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University Graduate School 2004-2005 Specific Graduate Program Information

 

University Graduate
School 2004-2005
Academic Bulletin

University Graduate School
Kirkwood Hall 111  
Indiana University 
Bloomington, IN 47405  
(812) 855-8853  
Toll Free (888) 335-7547  
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Graduate Office
Union Building 518
Indiana University–Purdue University
Indianapolis
Indianapolis, IN 46202
(317) 278-2490
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Cognitive Science

College of Arts and Sciences
Bloomington

Interim Director
Richard Shiffrin (Psychology)

Departmental E-mail
cogsci@indiana.edu

Departmental URL
www.cogs.indiana.edu

Graduate Faculty
Associate Faculty
Degree Offered
Program Information
Doctor of Philosophy Degree
Joint Doctor of Philosophy Degree in Cognitive Science and Another Discipline
Minor in Cognitive Science
Certificates in Cognitive Science
Courses
Cross-Listed Courses

Graduate Faculty

(An asterisk [*] denotes associate membership in University Graduate School faculty.)

Arthur F. Bentley Professor
Elinor Ostrom (Political Science, Public and Environmental Affairs)

College Professor of Cognitive Science and of Computer Science
Douglas Hofstadter (History and Philosophy of Science, Philosophy, Psychology)

Rudy Professor
James T. Townsend (Psychology)

Luther Dana Waterman Professor
Richard M. Shiffrin (Psychology)

Professors
Geoffrey Bingham (Psychology), Arthur Bradley (Optometry), Jerome Busemeyer, Donald Cunningham (Education), Thomas Duffy (Education), J. Michael Dunn (Informatics), Russell Fazio (Psychology), Steven Franks (Linguistics, Slavic Languages and Literature), Preston Garraghty (Psychology), Judith Gierut (Speech and Hearing Sciences), Robert Goldstone (Psychology), Andrew Hanson (Computer Science), Diane Kewley-Port (Speech and Hearing Sciences), John Kruschke (Psychology), Annie Lang (Telecommunications), David Leake (Computer Science), Frank Lester Jr. (Education), Daniel Maki (Mathematics), David McCarty (Philosophy), David MacKay (Business, Geography), Michael McRobbie (Computer Science), Harold Morris (Health, Physical Education, and Recreation), Lawrence Moss (Mathematics), Robert Nosofsky (Psychology), Richard Olshavsky (Business), Christopher Peebles (Anthropology), David Pisoni (Psychology), Robert Port (Linguistics, Computer Science), Steven Sherman (Psychology), Linda Smith (Psychology), Joseph Steinmetz (Psychology), Esther Thelen (Psychology), Larry Thibos (Optometry), William Timberlake (Psychology), Charles Watson (Emeritus, Speech and Hearing Sciences, Psychology), Wayne Winston (Business)

Associate Professors
Joyce Alexander (Education), Sasha Barab (Education), Thomas Busey* (Psychology), Kenneth de Jong (Linguistics), Joseph Farley (Psychology), Thomas Foster (English), Michael Gasser (Computer Science, Cognitive Science), Lisa Gershkoff-Stowe (Speech and Hearing Sciences), Eric Isaacson (Music), Emilia Martins (Biology), Jonathan W. Mills (Computer Science), Kelly Mix* (Psychology), Jared Mostafa (Information Science), Laura Murray* (Speech and Hearing Sciences), John Paolillo (Information Science), Jonathan Plucker (Educational Psychology), Gregory Rawlins (Computer Science), Julie Stout* (Psychology)

Assistant Professors
Karen I. Kirk (Otolaryngology), Robert F. Potter (Telecommunications), Uta Priss* (School of Library and Information Sciences)

Associate Scientist
Gary Kidd (Speech and Hearing Sciences)

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Associate Faculty

Professors
Kathleen Bardovi-Harlig (Linguistics), Curtis Bonk (Education), Phil Connell (Speech and Hearing Sciences, Linguistics), William Corsaro (Sociology), James Craig (Psychology), Stuart Davis (Linguistics), Daniel Dinnsen (Linguistics, Speech and Hearing Sciences), George von Furstenberg (Economics), Daniel Friedman (Computer Science), Roy Gardner (Economics), S. Lee Guth (Emeritus, Psychology, Optometry), Jeffrey Hart (Political Science), Beverly Hartford (Linguistics), Eugene Kintgen (English), Eugene McGregor Jr. (Public and Environmental Affairs, Political Science), Philip Podsakoff (Business), Paul Purdom (Computer Science), Charles Reigeluth (Education), Maynard Thompson (Mathematics), Dirk Van Gucht (Computer Science), Arlington Williams II (Economics)

