper-Scissors – (Business Insider)

This is “Game Theory” demonstrating the Nash Equilibrium.
Very good to understand the “Kia-Soo” (Singlish means: 惊(怕)输 “afraid to lose”) syndrome of Singaporeans.

To win this game and beat the “kia-soo” mentality — 反其道而行 Adopt the reverse way of the opposition’s anticipated kia-soo way 🙂

Key points:
(1). Sequence : “R- P -S” or (中文习惯) “石头 – 剪刀 – 布”;
(2). Winner tends to stay same way in next move;
(3). Loser likely to switch to the next step in the Sequence (1).

Reflection:
In business,
(2) is where big conglomerates like IBM , HP, Sony, Microsoft etc lose because they stay put with the same strategy (Corporate Data Center, Sell thru Channel distributors with mark-up, CD/DVD music… ), and products (Mainframes, Servers, PC, CRT-TV, Packaged software…) which brought them to success but never…

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“Proof School” For Math Kids

tomcircle's avatarMath Online Tom Circle

To overcome the USA general school low Math standard, there are some elite schools to groom the gifted students such as this “Proof School”:

San-Fancisco new “Proof School” for Math kids 
The Math Syllabus : Topology,  Number Theory, …
IT: Python programming

Proof School Website
http://www.proofschool.org/#we-love-math

What is Proof School?

https://www.quora.com/What-is-Proof-School/answer/Alon-Amit?srid=oZzP&share=50c583a6

Math Syllabus:

http://www.proofschool.org/course-descriptions-1#math-courses

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Mathematician’s life begins at 40

André Weil, the French mathematician, when still a student in University at Ecole Normale Superieur before WW 2, started the “Bourbaki” Club with the intention to change all Math Teaching using modern math from Set Theory.

Shimura was the Japanese mathematician, together with Taniyama, discovered the conjecture upon which Fermat’s Last Theorem was finally proved by Andrew Wiles in 1993/4.

tomcircle's avatarMath Online Tom Circle

André Weil told the Japanese professor Goro Shimura that Prof GH Hardy talked nonsense, mathematics is not necessary for young men below 35.

Recent math breakthroughs are accomplished by men above 40, because Math needs “Logic as well as Intuition” – both take lengthy research, perseverance and team efforts by other pioneers, as illustrated below:

http://m.scmp.com/lifestyle/technology/article/1256542/zhang-yitang-proof-mathematicians-life-begins-40

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Twin Prime Hero

tomcircle's avatarMath Online Tom Circle

http://simonsfoundation.org/features/science-news/unheralded-mathematician-bridges-the-prime-gap/

On April 17, 2013, a paper arrived in the inbox of Annals of Mathematics, one of the discipline’s preeminent journals. Written by a mathematician virtually unknown to the experts in his field — a 50-something lecturer at the University of New Hampshire named Yitang Zhang — the paper claimed to have taken a huge step forward in understanding one of mathematics’ oldest problems, the twin primes conjecture.

Editors of prominent mathematics journals are used to fielding grandiose claims from obscure authors, but this paper was different. Written with crystalline clarity and a total command of the topic’s current state of the art, it was evidently a serious piece of work, and the Annals editors decided to put it on the fast track.

Yitang Zhang (Photo: University of New Hampshire)

Just three weeks later — a blink of an eye compared to the usual pace of mathematics journals — Zhang…

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Cut a cake 1/5

tomcircle's avatarMath Online Tom Circle

Visually cut a cake 1/5 portions of equal size:

1) divide into half:

20130513-111010.jpg

2) divide 1/5 of the right half:

20130513-133441.jpg

3) divide half, obtain 1/5 = right of (3)

$latex frac{1}{5}= frac{1}{2} (frac{1}{2}(1- frac{1}{5}))= frac{1}{2} (frac{1}{2} (frac{4}{5}))=frac{1}{2}(frac{2}{5})$

20130513-171052.jpg

4) By symmetry another 1/5 at (2)=(4)

20130513-174541.jpg

5) divide left into 3 portions, each 1/5

$latex frac{1}{5}= frac{1}{3}(frac{1}{2}+ frac{1}{2}.frac{1}{5}) = frac{1}{3}.frac{6}{10}$

20130513-174742.jpg

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Abstract Algebra 抽象代数 (石生明教授)

tomcircle's avatarMath Online Tom Circle

这位石教授的”抽象代数”很棒, 一来是他退休前的最后一课, 二来他总结为何老师教不好, 学生上完课好像听到3个大头”鬼” (群group, 环ring, 域field), 但没实际摸过。

他的第一和第二课很好, 与众不同的花时间讲 “动机”: Motivation – Why study Abstract Algebra ?

