Department of Computational Data Sciences

George Mason University

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New Undergraduate program in the Department of Computational and Data Sciences


The College of Science of George Mason University Fall of 2007 is anticipating the establishment of a new interdisciplinary Bachelor of Science degree that will better prepare students to enter the high-technology workforce.  Pending state approval, this degree will combine computational techniques, applied mathematics, and discipline-based science courses – to create a nationally unique course of study.

 

 

Contact: jwallin@gmu.edu

 

Target Students for the Proposed Program

 

Computational Science is an emerging field involving applications of sophisticated computational techniques to build models and solve problems related to science and engineering. It complements existing theoretical and experimental approaches and may be thought of as a new mode of scientific inquiry. Students with a wide interest in computers and sciences will benefit from the BS degree in Computational and Data Sciences. In particular, students who are interested in the sciences but do not want to go deep into one particular program, will find this program useful. The students in this program will be exposed to a wide range of computational science applications, and will learn computational science tools, high-performance computing, applied and computational methods, modeling and simulation, visualization tools. The students graduated from this program will acquire interdisciplinary knowledge and apply scientific principles in solving real-world problems. As a result, they will be better prepared for future employment in industry, research, and academia.

 

Recently emerged but very well-funded interdisciplinary areas of chemical, physical and biological sciences (such as biotechnology, nanotechnology, molecular electronics, photonics in nanoscale systems, and energetics of DNA/protein binding) require highly-qualified professionals with strong computational skills in order to work closely with experimentalists in solving modern scientific or engineering problems. Students graduating with a traditional discipline-based bachelor’s degree in biology, chemistry, mathematics, or physics generally do not have the required computational background necessary to participate as members of interdisciplinary scientific research teams.  The proposed BS program in CDS will provide students with a variety of opportunities to become research professionals possessing interdisciplinary knowledge, including science, mathematics, and strong computational skills.  Graduates of the proposed program will be able to perform data analysis, optimization, and computational simulation for solving problems in science and engineering.

 

Admissions, Continuation, and Exit Requirements

 

Admissions Requirements: A student who meets the University’s general eligibility requirements may apply to the BS program in Computational and Data Sciences.  Admission is based on the appropriateness of the student’s academic objectives and the likelihood of the student benefiting from the program.

 

Continuation Requirements: There are no additional continuation requirements for the BS program in Computational and Data Sciences above those required by George Mason University.

 

Exit Requirements: The requirements of the BS program in Computational and Data Sciences can be successfully completed in 8 full-time semesters of 14 – 16 hours each, as shown below.  The 120 semester hour degree requirement consists of over 30 credits of General Education courses in addition to the major-related courses in computer science, mathematics, computational and data sciences, and a scientific application area.  Students enrolled in the BS program in Computational and Data Sciences must apply at least 45 credits of upper-level courses (numbered 300 or above) toward graduation requirements.

 

The program will commence in the fall of 2007, when the core course CDS 101 will be offered for the first time. Because we anticipate some sophomores coming into the program at that time, the first set of Computational and Data Sciences majors is expected to graduate in May, 2009.

 

Curriculum and Program Structure

 

Students in the Computational and Data Sciences BS degree program take core classes in mathematics and computer science, foundation courses in their chosen science concentration, and upper-division synthesis courses that integrate these disciplines.  The synthesis courses represent a critical component of the program curriculum because they focus on the application of mathematics and computation to address real-world problems in the chosen science area.  This type of coursework is not available in any existing degree program in the Commonwealth.  The descriptions of the 11 new courses to be created are provided in Appendix B.  The new courses will carry the designation CDS (Computational and Data Sciences).  In the proposed curriculum plan, students enrolled in the BS degree in Computational and Data Sciences must complete 120 credit hours of coursework, including 45 credits in courses numbered 300 or above.  The detailed curriculum requirements vary according to the selected concentration area (physics, chemistry, or biology) as indicated below.

 

Candidates for the BS degree in Computational and Data Sciences must successfully complete 120 credit hours as follows:

 

1)  General Education:  28 credit hours

 

Excluding Math 113, CS 112, CS 105 and 8 credits of science, 28 additional credits (beyond the curriculum for the BS degree in Computational and Data Sciences) are required in order to satisfy the General Education requirements at George Mason University.  The one credit hour ethics requirement is satisfied by the CS 105 class.  Some of the other courses in the BS curriculum requirements can also be used to partially fulfill the General Education requirements, and these classes are marked with an asterisk *.

