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Course Introduction || Course Description
| Course |
課程簡介 |
基礎數學課程: |
Fundamental of Mathematics(Ⅰ)/(Ⅱ)
必修/選修3學分/3學分Freshman |
Using a more advanced perspective to organize and integrate
elementary mathematics that covers high school math’s basic tools,
knowledge, and important concepts in college math. This emphasizes
the pattern and connection in elementary and high school math,
and consolidates operation and logic in elementary math. |
Course(Ⅰ)/(Ⅱ)
必修/必修4學分/4學分Freshman |
Calculus is one of the most important fundamental
courses in applied mathematics. It is not only used extensively
in natural sciences such as physics, chemistry, and biology, but
it also has become a very important research tool in economy,
finance, and business management in recent years. This curriculum
introduces calculus’ fundamental theories and applications. It
is a one-year curriculum that has the upper and lower semesters.
The upper semester includes single-variable function’s limit,
continuum, differentiation, integration, integration techniques
and some of their applications. The lower semester covers content
on infinite progression, vector calculus, and multi-variable function’s
partial and full deviation, _____, and some of their applications.
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Linear Algebra(Ⅰ)
必修,3學分,Freshman
|
The course content is mainly divided into
3 main parts:
(1) “Vector Space”: we will approach first with the definition
and introduction of vector space, and then introduce subspace,
linearly dependent and linearly independent. Afterwards, we will
introduce basis and dimension of vector space.
(2)“Linear Transformation”: first we will introduce the general
definition of linear transformation, and then the matrix plotting
of linear transformation along with an introduction to matrix
calculation. Lastly we will discuss related questions of solution
sets in linear homogeneous constant coefficient equations.
(3)“Operation of fundamental matrix and linear system”: this incorporates
three fundamental matrixes and their operations, and we will introduce
matrix’s rank and its application in solution of linear systems.
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Linear Algebra(Ⅱ)
必修,3學分,Freshman
|
The course content is mainly divided into
3 main parts:
(1) “determinants”: we will start begin with the introduction
of second the third order determinants, and then introduce the
general equation of n-order determinants before discussing its
meaning in geometry.
(2)“Matrix Diagonal”: We will first introduce Eigenvalue and its
corresponding Eigenvector in linear transformation. Then we will
introduce the general definition and criteria of linear transformation
or matrix satisfying matrix diagonal. Lastly, we will introduce
the famous Cayley-Hamilton Theorem.
(3)“Inner Product Space”: we will first introduce the general
definition of inner product, and then introduce Gram-Schmidt Orthogonalization
Process; then we will introduce regular matrix, self-accompanied
matrix, and lead to modulized matrix, and orthogonal matrix. Lastly
we will introduce the positive and negative matrix.
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Introduction to Computer Science(Ⅰ)
必修,3學分,Freshman
|
Introduces the basic concepts of fundamental
computer before the mid-term exam. This includes the fundamental
courses such as brief history of the development of computers,
basic hardware and introduction to the Internet. The course will
also teach the basic operations of Microsoft Office’ Word, Powerpoint,
and Excel. After midterm exams, the lessons will be on the basic
operation of mathematic calculation software “Matlab,” and this
includes introduction to Matlab, 2-D drafting, matrix operation,
character/___ process, and basic programming. |
Introduction to Computer Science(Ⅱ)
選修,3學分,Freshman
|
Introduces C programming language and basic
information structure. This includes an introduction to basic
language of C programming, looping, and index operation, and basic
knowledge in programming and practice in basic information structure:
they include programming training such as sorting, searching,
simple recursion, and duality |
進階數學課程: |
Advanced Calculus(Ⅰ)
必修,4學分,Sophomore
|
Advanced Calculus is the extension of freshman
year’s calculus. It mainly discusses the characteristics of space
and functions in Rn and metric space. First, we will explore the
characteristics of point set topology, define and discuss open
set, closed set, connected set and compact set. With a concept
on point set topology, we can then begin to define the concepts
and basic characteristics of limits, continuity and derivative
on metric space. |
Advanced Calculus(Ⅱ)
必修,4學分,Sophomore
|
This extends the curriculum of advanced calculus
(I). We will introduce the concept of “bounded variation” and
use this concept to define Riemann-Stieltjes calculus which is
very useful in probability and statistics. Then, we will introduce
“sequence of functions” and the next topic is on discussing its
stypticity. Definitions of Multi-variables functions’ differentiations,
integrations, inverse function and implicit function are also
key topics in advanced calculus (II). |
Differential Equations(Ⅰ)
必修 , 3學分 , Sophomore
|
Many natural phenomenon can be simulated by
differential functions. To further explore and predict, we need
to be familiar with tools in differential equations. In this course,
we will guide you in modeling and learn the techniques in solving
basic differential equations. With the help from computer software,
we will have a better understanding in the theories and applications. |
Differential Equations(Ⅱ)
選修,3學分,Sophomore
|
This course is focused on solution analysis.