抽象代数01: Motivation

https://youtu.be/AGd1TZ-IKr0

抽象代数02: 复数扩域 C
$latex
x^{2} +1=0
$

扩域 (Extended Field)数学思维 = 人解决问题的思维
例: 国内不可行的问题, 跳出国门, 扩大到世界领域, 就找到可行的方法。
马云的Alibaba国内不看好, 跑去美国上市, 让他马上成为中国首富的亿万富翁。

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张益唐: 速食店员竟然是数学天才

tomcircle's avatarMath Online Tom Circle

【台湾壹週刊】

速食店员竟然是数学天才

张益唐 (1955 – ) : 北京大学 – 美国数学博士。因为执着数学理论的真理, 得罪美国大学台湾籍论文教授, 毕业后找不到大学教职, 在朋友的 Subway 速食店做会计8年, 潜心业余思考世界数学大难题: Twin Primes Gap, 终于攻破。

他的下一个目标是Riemann Hypothesis, 困扰数学家百年的难题: “素数 (Prime numbers)的分布”都集中在 Zeta function complex plane的 实轴(real = 1/2) 上。大数学家David Hilbert说如果五百年后复活, 第一件事会急着问 “Riemann Hypothesis” 证明了吗?

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James H. Simons,  the mathematician who cracked Wallstreet

tomcircle's avatarMath Online Tom Circle

James H. Simons,  the Jewish mathematician who made $14 billion using Math modelling for Hedge Fund.

[Watch from 31:00 mins to 35 mins].  He told the Nobel Physicist Frank Yang (杨振宁) that the Math “Gauge Theory on Fiber Bundles(纤维丛)” which Yang was developing already existed 30 yrs ago in “Differential Geometry” by SS Chern (陈省身) from Berkeley.

“James H. Simons: Mathematics, Common Sense and Good Luck”

[Video 54:00 mins]
After being billionaire, at old age Simons went back to Math in 2004 to take refuge of sadness of the loss of a son.
He beat the German mathematicians in Differential Co-homology (Topology).

5 Guiding Principles of Success:
1) Don’t run with the pack – be original
2) Choose wonderful partner(s) in research, business…
3) Guided by Beauty
4) Don’t give up !
5) Have good luck.

Jim Simons | TED Talks
“A Rare Interview with the Mathematician Who…

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Calculus: Difficult Integration

tomcircle's avatarMath Online Tom Circle

Question on @Quora:

image

In the French Classe Préparatoire 1st year “Mathematiques Supérieures”,  we wanted to test our admired Math Prof whom we think was a “super know-all” mathematician. We asked him the above question. He immediately scolded us in the unique French mathematics rigor:

“L’intégration n’a pas de sense!
Quelle-est la domaine de définition?”

(The integration has no meaning! What is the domain of definition ?)

He was right! Under the British Math education, we lack the rigor of mathematics. We are skillful in applying many tricks to integrate whatever functions, but it is meaningless without specifying the domain (interval) in which the function is defined ! Bear in mind Integration of a function f (curve) is to calculate the Area under the curve f within an interval (or Domain, D). If f is not defined in D, then it is meaningless to integrate f because there won’t be…

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Visual Math

tomcircle's avatarMath Online Tom Circle

image

99% of my friends get it wrong,  except a 13-year-old boy who can ‘see’ it.

Wrong answer : 25

Answer (below):
Try before you scroll down.

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Singapore PSLE 2015 Math

tomcircle's avatarMath Online Tom Circle

image

PSLE is “Primary School Leaving Exams” for 11~12 year-old children sitting at the end of 6-year primary education. The result is used as selection criteria to enter the secondary school of choice.

image

Hint: Without seeing or feeling the weight of the $1 coin, you still can guess the answer. This is the essence of “Singapore Math” — using “Guesstimation“.

