Title: GDST1013 The Power of Science and Technology
1GDST1013 The Power of Science and Technology
An Introduction
2Content
- Course Introduction
- What is Science
- A Brief Introduction to the Scientific Revolution
- The Power and Limits of Science
3Course Introduction
- Course Code GDST1013
- Title The Power of Science and Technology
- Textbook none
- Website ISpace
4Teachers
- Instructor Prof. Ken Tsang
- Office E409
- Phone 3620606
- Email kentsang_at_uic.edu.hk
- Teaching Assistant (TA)
- Ms. Garbo Hu
- Email garbohu_at_uic.edu.hk
5Time Venue (3)
- 800-950am, Tuesday C208
- 1300-1350pm, Thursday E301
6Course Content schedule (subject to adjustment)
- Week 1 Introduction
- Week 24 Statistics Module
- Week 5 Quiz
- Week 6-7 Group presentation
- Week 8-10 Computer Module
- week 11 Guest Lecture or other activity?
- Week 12-13 Group presentation
- Week 14 Review for Final Exam
7Assessment (from syllabus)
- Class Participation 10
- Written assignment/Project 40
- Quiz/test (week 5) 10
- Final Examination 40
8Part I What is Science
9What is Science
- Can we describe what science is using your own
language? - Can you give a few examples of what you consider
to be science? - Can you name a few scientists?
- And a few examples of what is NOT science?
10Science in Chinese-- ??
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11Science -- ??
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12Definition Science
- (knowledge from) the careful study of the
structure and behavior of the physical world,
especially by watching, measuring and doing
experiments, and the development of theories to
describe the results of these activities. from
the Cambridge Dictionary
13Science (From Wikipedia)
- Science (from Latin scientia, meaning
"knowledge") is a systematic enterprise that
builds and organizes knowledge in the form of
testable explanations and predictions about the
universe. - In an older and closely related meaning,
"science" also refers to a body of knowledge
itself, of the type that can be rationally
explained and reliably applied.
14Definition Measure Experiment
- Measure to discover the exact size or amount of
something, or to be of a particular size.
(quantification) - Experiment a test done in order to learn
something or to discover is something works or is
true (verification) - Can you give a few important scientific
experiments in the history?
15Definition Theory
- Theory a formal statement of the rules on which
a subject of study is based or of ideas that are
suggested a fact of event or, more generally, an
opinion or explanation - Theories are powerful explanations for a wide
range of phenomena.
16Definition Technology
- Technology (the study and knowledge of) the
practical, especially industrial, use of
scientific discoveries - Can you give a few examples of technology?
17Discussion Sharing
- Is mathematics science? Why?
- Is Chinese medicine science? Why?
- Is Feng shui (??) science? Why?
- Is Astrology science? Why?
18Example of Scientific Study Free Falling Objects
- Given two balls, one is ten-pound and the other
one-pound. If dropping both balls off at the same
time, which ball will hit the ground first? The
heavier one, or the lighter one?
19What Aristotle Said
- Aristotle (384BC-322BC)
- A Greek philosopher, student of Plato and teacher
of Alexander the Great - He studied many subjects encompassing physics,
logic, politics, ethics, aesthetics and
metaphysics - He had taught that heavy objects fall faster
than lighter ones, in direct proportion to
weight. - Is this theory true or false? How to prove?
20What Galileo Did
- Galileo (1564-1642)
- An Italian physicist, mathematician, astronomer
and philosopher who played a major role in the
Scientific Revolution. He is considered as the
father of modern science - A biography by Galileo's pupil Vincenzo Viviani
stated that Galileo had dropped balls of the same
material, but different masses, from the Leaning
Tower of Pisa to demonstrate that their time of
descent was independent of their mass.
21Discovering the Laws of Nature
- Galileo was willing to change his views in
accordance with observation. - Galileo was one of the first modern thinkers to
clearly state that the laws of nature are
mathematical
22Galileo physics should be mathematical
- Philosophy i.e. physics is written in this
grand book I mean the universe - but it cannot be understood unless one first
learns to comprehend the language and interpret
the characters in which it is written. It is
written in the language of mathematics, and its
characters are triangles, circles, and other
geometrical figures
23Galileos On Motion (1590)
- Some superficial observations have been made as,
for instance, that the free motion of a heavy
falling body is continuously accelerated. But to
just what extent this acceleration occurs has not
yet been announced. For so far as I know, no one
has yet pointed out the distances traversed
during equal intervals of time by a body falling
from rest stand to one another in the same ratio
as the odd numbers beginning with unity.