It includes the stability in special solutions and equations of
linear system, ______, and applications of ________. |
Probability and Statistics(Ⅰ)/(Ⅱ)
必修/必修
3學分/3學分
Sophomore
|
This course wishes mainly to provide students
with basic concepts in probability and statistics, but it will
emphasize more on probability. Therefore, we wish the students
have basic understanding on random variables and common _______
after finishing this course. Thus, this course will start with
explaining what random events are, and talks about random variables,
and introduce some common ____ and ____ and related probability
problems. The later half of the course will talk about some basic
statistics concepts that are the fundamentals in the future mathematical
statistics. |
Numerical Analsis(Ⅰ)/(Ⅱ)
必修/選修
3學分/3學分
Junior
每年開課
|
1. Course introduction
This course is a introductory course in numerical analysis and
______. The purpose is to:
(1) Introduce all types of ____ techniques.
(2) Explain why these ____ become ______ under certain circumstances.
(3)Training in programming to practice abilities in _______.
(4)To establish a firm foundation in future studies on scientific
calculations.
2、 Course content of numerical analysis:
(1)Introductory Concepts and Calculus Review.
(2)A Survey of Simple Methods and Tools , Root Finding.
(3)Interpolation and Approximation.
3、Course content of numerical analysis (II):
(1)Numerical Integration.
(2)Numerical Methods for Ordinary Differential Equations.
(3)Numerical Methods for the Solution of Systems.
(4)Approximate Solution of the Algebraic Eigenvalue Problem.
(5)A Survey of Finite Difference Methods for Partial Differential
Equations.
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組合數學(Ⅰ)
必修,3學分,Junior |
Combinatorics is one of the fundamental courses in computer
science. The course content includes:(1)計數(2)二項式定理及係數(3)鴿籠原理(4)排容定理(5)生成函數(6)遞迴方法(7)特殊數列 |
組合數學(Ⅱ)
選修,3學分,三下
每年開課 |
This course extends and connects with combinatorics
(I) and becomes a complete combinatorics course. The cour concents
includes: (1)基本圖論(2)匹配理論(3)組合設計(4)polya技術原理(5)競賽理論(6)特殊專題 |
代數學
每二年開課 |
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基礎數論
選修,3學分,Junior |
Fundamental mathematical theory is a major
part of dispersed mathematics, and is a fundamental course in
computer science. It is an important branch of classical mathematics,
and this course will introduce the basic concepts of math theories
such as ____, ____, _____ , _____ and related applications such
as RSA cryptology. |
Advanced Confcepts of Mathematics(Ⅰ)
選修,3學分
|
The purpose of this course to assist the students
through means of doing questions and to have a better understanding
of subjects such as calculus, advanced calculus, and linear _____.
The source of the questions is estimated to cover important textbooks
questions and graduate schools exams. The instructors will also
conduct the reviews and organizations of important concepts. |
專業應用數學課程: |
機率論 |
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統計方法 |
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數理統計(Ⅰ)/(Ⅱ)
選修/選修
3學分/3學分
Junior
每年開課
|
Course introduction:
This course is designed for the 3rd and 4th year students of applied
mathematics. The course content covers mainly two parts: _____
theory and statistics _____. ____ is the extension of 2nd year’s
probability and statistics courses. And _____ is the main focus
of this course. Besides using careful mathematics to prove some
statistics theories, this course also focuses on concepts in statistics
and explanations of its methods. Through explaining examples and
practicing problems, we wish the students to have a good understanding
of statistics theories and functions.
數理統計(Ⅰ)Course content of:
(1)Distribution Theory (Review).
(2)Distributions of Functions of Random Variables (Review).
(3)Limiting Distributions : Some modes of convergence , Limiting
moment-generating functions , Some theorems on limiting
distributions.
(4)Sampling and Sampling Distributions : Sampling , Sample mean
, Sampling from the Normal distributions , Order statistics.
(5)Parametric Point Estimation : Method of finding estimators
, Properties of point estimators , Sufficiency.
數理統計(Ⅱ)Course content of :
(1)Parametric Point Estimation : Unbiased estimation , Location
or
Scale invariance, Bayes Estimators.