Answer (below):
Try before you scroll down.
If wrong answer, please go back to primary school 🙂
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εδ Confusion in Limit & Continuity

tomcircle's avatarMath Online Tom Circle

1. Basic:
|y|= 0 or > 0 for all y

2. Limit: $latex displaystylelim_{xto a}f(x) = L$ ; x≠a
|x-a|≠0 and always >0
hence
$latex displaystylelim_{xto a}f(x) = L$
$latex iff $
For all ε >0, there exists δ >0 such that
$latex boxed{0<|x-a|<delta}$
$latex implies |f(x)-L|< epsilon$

3. Continuity: f(x) continuous at x=a
Case x=a: |x-a|=0
=> |f(a)-f(a)|= 0 <ε (automatically)
So by default we can remove (x=a) case.

Also from 1) it is understood: |x-a|>0
Hence suffice to write only:
$latex |x-a|<delta$

f(x) is continuous at point x = a
$latex iff $
For all ε >0, there exists δ >0 such that
$latex boxed{|x-a|<delta}$
$latex implies |f(x)-f(a)|< epsilon$

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Newtonian Calculus not rigorous !

tomcircle's avatarMath Online Tom Circle

Why Newton’s Calculus Not Rigorous?

$latex f(x ) = frac {x(x^2+ 5)} { x}$ …[1]

cancel x (≠0)from upper and below => $latex f(x )=x^2 +5 $

$latex mathop {lim }limits_{x to 0} f(x) =x^2 +5= L=5 $ …[2]

In [1]: we assume x ≠ 0, so cancel upper & lower x
But In [2]: assume x=0 to get L=5
[1] (x ≠ 0) contradicts with [2] (x =…)

This is the weakness of Newtonian Calculus, made rigorous later by Cauchy’s ε-δ ‘Analysis’.

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Rigorous Calculus: ε-δ Analysis

tomcircle's avatarMath Online Tom Circle

Rigorous Analysis epsilon-delta (ε-δ)
Cauchy gave epsilon-delta the rigor to Analysis, Weierstrass ‘arithmatized‘ it to become the standard language of modern analysis.

1) Limit was first defined by Cauchy in “Analyse Algébrique” (1821)

2) Cauchy repeatedly used ‘Limit’ in the book Chapter 3 “Résumé des Leçons sur le Calcul infinitésimal” (1823) for ‘derivative’ of f as the limit of

$latex frac{f(x+i)-f(x)}{i}$  when i ->…

3) He introduced ε-δ in Chapter 7 to prove ‘Mean Value Theorem‘: Denote by (ε , δ) 2 small numbers, such that 0< i ≤ δ , and for all x between (x+i) and x,

f ‘(x)- ε < $latex frac{f(x+i)-f(x)}{i}$ < f'(x)+ ε

4) These ε-δ Cauchy’s proof method became the standard definition of Limit of Function in Analysis.

5) They are notorious for causing widespread discomfort among future math students. In fact, when it…

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German Terms

German before WW2 was the World’center of Science (Einstein etc) and Modern Math (Gauss, Klein, Hilbert etc), that’s why we inherit some letter symbols eg. Z (Zahl, Integer) …

tomcircle's avatarMath Online Tom Circle

1. The electron orbits: first 4 orbits from atom

s, p, d, f
s = Sharfe (Sharp)
p =prinzipielle (principle)
d = diffusiv (diffuse)
f= fundamentale (fundamental)
2. eigen (special)
eigenvector
eigenvalue
eigenfunction
eigenfrequency
3. Math:
e = neutral element (I=Identity)
K=Korps (Fields)
Z = Zahl (Integer)
4. Physics:
F-center = Color Center  (F=Farbe=color)
Umklapp process = reverse process
Aufbau principle (quantum chemistry) = Building (bau) Up (Auf)  principle

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Abstract Math discomforts

Abstract Algebra is the killer Math subject for university-bound Singaporean A-level students educated in the British GCE syllabus. Except a fews who are born with the gift, most of them get lost in the first year of university. Yet Abstract Algebra is important math “language” of science and technology : IT, Chemistry, Physics, Advanced Math… if you want to describe a complex structure (quantum physics, crystallography), algorithm (search), method (encryption), you use this precise and concise language “Abstract Algebra” (such as Group, Vector Space, …). Countries like China and USA havevmade Abstract Algebra a compulsory subject for 1st year undergrads in Science, Engineering, IT students beside Math majors …

tomcircle's avatarMath Online Tom Circle

3 Wide Discomforts For Abstract Math Students

1. Group : Coset, Quotient group, morphism…
2. Limit ε-δ: Cauchy
3. Bourbaki Sets: Function f: A-> B is subset of Cartesian Product AxB.