24Galileo's Inclined Plane Experiments
- Start the ball rolling at time t-zero and count
equal intervals of time as it rolls down the
plane. - Take the distance covered in the first time
interval as a unit of measure
25Experiment Results
26Galileos Result on Free Fall Objects
- In the absence of air resistance, all objects
experience the same acceleration due to gravity - g is the acceleration due to gravity (9.81 m/s2
near the surface of the earth)
27What Can We Predict
- Using Galileos theory, if we drop a feather and
a stone at the same time from the Pisas Tower,
which will hit the ground first? Why? - What else can we predict?
- What experiment condition do we need to verify
Galileos theory?
28Hammer and Feather Drop
- In 1971, Apollo 15 astronaut David Scott on the
Moon recreating Galileo's famous experiment. - A 1.32-kg aluminum geological hammer) and a light
object (a 0.03-kg falcon feather) were released
simultaneously from approximately the same height
(1.6 m) - the objects were observed to undergo the same
acceleration and strike the lunar surface
simultaneously
29Practical Application of the Theory
- To estimate how deep the well is
- Count the number of seconds (n) taken for the
stone to hit the water at the bottom of the well.
- Add up the first n odd numbers starting at 1.
- Multiply the result by 5 metres.
- For example, the stone takes three seconds to
fall. That means the water is 13595m or 45
metres down the shaft.
30Summary the Scientific Method
- Testing ideas with evidence gathered from the
natural world - Ask a question
- Formulate a hypothesis
- Perform experiments
- Collect and analyze data
- Draw conclusion (Induction)
- Make predictions (deduction)
- Further Verification to confirm
31The Scientific Community
- The progress of science depends on interactions
within the scientific community that is, - the community of people and organizations that
generate scientific ideas, test those ideas,
publish scientific journals, organize
conferences, train scientists, distribute
research funds, etc.
32The Scientific Community
- This scientific community provides the cumulative
knowledge base that allows science to build on
itself. - It is also responsible for the further testing
and scrutiny of ideas and for performing checks
and balances on the work of community members.
33Think Science
- Question what you observe
- Why does an apple fall onto the ground?
- Investigate further
- Find out what is already known about your
observations (literature review) - Be skeptical
- Challenge existing ideas
34Think Science
- Try to refute your own ideas
- Look at things from the other side of the
argument - Seek out more evidence
- Be open-minded
- Change your mind if the evidence warrants
- Think creatively
- Try to come up with alternate explanations
35(No Transcript)
36What Science Does Not Do
- make moral judgments,
- make aesthetic judgments,
- tell you how to use scientific knowledge,
- draw conclusions about supernatural explanations.
- Science is an important part of human knowledge,
but it isnt everything.
37Part II A Brief History ofScience
38A Brief History of Science
- The Origin of Classical Science
- The Scientific Revolution
39Human History technology
- Human history has always been shaped by science
technology. In the pre-history, there were - The Stone Age
- The Neolithic Era (New Stone age, the
Agricultural Revolution) - The Bronze Age
- The Iron Age
??? Beginning of history
40The Origin of Science
- Ancient Greeks are seen as the intellectual
forefathers of the western civilization - Greek philosophers made great discoveries of
theorems by deductive reasoning (logic) - Pythagoras (570-495BC?????) number is the
ultimate nature of reality - Euclids (????) Elements of Geometry
- Plato let no one ignorant of Geometry enter
41The Origin of Science
- Greek scholars were in general mostly theoretical
thinkers in philosophy logic - With some exceptions
- Aristotle (?????, 384BC 322 BC)
- Archimedes (????, 287 BC 212 BC)
- Euclid ( ????, "Father of Geometry" 300BC)
- They sowed the seed of modern science.
42A brief history of ancient Western Civilization
800 BC (Greek epic poem) Iliad Odyssey Socrates
470? 399 BC Plato 424? 348 BC Aristotle 384?
322 BC
Greek
First Roman Emperor Augustus 63 BC-14 AD
Roman Empire
Constantine I legalized Christianity in Roman
Empire, 330 AD moved the capital to Constantinople
395 AD Christianity became official state religion
Byzantine Empire 330-1453 AD
476 AD End of the western Roman Empire Germanic
Roman general Odoacer deposed Emperor Romulus
Augustulus
43Homer's Iliad and the Odyssey Trojan War
The Trojan War was waged against the city of Troy
by the Achaeans (Greeks) after Paris of Troy took
Helen from her husband Menelaus, king of Sparta.