Associate Professors
J. Clancy Clements (Spanish and Portuguese), Theodore Frick (Education), Ed Hirt (Psychology), Marianne Kielian-Gilbert (Music), Yoshihisa Kitagawa* (Linguistics), Timothy O'Connor (Philosophy), Thomas Schwen (Education), Dennis Senchuk (Philosophy, Education), Frederick Unverzagt* (Medical and Molecular Genetics, Medical Neurobiology)

Assistant Professors
Katy Borner* (Information Science), Rowan Candy* (Optometry), Florin Cutu* (Computer Science), Julia Fox* (Telecommunications), Jason Gold* (Psychology), Hugh Kelley* (Economics), Leah Savion* (Philosophy), Olaf Sporns* (Psychology, Neuroscience), Jonathan Weinberg* (Philosophy)

Graduate Advisor
Professor Michael Gasser, Computer Science, Lindley Hall 230H, (812) 855-7078

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Degrees Offered

Doctor of Philosophy and Joint Doctor of Philosophy in Cognitive Science and Another Discipline

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Program Information

The Cognitive Science Program comprises an interdisciplinary research program and a doctoral degree program. Students carry out intensive research projects in state-of-the-art computer-based laboratories. There are two Ph.D. degree options, a standalone Ph.D. in Cognitive Science and a joint Ph.D. in Cognitive Science and another discipline, for example, psychology, computer science, philosophy, linguistics, or speech and hearing sciences. The program is designed to train students in theory development and model building (mathematical, formal, and computer simulation models), in empirical research, and in the development of the conceptual framework and technical skills for successful careers in research, teaching, business, and government.

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Doctor of Philosophy Degree

Admission Requirements
Admission is by approval of the program's graduate admission committee. Applicants should have an undergraduate major in Cognitive Science, Psychology, Computer Science, Philosophy, Linguistics, Biology, or Anthropology; basic computer programming skills; and basic knowledge of mathematics for science, including calculus and statistics. In exceptional cases the programming or mathematics admission requirements may be waived and satisfied while pursuing graduate study.

Course Requirements
A minimum of 90 credit hours, including the core courses Q520 (3 cr.), Q530 (3 cr.), Q540 (3 cr.), Q550 (3 cr.), Q551 (3 cr.), and Q560 (3 cr.) and selections totaling at least 16 credit hours from offerings listed in the Program in Cognitive Science or cross-listed with other departments, divisions, or programs. A maximum of 6 of these 16 credit hours may come from pure research courses (Q799, Q899, or the equivalent in another department). On the basis of their undergraduate background, students may be exempted from no more than one of the core courses. Students must also register for at least four semesters in the Colloquium Series course Q733. In one of these semesters, the only for which credit is received, each student will be expected to give a lecture on his or her independent research as a part of the Colloquium Series.

Each student will also select a Content Specialization, an area of study that can be approached from the perspectives of the different disciplines within cognitive science. The list of available Content Specializations currently includes Language and Speech, Modeling, Dynamical Systems, Logic, and Human-Computer Interaction, but new Specializations will be added to this list in 2004-5. Contact the program for an up-to-date list. Each Content Specialization has a designated faculty member in charge of maintaining a list of required and recommended courses. Students must complete at least five courses in their specialization, and these courses must be taken in at least two different departments. The Content Specialization should normally be selected by the end of the student's second year in the program, and the courses selected must be approved by the student's advisory committee.

Minor Requirement
Students must complete a minor in another department or program. Courses counting toward the minor may also count toward the student's Content Specialization. The minor should normally be completed by the beginning of the student's fourth year.

Qualifying Examination
In consultation with his or her advising committee, each student will select topics for three qualifying papers. Two of these topics are expected to be within the student's Content Specialization, and these should address at least two of the different methodological approaches to the content area. The third paper can deal with a topic in any other area of cognitive science. These papers will be evaluated by the committee, and the student will defend the papers orally before the committee. The student will normally write the papers during the summer following his or her second year in the program and defend them at the beginning of the following fall semester. Students failing the qualification examination may retake it once.

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Joint Doctor of Philosophy Degree in Cognitive Science and Another Discipline

Admission Requirements
Acceptance into the Joint Cognitive Science Ph.D. program is contingent upon admission into another degree-granting program at Indiana University Bloomington, hereafter referred to as the "originating discipline" or "originating department." Students must apply to the originating department, informing it that they also intend to join the Joint Cognitive Science Ph.D Program.