Students should learn from their historical genesis rather than the formal abstract definitions

<a href=”http://http://en.wikipedia.org/wiki/Wu_Wenjun“>Wu Wenjun (吳文俊) on Learning Abstract Math

“…It is more important to understand the ‘Principles’ 原理 behind, à la Physics (eg. Newton’s 3 Laws of Motion), and not blinded by its abstract ‘Axioms’ 公理.”

Prof I.Herstein http://en.wikipedia.org/wiki/Israel_Nathan_Herstein

“… Seeing Abstract Math for the first time, there seems to be a common feeling of being adrift, of not having something solid to hang on to.

Do not be discouraged. Stick with it! The best road is to look at examples. Try to understand what a given concept says, most importantly, look at particular, concrete examples of the concept.

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Probability by 2 Great Friends

tomcircle's avatarMath Online Tom Circle

Today Probability is a “money” Math, used in Actuarial Science, Derivatives (Options) in Black-Scholes Formula.

In the beginning it was “A Priori” Probability by Pascal (1623-1662), then Fermat (1601-1665) invented today’s “A Posteriori” Probability.

“A Priori” assumes every thing is naturally “like that”: eg. Each coin has 1/2 chance for head, 1/2 for tail. Each dice has 1/6 equal chance for each face (1-6).

“A Posteriori” by Fermat, then later the exile Protestant French mathematician De Moivre (who discovered Normal Distribution), is based on observation of “already happened” statistic data.

Cardano (1501-1576) born 150 years earlier than Pascal and Fermat, himself a weird genius in Medicine, Math and an addictive gambler, found the rule of + and x for chances (he did not know the name ‘Probability’ then ):

Addition + Rule: throw a dice, chance to get a “1 and 2” faces:
1/6 +1/6 = 2/6 = 1/3

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Galois Theory Simplified

tomcircle's avatarMath Online Tom Circle

Galois discovered Quintic Equation has no radical (expressed with +,-,*,/, nth root) solutions, but his new Math “Group Theory” also explains:
$latex x^{5} – 1 = 0 text { has radical solution}$
but
$latex x^{5} -x -1 = 0 text{ has no radical solution}$

Why ?

$latex x^{5} – 1 = 0 text { has 5 solutions: } displaystyle x = e^{frac{ikpi}{5}}$
$latex text{where k } in {0,1,2,3,4}$
which can be expressed in
$latex x= cos frac{kpi}{5} + i.sin frac{kpi}{5} $
hence in {+,-,*,/, √ }
ie
$latex x_0 = e^{frac{i.0pi}{5}}=1$
$latex x_1 = e^{frac{ipi}{5}}$
$latex x_2 = e^{frac{2ipi}{5}}$
$latex x_3 = e^{frac{3ipi}{5}}$
$latex x_4 = e^{frac{4ipi}{5}}$
$latex x_5 = e^{frac{5ipi}{5}}=1=x_0$

=>
$latex text {Permutation of solutions }{x_j} text { forms a Cyclic Group: }
{x_0,x_1,x_2,x_3,x_4} $

Theorem: All Cyclic Groups are Solvable
=>
$latex x^{5} -1 = 0 text { has radical solutions.}$

However,
$latex x^{5} -x -1 =…

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The Arrival of New Era of “Knowledge Sharing”

tomcircle's avatarMath Online Tom Circle

2010 Steve Jobs declared Post-PC era has arrived with iPhone/iPad,  little did he know that he had accidentally also brought the Post-TV & Post-Publication (books, Newspapers) on iPhone/iPad platform for YouTube, ebooks.
Today,  you don’t have to sit on sofa at scheduled time to watch TV programmes,  buy/loan/housekeep books, subscribe to political-biased  newspapers.