The ancient Greeks thought that the Trojan War
was a historical event that had taken place in
the 13th or 12th century BC, and believed that
Troy was located in modern-day Turkey.
44Alexander the Great (356 323 BC)
45Shakespearean tragedy Antony and Cleopatra
The last pharaoh of Ancient Egypt, Cleopatra,
consummated a liaison with Julius Caesar that
solidified her power.
After Caesar's assassination in 44 BC, she
aligned with Mark Antony (Roman general and
important supporter of Julius Caesar) in
opposition to Caesar's legal heir, Gaius Julius
Caesar Octavianus (Augustus). After losing the
Battle of Actium to Octavian's forces, Antony
Cleopatra committed suicide.
46Greek Fate and Order of Nature
- The Greek view of nature was dramatic
- Their vision of fate, remorseless and
indifferent, urging a tragic incident to its
inevitable end, is the vision possessed by
science - Fate in Greek Tragedy becomes the order of nature
in modern thought - The laws of physics are the decrees of fate
47Medieval Europe
- After centuries of civil war and corruption the
western Roman Empire disappeared when Odoacer
deposed the last Roman Emperor in 476AD.
Barbarian hordes swept over the west and razed
the last vestiges of this once mighty empire.
Europe entered what is commonly called "The Dark
Ages". Most major city centers lay in ruins,
however, monasteries, because they were remote
and hard to access, remained and within them were
retained the culture and book knowledge lost
everywhere else. - In medieval Europe only the monks and nobility
could read and write and study knowledge.
Monasteries became the keeper of knowledge and
center of education, until Johann Gutenberg
invented the first printing press in the 1450's
and changed the situation so that knowledge was
made available to everyone.
48Medieval Europe Rationality God
- In the Middle Ages, there was a belief in the
rationality of God (Christianity) - There is a secret in the nature that can be
unveiled every detailed occurrence can be
correlated with its antecedents in a perfectly
definite manner, exemplifying general principles - The search of natural laws could result in the
vindication of the faith in rationality
49Precursors to the Scientific Revolution
- Fall of Constantinople 1453 the migration of
Greek scholars and texts to Italy - Renaissance
- Leonardo da Vinci 14521519, Michelangelo
14751564 - The Printing Press Gutenberg Bible 1450
- Discovery of America Christopher Columbus 1492
50Renaissance rediscovery of the Greek spirit
Venus de Milo Created 130 - 100 BC
Statue of David Michelangelo 1504
51The Printing Press
- The world's first movable type printing
technology was invented and developed in China by
Bi Sheng (?? ?-1051) between the years 1041 and
1048. ?????? - Re-invented and improved by a goldsmith from
Mainz, Germany, Johannes Gutenberg, 1450.
52Wine Press Screw
Carolingian Script
Paper
Moveable type
53(No Transcript)
54The Printing Press
- First book ever printed on a printing press using
moveable type - The Gutenberg Bible 1450
55Why Printing Press is so important to the
Scientific Revolution
- Books became more affordable to ordinary people
(cost producing a book becomes 300 times
cheaper). - No more transcription errors, making knowledge
accumulation much easier. - nothing new under the sun, ancient discoveries
soon became forgotten.
56Books produced per Year
57Economic Impact of the Printing Press
1776 The Wealth of Nations published
1945-Atomic bomb
1687-Newton published Principia Mathematica
1905-Special Relativity
58The Historical Revolt
- Consequence of the invention of movable type
printing press - In 1517, Martin Luther started the Protestant
Reformation (????) - In science, the spread of Heliocentric cosmology
and the inductive method of reasoning with
experimental data
59The Scientific Revolution
- The "Scientific Revolution" refers to historical
changes in thought belief that unfolded in
Europe between roughly 1550-1700 - Beginning with Nicholas Copernicus (1473-1543),
who asserted a heliocentric (sun-centered)
cosmos, it ended with Isaac Newton (1642-1727),
who proposed universal laws and a Mechanical
Universe.
60Before Copernicus
The accepted geocentric Aristotelian system,
which placed the earth at the center of the solar
system, with the sun and planets in orbit.
61Copernicus Revolution
62Why Did Copernicus put the Sun at the center?