 

6    English 100 or 101, and 302

3    Communication 100 or 101

3    Literature

3    Fine Arts

3    Western Civilization

3    Social and Behavioral Science

3    Global Understanding

3    Synthesis

1    Ethics (satisfied by CS 105)

 

2)  Mathematics:  23 credit hours

 

4    MATH 113     Analytic Geometry and Calculus I*

4    MATH 114     Analytic Geometry and Calculus II

3    MATH 125     Discrete Mathematics I

3    MATH 203     Matrix Algebra

3    MATH 213     Analytic Geometry and Calculus III

3    MATH 214     Elementary Differential Equations

3    MATH 446     Numerical Analysis I

 

3)  Statistics:  6 credit hours

 

3    STAT 344      Probability and Statistics for Engineers and Scientists I

3    STAT 354      Statistics for Engineers and Scientists

 

4)  Computer Science:  15 credit hours

 

1    CS 105           Computer Ethics and Society*

4    CS 112           Computer Science I*

3    CS 211           Computer Science II

1    CS 261           Introduction to a Second Language

3    CS 367           Computer Systems and Programming

3    CS 483           Data Structure and Analysis of Algorithms

 

5)  Computational and Data Sciences:  18 credit hours – these new courses are described in Appendix B

 

3    CDS 101        Introduction to Computational and Data Sciences

3    CDS 301        Scientific Information and Data Visualization

3    CDS 302        Scientific Data and Databases

3    CDS 401        Scientific Data Mining

3    CDS 410        Modeling and Simulation I 

3    CDS 411        Modeling and Simulation II

 

6)  Science Concentration: 21-25 credit hours

As part of this degree, it is important to have a strong science core.  The following concentrations are included as examples of courses which fulfill these requirements.  All of the courses are drawn from the list of major requirements for the majors in their respective fields, and generally satisfy the requirements for the minor in each discipline.

 

a)  Physics Concentration: 21 credit hours

3    PHYS 160      University Physics I*

1    PHYS 161      University Physics I Laboratory*

3    PHYS 260      University Physics II*

1    PHYS 261      University Physics II Laboratory*

3    PHYS 262      University Physics III

1    PHYS 263      University Physics III Laboratory

 

plus three of the following:

3    PHYS 303      Classical Mechanics

3    PHYS 305      Electromagnetic Theory

3    PHYS 306      Wave Motion and Electromagnetic Radiation

3    PHYS 307      Thermal Physics

3    PHYS 308      Modern Physics with Applications

3    PHYS 328      Introduction to Astrophysics

 

b)  Chemistry Concentration: 21 credit hours

3    PHYS 243      College Physics I*

1    PHYS 244      College Physics I Laboratory*

3    PHYS 245      College Physics II

1    PHYS 246      College Physics II Laboratory

4    CHEM 211     General Chemistry I*

4    CHEM 212     General Chemistry II*

 

plus either the following 2 classes:

3    CHEM 313     Organic Chemistry I

2    CHEM 315     Organic Chemistry I Laboratory

or the following 2 classes:

3    CHEM 331     Physical Chemistry I

2    CHEM 336     Physical Chemistry I Laboratory

 

c)  Biology Concentration: 25 credit hours

4    CHEM 211     General Chemistry I*

4    CHEM 212     General Chemistry II*

3    CHEM 313     Organic Chemistry I

2    CHEM 315     Organic Chemistry I Laboratory

4    BIOL 213        Cell Structure and Function*

3    BIOL 305        Biology of Microorganisms

1    BIOL 306        Biology of Microorganisms Laboratory

4    BIOL 311        General Genetics

 

7)  Computational and Data Sciences Electives:  3-9 credit hours

 

The proposed program provides the strong, integrated computational background required to address real-world problems in a variety of scientific areas.  This approach is culminated in the upper-level “capstone” Computational and Data Sciences Electives classes, in which students are exposed to a combination of scientific, mathematical, and computational concepts through practical approaches to solving concrete problems in modern science.  Many of these classes include a significant research component via a class project.  This exposure to research will hopefully inspire some of the undergraduates to pursue graduate education in the sciences.  The set of capstone classes includes the following courses (new courses are indicated by † and described in Appendix B):

 

3    BIOL 580        Computer Applications for the Life Sciences

3    CDS 421        Introduction to Computational Fluid Dynamics

3    CDS 461        N-Body Simulation Methods

3    CDS 486        Topics in Computational and Data Sciences

3    CDS 487        Electronic Structure Computations

3    CHEM 350     Computer Techniques for Chemistry

3    CS 310           Computer Science III

3    CS 475           Concurrent and Distributed Systems

3    NANO 500     Introduction to Nanomaterials and Interactions

3    PHYS 510      Computational Physics

 

Sample Curriculum Plans

 

Sample curriculum plans illustrating the concentrations in biology, chemistry, and physics are shown in Tables 1, 2, and 3, respectively.  Each enrolled student is expected to consult with his/her faculty advisor to determine which particular combination of courses best suits their specific needs and academic goals.