Course Requirements
A minimum of 90 credit hours, of which 32 credit hours must be in courses listed or cross-listed in cognitive science, including Q520 (3 cr.), Q530 (3 cr.), Q540 (3 cr.), Q550 (3 cr.), Q551 (3 cr.), Q733: three semesters at 0 credits and one semester at 1 credit when the required colloquium is given by the student, and at least 6 credit hours not in the originating discipline and not among the Q-courses. (It is expected that most students will place out of one of the required courses on the basis of work toward a previous degree; for example, students with a degree in computer science would not be expected to take Q530.) The 6 outside credit hours may not be taken in pure research courses (the equivalent of Q799 and Q899). The 32 credit hours may include a maximum of 6 credit hours in pure research courses (Q799, Q899, or the equivalent in originating departments). Strong encouragement is given to interdisciplinary diversification. Note that courses may count toward the requirements of both cognitive science and the originating department.

Tool-Skills Requirement
Statistics K300 or K310 or the equivalent.

Qualifying Examination
There are two options for the qualifying examination: (a) an examination in the originating discipline and a separate comprehensive examination in cognitive science (these may be taken at separate times); or (b) a joint examination covering relevant areas of both the originating discipline and cognitive science, as determined by the advisory committee, and with permission of both the originating discipline and the Cognitive Science Program. The cognitive science examination is normally taken after completion of the cognitive science course requirements. The examination may be repeated only once.

Public Colloquium
The student must give a colloquium as part of the Q733 colloquium series advertised at large to the university community, and covering some aspect of the student's research in cognitive science. The research covered may be from any stage of the student's career, including (but not restricted to) the thesis research.

Final Examination
The public and oral defense of the dissertation will be conducted jointly with the student's originating discipline.

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Ph.D. Minor in Cognitive Science

Graduate students obtaining a Ph.D. in another discipline may find that that discipline gives them the option of taking a minor in cognitive science. To obtain such a minor, students must satisfy the following requirements: (a) obtain approval from the Cognitive Science Program; and (b) complete Q540; one of the following: Q530, Q560, or Q550; at least two semesters of Q733; and at least 6 other credit hours in cognitive science courses not in the originating discipline.

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Certificates in Cognitive Science

The Cognitive Science Program is extremely broad, ranging from psychology to business to anthropology to computer science, to name just a few. Students in other disciplines may elect to focus on an area or areas within the broad range of cognitive science. Certificates are open to students upon request; several different cognitive science certificate programs are described in the following pages. Note that certificates are not required for a joint Ph.D. degree. The student will inform the cognitive science office, the student's cognitive science advisor, and the certificate director of an intent to pursue a certificate.

General Requirements for Certificates
Certificate in Dynamical Systems in Cognitive Science
Certificate in Human-Computer Interaction
Certificate in Language and Speech
Certificate in Logic, Language, and Computation
Certificate in Modeling in Cognitive Science

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General Requirements for Certificates

  1. As soon as the student decides to pursue a certificate, a written proposal must be submitted to the Certificate Steering Committee giving a detailed course of study. The proposal may be a revised draft of an earlier proposal not approved, or an alteration of a previously approved proposal, and may contain a request for a revision of any of the stated requirements.
  2. The proposal must be approved by the Certificate Steering Committee. The student must file a copy of the approved proposal with the Cognitive Science Program office.
  3. The Certificate Steering Committee must attest that the approved course of study has been completed successfully. At this time, the University Graduate School will be notified of the certificate completion. Ideally, requirements and course work for certificates should be completed at the time of nomination to candidacy.
  4. The certificate is awarded upon completion of requirements 1 through 3 and completion of the joint Ph.D. Achievement of the certificate will be noted on official transcripts.
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Certificate in Dynamical Systems in Cognitive Science

Students will develop an understanding of problems introduced by a dynamical perspective on cognitive phenomena and of the theoretical and methodological means of addressing those problems as found in dynamical systems. Each student will apply this understanding and analysis to a content area of their choice including study of perception, cognition, motor behavior, neural networks, language, and development.