(2)Parametric Interval Estimation : Confidence interval , Sampling
from the Normal distributions , Methods of finding confidence
intervals , Large sample confidence intervals , Baysian interval
estimates.
(3)Test of Hypothesis : Simple and composite hypotheses , Tests
of
Hypotheses Sampling from the Normal distributions , Chi-Square
Tests , Test of Hypothesis and confidence intervals , Sequential
tests of hypotheses.
(4)Linear Models or Nonparametric Method (Selected topics if time
permits).
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隨機過程 |
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基礎財務數學(Ⅰ)
選修,3學分,四下
|
This course is mainly using some simple mathematical
concepts to define, reason, and explain phenomenon in financial
market and model. First, we will introduce the concept of “no
arbitrage” and its importance in financial math. By using the
premise of “no arbitrage,” we can then introduce financial products’
pricing, investors’ strategies, and risk management. Further,
the relationship between utility function and preference order
is also a key focus. |
資料結構
選修,3學分,Sophomore
|
This course introduces the basic concepts
in C language, and concepts in information structure such as Array,
Stack, Queue, Linked Lists, Tree Structure, Sorting, and Searching.
The students will also learn and practice in the lectures and
practicum sessions. This is a fundamental subjects in the development
of information science or information technology. |
演算法
選修,3學分,四上 |
Algorithm and information and information
structure are the core of programming. Algorithm itself has become
an important branch in computer science. This course will use
theories and practicum. Besides introducing and analyzing common
algorithm, the students will also learn practical applications
through questions. |
圖論
選修,3學分,Sophomore |
Circular Theory is one of the important fundamental
courses in computer science. The course content covers the followings:
1. basic concepts in(1)無向圖及有向圖基本概念(2)樹(3)匹配理論(4)連通性(5)網路及流(6)
coloring (7) floor plan, (8)Ramsey theory |
計算工具
選修,3學分,Sophomore
|
This course is focused on strengthening students’
abilities in using computers to solve problems in applied mathematics.
The course will have a brief introduction on the broad perspective
of how computers and math should combine, and does a basic introduction
on the needed main computational tools. The computer knowledge
and programming abilities that the students will need in future
jobs will also be strengthened. This is a course that focuses
on programming practicum and hand-on learning. Moreover, the course
will focus on several topics that are related to applied mathematics
and introduce preparatory knowledge, and use the learned computational
tools to solve the topic’s small scaled project in order to allow
the students to experience the ingeniousness and power of math
and computers. |
數學規劃(Ⅰ)
選修,3學分,四上
每兩年開課
|
The course content will be divided into two
main parts:
(1)Linear Programming: we will begin with an introduction to simplex
method, and then introduce the big-M method and two stage method.
Lastly, we will introduce the important ________.
(2) Introduction to typical questions: this mainly introduces
modes in linear programming such as _____, _____ and _______
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數學規劃(Ⅱ)
選修,3學分,四下
|
The course content will be divided into 3
main parts:
(1) non-linear programming: we will introduce convex analysis,
and then KKT condition. Lastly, we will talk about some issues
in geometrical programming.
(2)『動態規劃與整數規劃』:.______: this mainly introduces the problem of
the shortest distance, question of _____, and _________ and the
problem of resources allocation. Then we will introduce __________
and __________.
(3)『賽局理論』:we will conduct the initial introduction on ____, and
then introduce the famous Nash Equilibrium; lastly, we will introduce
the famous solutions such as “core” in “n” cooperation games and
Shapley Value’s linear programming _____ |
高效能計算 |
In this class, we will introduce the high
performance computing (HPC) environment to an upper undergraduate
in Applied Mathematics including: HPC hardware architectures,
software development under Linux environment, code optimization,
parallel processing using a Linux based cluster with both
MPI and OPENMP directives, parallel algorithms, parallel math
libraries, and current developments in both parallel computing
libraries or components on constructing a Linux based cluster.
In order to have a much better understanding of the class
materials, students are required to hand in four programming
exercises ranged from writing up a serial linear algebra program
and eventually toward its parallel version. Furthermore, students
are required to give 20 minutes in-class presentation based
on topics relating to HPC. We hope by both the programming
exercises and giving a formal presentation will enhance the
students’familiarity on the HPC. |
多媒體設計及應用(Ⅰ)
必修,3學分,Sophomore
|
The main purpose of this course is as follows:
understand the concept of application coverage of multimedia;
learn to use related multimedia production software; through individual
and team effort to develop abilities in planning, execution, cooperation,
coordination, finishing, and exhibiting multimedia projects; brief
introduction of how math can be applied to multimedia objects;
and enhances abilities in appreciating human/cultures. The course
content includes brief introduction to multimedia, basic concepts,
components, powerpoint skills and practicum, website producing,
basic math theories in multimedia, basic principles in designing
2-D media, basic color theory, application in developing multimedia,
multimedia case development, managing multimedia cases, and team
case development.