- As improvements were made in the skills of
observation, more and more circles and epicycles
were called for to explain the movement of
heavenly bodies. - A simple, regular, ordered and hierarchical
system had, over time, become very complicated. - Copernicus wanted a simpler model
63On the Revolutions of the Heavenly Bodies (1543)
- He began to believe that the earth went round the
sun about 1507. - Realizing his theory would offend, he decided to
publish his findings in 1543, the year of his
death. - The knowledge of the time was not sufficient to
prove his theory his great argument for it was
from its simplicity as compared to the epicycle
hypothesis
64Giordano Bruno (1548-1600)
- Italian philosopher mathematician, poet and
astronomer - executed by the Roman Catholic Church because of
his Copernican view and belief the Sun was just
another star moving in space. - Remembered as the martyr of free thought and
modern scientific ideas.
65Johannes Kepler (1571-1630)
- A German mathematician and astronomer
- Kepler was forced to the realization that the
orbits of the planets were not the circles
demanded by Aristotle and assumed implicitly by
Copernicus, but were instead the "flattened
circles" that geometers call ellipses
66The Laws of Planetary Motion
Later, Sir Isaac Newton utilized Kepler's
theories and observations in formulating his
theory of gravitational force.
67Galileo Galilei (1564-1642)
- The key to all of Galileo's discoveries was the
accurate measurement of time. - Galileo used the uniform motion of the pendulum
to measure time - Galileo experimented with various sorts of
motions and falling bodies. - He formulated the basic law of falling bodies,
which he verified by careful measurement.
68Galileis Confession
- In 1610 Galileo pointed his telescope at Jupiter
and observed the orbits of four of its moons. - On the basis of his scientific observations
Galileo became a heliocentrist. - On 22 June 1633 Galileo was forced to make a
'confession' to the Cardinals of the Holy Office
of the Church.
69After Galileos Death
- The weight of papal authority which had succeeded
in halting the growth of the new science in
Italy. - Following Galileo's death in 1642 that the
greatest advances in science would come from
outside Italy in Protestant countries (with a
tradition of protest and toleration) like
England, Holland and Germany.
701642 as a Significant Year
- Isaac Newton (1642-1727????), the man most
responsible for producing modern science was
born. - 1620. Francis Bacon published Novum Organum
Scientiarum - 1644. René Descartes (Principles of Philosophy)
I think, therefore I am - 1644. The Manchu conquer China ending the Ming
Dynasty. - 1760 beginning of Industrial Revolution
71The Scientific Methodology
- By the 17th century, science, scientific thinking
had spread to the rest of Europe - Occam's razor ( 1300)
- The Baconian method empiricism
- René_Descartes rationalism "That we cannot
doubt of our existence while we doubt, and that
this is the first knowledge we acquire when we
philosophize in order."
72Occams Razor (?????)
- a principle first developed by the Franciscan
friar and philosopher, William of Ockham (1287
1347) - The simplest answer is most often correct.
- If you have more than one hypotheses that could
explain an observation, the hypothesis with the
fewest and simplest assumptions should be
selected.
73Sir Francis Bacon (1561-1626)
- Bacon has been called the creator of empiricism.
- He established and popularized inductive
methodologies for scientific inquiry. - Bacon's empirical approach helped to clearly
separate science from philosophy.
74Bacons Bee Metaphor
- Those who have handled sciences have been either
men of experiment or men of dogmas. The men of
experiment are like the ant, they only collect
and use the reasoners resemble spiders, who make
cobwebs out of their own substance. But the bee
takes a middle course it gathers its material
from the flowers of the garden and of the field,
but transforms and digests it by a power of its
own. - Francis Bacon The New Organon Book One. 1620.
75Bacons Bee Metaphor
- Good scientists are not like ants (mindlessly
gathering data) or spiders (spinning empty
theories). Instead, they are like bees,
transforming nature into a useful product. - Not unlike this is the true business of
philosophy for it neither relies solely or
chiefly on the powers of the mind, nor does it
take the matter which it gathers from natural
history and mechanical experiments and lay it up
in the memory whole, as it finds it, but lays it
up in the understanding altered and digested.
Therefore from a closer and purer league between
these two faculties, the experimental and the
rational (such as has never yet been made), much
may be hoped.