Specific Requirements

  1. Prerequisites. Students should have taken courses in calculus (two to three semesters) at the very least. In addition, courses in differential equations, linear algebra, and (point set) typology would be helpful.
  2. Required course. Students must take Q580 Introduction to Dynamical Systems in Cognitive Science.
  3. Additional advanced electives. Students must complete an additional four courses selected from among the following: Q550 Models in Cognitive Science; P651 Perception/Action; X755 Philosophical Issues in Chaos and Nonlinear Dynamics; L541 Phonetics; L641 Advanced Phonetics; P561 Philosophy of Mind; B551 Element of Artificial Intelligence; B552 Knowledge-Based Computation; B553 Biomorphic Computation; B651 Natural Language Processing; B652 Computer Models of Symbolic Learning; B657 Computer Vision; B659 Topics in Artificial Intelligence; P717 Evolutionary Basis of Learning; P641 Dynamic Systems in Motor Organization and Motor Development; P615 Developmental Psychology; P657 Theories of Development; Q750 Neural Networks as Models of Cognition; X755 Fractals.
  4. Qualifying exams. At least one question on dynamical systems must be included on the student's qualifying exams.
  5. Dissertation. The student's dissertation must include application of dynamical systems to the specific problem under study.
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Certificate in Human-Computer Interaction

Requirements for the Cognitive Science Certificate in HCI (12 cr.)

Students will demonstrate proficiency in a broad range of courses involving the applied cognitive analysis of human-computer interaction (HCI).The program will emphasize the theoretical and methodological issues associated with designing and evaluating cognitively compatible user interfaces to interactive technologies.

Specific Requirements

  1. The student must submit a written proposal to the Certificate Steering Committee giving a detailed course of study. The proposal may be a revised draft of an earlier proposal, or an alteration of a previously approved proposal, and may contain a request for a revision of any of the stated requirements. The proposal must be approved by the Steering Committee. Students must take L542 Introduction to HCI (or equivalent). Students must take L542 Introduction to HCI (or equivalent).
  2. Students for the Cognitive Science Certificate must complete an additional four courses selected from among the following to ensure courses are taken from at least two departments other than the student's home department:
    A546 User Interface Programming
    B581 Advanced Computer Graphics
    B582 Image Synthesis
    B665/B666 Software Engineering Management/Implementation
    B669 Topics in Database and Information Systems
    B689 Topics in Graphics and Human Computer Interaction
    L576 Digital Libraries
    L578 User Interface Design for Information Systems
    L642 Information Usage and the Cognitive Artifact
    L697 Advanced Topics in Information Systems
    P450 Human Factors (graduate credit awarded with extra assignments)
    P544 Applied Cognition and Learning Strategies
    P565-566 Software Engineering I-II
    R685 Human-Computer Interface Design
    P600 Topical Seminar in Learning Cognition and Instruction
    P544 Applied Cognition and Learning Strategies
    P565-566 Software Engineering I-II
    P600 Topical Seminar in Learning Cognition and Instruction
    R685 Human-Computer Interface Design
    S522 Digital Signal Processing
    S601 MIS Research Topics in Applications Systems Design
    S602 MIS Research Topics in Administration and Technology
    T541 Processes and Effects: Individual Level Theory and Research
    T571 Applied Emotional and Cognitive Psychology Theory
    T602 Seminar in Processes and Effects: The Information Processing of Media

  3. The student's dissertation must address issues related to human-computer interaction.
The Cognitive Science Certificate in HCI is awarded upon completion of the above requirements and completion of the requirements for the Ph.D. (either as a joint major in Cognitive Science and a home department, or as a Cognitive Science minor and a major in a home department).

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Certificate in Language and Speech

Students will demonstrate proficiency in a broad range of topics that focus on issues related to language and speech. The program of study will emphasize mastery of language structure, language processing, and computational approaches to linguistic analysis. An independent research project exploring some facet of language and speech will be required.

Specific Requirements

  1. Students must complete at least five approved graduate courses in the area of language and speech.
  2. Courses in language and speech must be taken in at least two different departments.
  3. Courses must include at least one dealing with language structure and at least one dealing with language processing or acquisition. Courses in language structure include most linguistics courses, Philosophy P520, and Philosophy P720. Courses in processing and acquisition include Psychology P623, Computer Science B651, Speech and Hearing Sciences S530, and periodic seminars on language-related topics in these departments.
  4. Students must demonstrate familiarity with computer modeling of cognitive processes. This requirement can be met through course work (Q580, Psychology P556, or various courses in computer science, including B551, B552, B553, B651, and B652) or through a written report of research which includes a computer program written by the student. This report could be a master's or Ph.D. thesis.
  5. The student's cognitive science qualifying examination must include at least one section on a topic in language and speech.
  6. The student's dissertation must address issues related to language and speech.
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Certificate in Logic, Language, and Computation

The area covered by this certificate is applied logic, i.e., logic as applied to information processing. It is an area of research which is of increasing importance in artificial intelligence and computer science. Students will demonstrate their mastery of courses having to do with symbolic information processing.