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高等線性代數
選修,3學分,四上
|
Course content is divided into two main parts:
(1). Canonical Form: we mainly extend linear algebra (II)’s second
part, _____, and introduce what Jordan Canonical Form and Rational
Canonical Form are, and we’ll introduce what minimal polynomial
are
(2)We will help the 4th year students by focusing on the questions
in graduate school exams – linear algebra, and organize the past
exam questions of different schools and discuss and provide simulation
exams.
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偏微分方程
選修,3學分,四上
|
This course introduces the basic characteristics
and techniques in solving partial differential equations. They
include _____, ____, and ____, and we will also discuss their
_____ or _____ issues. |
實變函數論(Ⅰ)/(Ⅱ)
選修/選修
3學分/3學分
Junior
(I)至少每兩年開課
|
Course introduction: this courses is mainly
on introducing ____ and Lebesgue integration. ______ is not complete,
and Lebesgue integration and compensate for the insufficiency
in ______. The course content discusses the easier material then
the more difficult one, and taking this course will help the students
who plan to go into graduate studies to have a good foundation
in theories.
Course content of實變函數論(Ⅰ) is as follows:
(1)Set Theory
(2)The Real Number System
(3)The Lebesgue Measure : Outer measure , Measurable sets and
Lebesgue measure , Measurable functions , Littlewood’s three
Principles.
(4)The Lebesgue Integral : Lebesgue integral of a bounded function
over a set of finite measure , Integral of a nonnegative function
, General Lebesgue integral.
(5)Differentation and Integration : Differentiation of monotone
functions, Functions of bounded variation , Convex functions.
Course content of 實變函數論(Ⅱ) is as follows:
(1)The Classical Banach Spaces : Lp
spaces , Minkowski and Holder inequalities , Convergence and completeness
,Approximation in Lp, Bounded linear functionals on the Lp spaces.
(2) General Measure and Integration Theory
Measure and Integration : Measure spaces, Measurable functions
, Integration , General convergence theorems , Signed measures
, Radon-Nikodym theorem , Lp spaces.
Measure and Outer measure : Outer measure and measurability,
Extension
theorem , Product measure.
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複變函數論(Ⅰ)
選修,3學分,三下
至少每兩年開課
|
This course mainly discusses the characteristics
of ____ and its applications. First, we will define analytic function,
and then discuss such function’s line integration and its characteristics.
The most important part is residue theorem and its estimated applications
on general indefinite integral. |
泛函分析(導論)
選修,3學分,四下 |
Teaching objective:
The original meaning of “functionals” is “function of function.”
Mathematical modes in applied mathematics can often expressed
by functionals. Differential equations, integral equations, and
matrix…etc. can all be viewed as functionals. Its application
coverage is very broad and includes _________, _______, _____,
linear and non-linear programming, and _____...etc. Functionals
analysis plays a very important role. In this course, we will
discuss the basic concepts and applications of fuctionals analysis
in order to enable the students to have the ability in using funcational
analysis in getting solutions.
Course content and progress:
(1) Basic concept of metric spces : example of metric spaces,
open sets ,
closed sets , concergence and completeness.
(2)Normed spaces and Banach spaces : basic concept, examples ,
compactness , linear operators and linear functionals.
(3)Inner product spaces and Hilbert spaces : orthogonal subspaces
,
operator theory on inner product spaces.
(4)Hahn Banach theorem , open mapping theorem and closed graph
theorem and their applications.
(5)Fixed point theorem and its applications to ODE and approximation
theory.
textbook/reference book
(1)textbook:Erwin Kreyszig : Introductory Functional Analysis
with
Applications, John Wiley & Sons.
(2)reference book:A. E. Taylor, Introduction to functional Analysis.
John
Wiley & Sons.
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分析專題
選修,3學分,Junior
|
Besides consolidating the content and concepts
of advanced calculus, this course will also introduce Vector Calculus
(includes ___, ___, Green Theorem, Stoke Theorem, and Gauss Theorem)
and Fournier level theory. The more extended and in-depth topics
(____ and ___) will be introduced to allow students to prepare
for future in-depth research. |
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