 

Table 1: Sample Biology Concentration Curriculum
 
FIRST SEMESTER
BIOL 213                                Cell Structure and Function                                                4
CS 105                                   Computer Ethics and Society                                              1
COMM 100                            Public Speaking                                                                 3
ENGL 101                              Composition                                                                       3
MATH 113                             Analytic Geometry and Calculus I                                       4
 
SECOND SEMESTER
CDS 101                                Introduction to Computational and Data Sciences            3
CS 112                                   Computer Science I                                                        4
COMM 305                            Foundations of Intercultural Communication                    3
HIST 121                                Formation of the American Republic                               3
MATH 114                             Analytic Geometry and Calculus II                                  4
 
THIRD SEMESTER
CHEM 211                             General Chemistry I                                                              4
CDS 301                                Scientific Information and Data Visualization                           3
CS 211                                   Computer Science II                                                             3
HIST 281                                Survey of Middle Eastern Civilization                                     3
 
FOURTH SEMESTER
BIOL 311                                General Genetics                                                                  4
CHEM 212                             General Chemistry II                                                             4
CDS 302                                Scientific Data and Databases                                                3
CL 300                                   Introduction to Comparative Literature                                  3
MATH 203                             Matrix Algebra                                                                      3
 
FIFTH SEMESTER
MATH 125                             Discrete Mathematics I                                                        3
ENGL 302                              Advanced Composition                                                       3
MATH 213                             Analytic Geometry and Calculus III                                      3
CHEM 313                             Organic Chemistry I                                                             3
CHEM 315                             Organic Chemistry I Laboratory                                          2
 
SIXTH SEMESTER
ARTH 101                              Introduction to the Visual Arts                                              3         
BIOL 305                                Biology of Microorganisms                                                  3
BIOL 306                                Biology of Microorganisms Laboratory                                1
CS 367                                   Computer Systems and Programming                                    3
MATH 214                             Elementary Differential Equations                                          3
HIST 100                                History of Western Civilization                                             3
 
SEVENTH SEMESTER
CS 261                                   Introduction to a Second Language                                     1
CDS 401                                Scientific Data Mining                                                          3
CDS 410                                Modeling and Simulation I                                                   3
MATH 446                             Numerical Analysis I                                                           3
STAT 344                              Probability and Statistics I                                                   3
 
EIGHTH SEMESTER
BIOL 580                                Computer Applications for the Life Sciences                     3
CDS 411                                Modeling and Simulation II                                                3
CS 483                                   Data Structures and Analysis of Algorithms                        3
PHIL 377                                Darwin: Biology and Beyond                                             3
STAT 354                              Statistics for Engineers and Scientists                                  3
 
TOTAL CREDITS                                                                                                        120
 
Table 2: Sample Chemistry Concentration Curriculum
 
FIRST SEMESTER
CS 105                                   Computer Ethics and Society                                              1
COMM 100                            Public Speaking                                                                    3
ENGL 101                              Composition                                                                          3
HIST 281                                Survey of Middle Eastern Civilization                                 3
MATH 113                             Analytic Geometry and Calculus I                                        4
 
SECOND SEMESTER
CDS 101                                Introduction to Computational and Data Sciences            3
CS 112                                   Computer Science I                                                              4
COMM 305                            Foundations of Intercultural Communication                      3
HIST 121                                Formation of the American Republic                                  3
MATH 114                             Analytic Geometry and Calculus II                                       4
 
THIRD SEMESTER
CHEM 211                             General Chemistry I                                                              4
CDS 301                                Scientific Information and Data Visualization                    3
CS 211                                   Computer Science II                                                             3
PHYS 243                              College Physics I                                                                  3
PHYS 244                              College Physics I Laboratory                                               1
 