76Knowledge(Science) is Power
- Bacon was one of the first to fully understand
that knowledge is power. - He believed science would serve to improve the
human condition and create a better world - Bacon noted in his Novum Organum Scientiarum
(1620) "printing, gunpowder, and the nautical
compass . . . have altered the face and state of
the world first, in literary matters second, in
warfare third, in navigation,"
77Rene Descartes (1596-1650)
- A French philosopher and mathematician
- He invented the Cartesian Coordinate System,
credited as the father of analytical geometry - A major figure in the 17th-century Continental
rationalism (deduction)
78Rene Descartes (1596-1650)
- He is considered as the father of modern
philosophy - Best known for his philosophical statement
"Cogito ergo sum" (I think, therefore I am) - Dualism he suggested that the body works like a
machine and the mind was a nonmaterial and does
not follow the laws of nature
79English Reformation
- Henry VIII (1531) sole protector and Supreme
Head of the Church of England - Edward VI (1547-1553) more Reformation
- Mary I (1553-1558) Catholic Restoration
- Elizabeth I (1558-1603) Supreme Governor of the
Church of England - James I King James Bible, most widely printed
- book in history
80Henry VIII his children The family that
changed the History of England
81Under Queen Elizabeth Is leadership, England
defeated the Spanish Armada in 1588 and enjoyed
prosperity.
82The irony of history
83Queen Elizabeth Is contribution
84Isaac Newton (1642-1727)
- Born when the Church of England was totally
independent from Rome - In 1687, Newton finished his greatest work, The
Mathematical Principles of Natural Philosophy - The most influential book
- in the history of science
85Newtons Contributions to Science mathematics
- Three laws of motion
- Theory of universal gravitation
- The first practical reflecting telescope
- A theory of color
- Shares the credit for the development of the
differential and integral calculus - The generalized binomial theorem, the study of
power series
86Newtons Quote
- If I have seen further it is by standing on the
shoulders of giants - I do not know what I may appear to the world, but
to myself I seem to have been only like a boy
playing on the sea-shore, and diverting myself in
now and then finding a smoother pebble or a
prettier shell than ordinary, whilst the great
ocean of truth lay all undiscovered before me
87The Newtonian Worldview
- Reductionism
- to understand any complex phenomenon, you need to
take it apart properties of a system are
explainable by explaining the individual behavior
of its smallest parts. - Materialism
- all phenomena, whether physical, biological are
ultimately constituted of matter
88The Newtonian Worldview
- Determinism/mechanism
- If you know the initial positions and velocities
of the particles constituting a system together
with the forces acting on those particles (which
are themselves determined by the positions of
these and other particles), then you can in
principle predict the further evolution of the
system with complete certainty and accuracy.
89The Newtonian Worldview
- Dualism
- The Newtonian worldview considers the physical
and spiritual realms to be entirely separate. - while material objects obey mechanical laws, the
mind does not - This way physics can avoid conflicting with
religion.
90The Clockwork Universe
- The Universes is like a giant clock that was
assembled and wound up by God, but no longer
needs anything else to keep functioning according
to its rule of operation.
91if we conceive of an intelligence that at a
given instant comprehends all the relations of
the entities of this universe, it could state the
respective position, motions, and general affects
of all these entities at any time in the past or
future. Pierre-Simon Laplace (1749 1827)
92Influence of NewtonianWorldview
- Newtonian thinking has had a profound
- influence on society the concept of
- natural law inspired democracy
- The mechanistic and deterministic view of nature
also inspired communism. - Dualism has had a profound impact on the way we
see ourselves in relation to nature.
93The Expectation of the Newtonian Worldview
- PHYSICS would eventually explain CHEMISTRY
CHEMISTRY would explain BIOLOGY and BIOLOGY
would explain PSYCHOLOGY. - Love, joy and courage had been reduced to
chemical reactions within the brain and the body - Do you agree, yes or not? Why?
94Discussion Sharing
- Do you agree that love can be eventually reduced
to some physical movements of the chemicals
within your body? Why? - Do you agree that the universe is a huge machine,
or an organism? Why?