The advent of Web 2.0 and Internet of Things (IoT) will open up the new era of freedom of “Knowledge Sharing”:
1. Instead of reading 100 books to understand a complex economic/politics/history/science topic, you can go YouTube to attend free seminars by TED, MOOC (Cousera, Khan Academy…), or follow YouTube series by book expert reviewers (罗辑思维, 袁腾飞, 百家论坛, 宋鸿兵货币战争)…
2. You can ask any questions on “Quora”. Anybody with the expertise will volunteer to teach you.
3. You can keep your reading notes in text, video and hyperlink to the vast internet resources (wikipedia, ..) and shared…

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First-Class Function is Homomorphism

tomcircle's avatarMath Online Tom Circle

We know a Program is a math procedure. 

“A Program without Math is like Sex without Love.”

Do you know in Programming a First-Class Function is a Homomorphism in Abstract Algebra ?

In Functional / Dynamic Programming Language like Lisp, it supports First-Class Function.

Eg.
Map (sqr {1 2 5 4 7})
=> {1 4 25 16 49} 

A First-Class Function like ‘Map’ is a Function call which  accepts  another function ‘sqr’ as argument.

Map means “Apply to All”.
Map applies ‘sqr’ to all members of the list  {1 2 5 4 7}.

In abstract algebra, Map (eg. Linear Map) is a homomorphism !

http://en.m.wikipedia.org/wiki/Map_(higher-order_function)

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Life Algebra

tomcircle's avatarMath Online Tom Circle

image

How to solve this ‘Life’ Algebra ?

The simultatneous inequality equation with 3 unknowns (t, e, m).

It has no solution but we can get the BEST approximation :
Retire after 55 before 60, then you get optimized {e, t, m} — still have good energy (e) with plenty of time (t) and sufficient pension money (m) in CPF & investment saving.

Beyond 60 if continuing to work, the solution of {e, t, m} -> {0, 0, 0}.

View original post

Egg Mathematics

tomcircle's avatarMath Online Tom Circle

I highly recommend this Harvard Online Course “Science & Cooking” for food and Math lover:

http://online-learning.harvard.edu/course/science-and-cooking

Example of the Course :

How much boiled water you need to cook a perfect egg ?

By conservation of heat (energy), the heat (Q) of boiled water is transferred to the egg (assume no loss of heat to the environment: container, air, etc).

Secondary school Physics :

Q = m.C. (T’-T)
m = mass
C=Specific Heat
T’= Final Température
T= Initial Temperature

image

Chef’s tip: a perfect egg cooked at around 64 C.

image

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Post-Modern Algebra

Trigonometry in abstract algebra Group Theory… this is a new look of Elementary Math (E. Math) from a higher level (Abstract Algebra : Group Theory) — just as the Tang Poem said “欲穷千里目, 更上一层楼” (To see further distance away, just climb up to higher level).

tomcircle's avatarMath Online Tom Circle

Modern Algebra: Based on the 1931 influential book “Modern Algebra” written by Van de Waerden (the student of E. Noether). Pioneered by the 20th century german Göttingen school of mathematicians, it deals with Mathematics in an abstract, axiomatic approach of mathematical structures such as Group, Ring, Vector Space, Module and Linear Algebra. It differs from the computational Algebra in 19th century dealing with Matrices and Polynomial equations.

This phase of Modern Algebra emphasises on the algebraization of Number Theory: {N, Z, Q, R, C}

Post-Modern Algebra: The axiomatic, abstract treatment of Algebra is viewed as boring and difficult. There is a renewed interest in explicite computation, reviving the 19th century invariant theory. Also the structural coverage (Group, Ring, Fields, etc) in Modern Algebra is too narrow. There is emphasis on other structures beyond Number Theory, such as Ordered Set, Monoid, Quasigroup, Category, etc.

Example:
The non-abelian Group S3 (order…

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Analysis -> (Topology) -> Algebra

tomcircle's avatarMath Online Tom Circle

Mathematics is divided into 2 major branches:
1. Analysis (Continuity, alculus)
2. Algebra (Set, Discrete numbers, Structure)

In between the two branches, Poincaré invented in 1900s the Topology (拓扑学) – which studies the ‘holes’ (disconnected) in-between, or ‘neighborhood’.

Topology specialised in
–  ‘local knowledge’ = Point-Set Topology.
– ”global knowledge’ = Algebraic Topology.

Example:
The local data of consumer behavior uses ‘Point-Set Topology’; the global one is ‘BIG Data’ using Algebraic Topology.

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