FOURTH SEMESTER
CHEM 212                             General Chemistry II                                                             4
CDS 302                                Scientific Data and Databases                                           3
CL 300                                   Introduction to Comparative Literature                               3
PHYS 245                              College Physics II                                                                  3
PHYS 246                              College Physics II Laboratory                                              1
MATH 203                             Matrix Algebra                                                                       3
 
FIFTH SEMESTER
MATH 125                             Discrete Mathematics I                                                          3
CDS 401                                Scientific Data Mining                                                           3
CHEM 331                             Physical Chemistry I                                                              3
CHEM 336                             Physical Chemistry I Laboratory                                          2
ENGL 302                              Advanced Composition                                                        3
MATH 213                             Analytic Geometry and Calculus III                                       3
 
SIXTH SEMESTER
ARTH 101                              Introduction to the Visual Arts                                            3         
CS 367                                   Computer Systems and Programming                             3
MATH 214                             Elementary Differential Equations                                      3
HIST 100                                History of Western Civilization                                            3
PHIL 253                                Philosophy and Literature                                                   3
 
SEVENTH SEMESTER
CS 261                                   Introduction to a Second Language                                    1
AVT 180                                 Computers in the Creative Arts                                           3
CS 483                                   Data Structures and Analysis of Algorithms                       3
CDS 410                                Modeling and Simulation I                                                    3
MATH 446                             Numerical Analysis I                                                              3
STAT 344                              Probability and Statistics I                                                    3
 
EIGHTH SEMESTER
AVT 393                                 Field Experience in the Arts                                                1
CHEM 350                             Computer Techniques for Chemistry                                  3
CDS 411                                Modeling and Simulation II                                                   3
STAT 354                              Statistics for Engineers and Scientists                               3
 
TOTAL CREDITS                                                                                                              120
 
Table 3: Sample Physics Concentration Curriculum
 
FIRST SEMESTER
CDS 101                                Introduction to Computational and Data Sciences            3
CS 105                                   Computer Ethics and Society                                              1
COMM 100                            Public Speaking                                                                    3
ENGL 101                              Composition                                                                          3
MATH 113                             Analytic Geometry and Calculus I                                        4
 
SECOND SEMESTER
CS 112                                   Computer Science I                                                              4
HIST 121                                Formation of the American Republic                                     3
MATH 114                             Analytic Geometry and Calculus II                                        4
PHYS 160                              University Physics I                                                               3
PHYS 161                              University Physics I Laboratory                                             1
 
THIRD SEMESTER
COMM 305                            Foundations of Intercultural Communication                      3
CDS 301                                Scientific Information and Data Visualization                    3
CS 211                                   Computer Science II                                                             3
HIST 281                                Survey of Middle Eastern Civilization                                 3
PHYS 260                              University Physics II                                                              3
PHYS 261                              University Physics II Laboratory                                           1
 
FOURTH SEMESTER
CDS 302                                Scientific Data and Databases                                          3
CL 300                                   Introduction to Comparative Literature                               3
MATH 203                             Matrix Algebra                                                                        3
MATH 213                             Analytic Geometry and Calculus III                                       3
PHYS 262                              University Physics III                                                              3
PHYS 263                              University Physics III Laboratory                                          1
 
FIFTH SEMESTER
ARTH 101                              Introduction to the Visual Arts                                             3         
CDS 401                                Scientific Data Mining                                                          3
ENGL 302                              Advanced Composition                                                       3
MATH 214                             Elementary Differential Equations                                      3
PHYS 303                              Classical Mechanics                                                            3
 
SIXTH SEMESTER
MATH 125                             Discrete Mathematics I                                                        3
HIST 100                                History of Western Civilization                                             3
PHYS 307                              Thermal Physics                                                                    3
PHYS 308                              Modern Physics with Applications                                      3
STAT 344                              Probability and Statistics I                                                   3
 
SEVENTH SEMESTER
AVT 180                                 Computers in the Creative Arts                                           3
CS 367                                   Computer Systems and Programming                               3
CDS 410                                Modeling and Simulation I                                                    3
MATH 446                             Numerical Analysis I                                                             3
PHYS 328                              Introduction to Astrophysics                                                 3
 
EIGHTH SEMESTER
CS 261                                   Introduction to a Second Language                                    1
AVT 393                                 Field Experience in the Arts                                                1
CS 483                                   Data Structures and Analysis of Algorithms                      3
CDS 461                                N-Body Simulation Methods                                                3
CDS 411                                Modeling and Simulation II                                                   3
STAT 354                              Statistics for Engineers and Scientists                              3
 
TOTAL CREDITS                                                                                                              120