95Scientists Were Very Optimistic
- In the late 1800s, most physicists believed that
physics was complete, described by classical
mechanics, thermodynamics, and the Maxwell
theory. - All that remains to do in physics is to fill in
the sixth decimal place (Albert Michelson, 1894)
96Nothing New to be Discovered
- There is nothing new to be discovered in physics
now. All that remains is more and more precise
measurement. (Lord Kelvin, an influential British
physicist, 1900)
97The Two Clouds of Physics
- But Lord Kelvin also mentioned two clouds on
the horizon of physics The beauty and clearness
of the dynamical theory, which asserts heat and
light to be modes of motion, is at present
obscured by two clouds. - 1) Blackbody radiation
- 2) Michelson-Morley experiment
98Modern Physics
- Kelvin's two "clouds" instead represented
fundamental limits to a classical approach to
understanding the universe. - Their resolution introduced whole new (and
clearly unanticipated) realms of physics, known
collectively as "modern physics. - The first cloud Quantum Physics
- The second cloud Relativity
99Fortunately
- No matter how we may single out a complex from
nature...its theoretical treatment will never
prove to be ultimately conclusive... I believe
that this process of deepening of theory has no
limits. (Albert Einstein, 1917)
100Part III The Power and Limits of
ScienceAdvances of science in the 20th Century
101The Discovery of DNA
- 1953, James Watson and Francis Crick deduced the
double helix structure of DNA Nobel Prize for
Physiology or Medicine (1962) - One of the most important scientific discovery of
the 20th century
102Atom Bomb
- First Atomic Bomb, codenamed Trinity, tested near
Alamogordo, New Mexico, on July 16, 1945
Atomic bomb mushroom clouds over Hiroshima (left
August 6, 1945) and Nagasaki (right August 9)
103Manned Moon Landing
- The Apollo 11 mission astronauts Neil Armstrong
and Buzz Aldrin landed their Lunar Module (LM) on
the Moon on July 20, 1969, and walked on its
surface while Michael Collins remained in lunar
orbit in the command spacecraft, and all three
landed safely on Earth on July 24.
104 The Invention of the Computer
- The ENIAC, 1946 the first general-purpose
electronic computer.
105Transistor Integrated Circuit
- John Bardeen, Walter Brattain William Shockley
Nobel Prize in Physics (1956) "for their
researches on semiconductors and their discovery
of the transistor effect (1947) - Jack Kilby ( Robert Noyce) Nobel Prize in
Physics (2000) "for his part in the invention of
the integrated circuit (1958)"
106The Internet
- Packet switched networks in US, such as ARPANET,
Tymnet, and Telenet, were developed in the late
1960s and early 1970s using a variety of
protocols. - In 1982, the Internet Protocol Suite (TCP/IP)
was standardized and the concept of a world-wide
network of fully interconnected TCP/IP networks
called the Internet was introduced.
107Discovery of Quantum Mechanics
- In 1929, theoretical physicist Paul Dirac
announced "The general theory of quantum
mechanics is now complete. . . . The underlying
physical laws necessary for the mathematical
theory of a large part of physics and the whole
of chemistry are thus completely known." The
discipline at the point was four years old. Dirac
himself was just 27.
108The Limits of Science
- The limit of measurement
- The limit of mathematics
- The limit of prediction
- The limit of computation
109The Limit of Measurement
- The Uncertainty (Heisenberg) Principle
- the more precisely the position of some particle
is determined, the less precisely its momentum
can be known, and vice versa. - The Observer Effect
- measurements of certain systems cannot be made
without affecting the systems - the uncertainty principle is inherent in the
properties of all wave-like systems
110The Limit of Mathematics
- Gödel's incompleteness theorems
- Any effectively generated theory capable of
expressing elementary arithmetic cannot be both
consistent and complete. There is an arithmetical
statement that is true, but not provable in the
theory - such a system cannot demonstrate its own
consistency
111The Limit of Prediction
- Chaos Theory
- When the present determines the future, but the
approximate present does not approximately
determine the future. - Tiny difference of the input will produce totally
different output - Therefore the future is unpredictable
- http//en.wikipedia.org/wiki/Chaos_theory
112Discussion and Sharing
- Is the stock market predictable? Why?
- Is your own behavior predictable? Why?
113The Limit of Computation
- Most real world problems are not computable,
i.e., there does not exist a step-by-step
procedure to solve it - For example, the halting problem to decide
whether a computer program will halt or not - For most computable problems, there is no known
efficient way to solve them - NP-complete problems, for example, the travelling
salesman problem
114The travelling salesman problem
- Given a list of cities and the distances between
each pair of cities, what is the shortest
possible route that visits each city exactly once
and returns to the origin city? - The problem was first formulated in 1930 and is
one of the most intensively studied problems in
optimization. It is used as a benchmark for many
optimization methods.
115Summary
- What is Science
- A Brief Introduction to the Scientific Revolution
- The Power and Limits of Science
116The Rest of the Course
- Science has many fields
- We will not cover all of them
117The Rest of the Course
- We will focus on the following two very useful
areas - Statistics Financial Mathematics
- Computer science
- You will learn to appreciate the power of beauty
of science and technology