Specific Requirements
The requirements include at least 18 credit hours of course work (including research and seminars). At least two courses must be taken outside the student's home department. Each proposal for certification would need to demonstrate both breadth and depth in the general area of logic, language, and computation.

  1. Prerequisites. Students should demonstrate mathematical maturity by having taken one or more courses in the following: set theory, discrete mathematics, abstract algebra, linear algebra, topology, and mathematical logic.
  2. Students must take Philosophy P505-P506 Introduction to Logic Theory, or demonstrate equivalent knowledge of completeness for first-order logic, together with the Gödel incompleteness and undecidability results. If students demonstrate knowledge of this material, they may take other courses from the lists of advanced courses given below.
  3. Students must select at least two or more advanced courses from a list that includes B501 Theory of Computing; B510 Introduction to Applied Logic; P550 Systems of Modal Logic; P551 Philosophy and the Foundations of Mathematics; P552 Philosophy of Logic; P600 Visual Reasoning; L626 Semantics of Natural Language; L640 Mathematical Methods in Linguistics; M682 Model Theory; M689 Logic and Decidability; and M583 Set Theory.
  4. Students must take a research seminar, either one generally designated as such (e.g., P750 Logic Theory, P751 Logic, or M781-782 Selected Topics in Mathematical Logic), or another seminar approved by the Logic Certificate Committee.
  5. Students will be expected to take active part in the weekly Logic Seminar.
  6. The student's dissertation must address issues in the general area of logic, language, and computation.
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Certificate in Modeling in Cognitive Science

Students will demonstrate their mastery with a broad selection of courses involving mathematical and computer simulation approaches to modeling, with a specialization in at least one area of modeling, and with a research project involving modeling. The program will emphasize both basic techniques and applications in particular content areas.

Specific Requirements

  1. Students must fulfill 18 credit hours of courses in the modeling area. Required course: Q550 Models in Cognitive Science, and at least five additional courses in modeling (15 credits minimum).
  2. These courses must demonstrate both breadth and specialization, and a grasp of both methods and applications. The course options given below provide examples of courses currently appropriate to accomplish these goals.

    The courses should include at least one course in basic techniques and methods (P605 Introduction to Mathematical Psychology; Q580 Introduction to Dynamic Systems in Cognitive Science; M447-M448 Mathematical Models and Applications; P550 Systems of Modal Logic); and at least one course in applications (Q750 Neural Networks as Models of Cognition; B651 Natural Language Processing; B652 Computer Models of Symbolic Learning; L611 Models of Linguistic Structure; P648 Choice Behavior).

    The selected courses must be taken from at least two departments excluding courses listed only in the Cognitive Science Program. These courses may not include a course whose content consists almost entirely of a research project (such courses and projects are separately covered below).
  3. Students must demonstrate a grasp of modeling in research, either through course work (Q689 Computer Simulation Project; P556 Independent Computer Project), or through a written report of research involving modeling (includes master's or Ph.D. projects).
  4. The Ph.D. qualifying examination in the Cognitive Science Program must contain at least one section on a modeling-related topic.

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Courses

Q520 Mathematics and Logic for Cognitive Science (3 cr.) Covers the mathematical backgrounds of contemporary work in cognitive science. Includes basic material on both the symbolic and connectionist approaches: machines, logics, networks, games, and probability.

Q530 Programming Methods in Cognitive Science (3 cr.) P: some programming experience. An introduction to computer programming methods for artificial intelligence and computer simulation of cognitive models. Emphasis on the necessary data structures and their applications to cognitive science. Programming projects may be related to state-space search for problem solving and game playing, production systems, and cognitive modeling tasks including memory models and neural simulations.

Q540 Philosophical Foundations of the Cognitive and Information Sciences (3 cr.) Causal issues: cognitive architecture, physical embodiment, neuroscience, networks, dynamic systems. Semantic issues: meaning, interpretation, representation, information flow. The role of both in language, logic, reasoning, action, perception, learning, categorization, and consciousness. Emphasis on writing, analysis, and exposition.

Q550 Models in Cognitive Science (3 cr.) P: Q530 and Q560. An introduction to modeling in various areas of cognitive science, including computer simulation models of complex cognition, models within artificial intelligence, models based on neural mechanisms and networks, and formal and mathematical models in areas such as psychology, linguistics, and philosophy.

Q551 The Brain and Cognition (3 cr.) An introduction to neural mechanisms underlying complex cognition, and a survey of topics in neuroscience related to cognition. It provides a solid background in human biopsychology.

Q560 Experimental Methods in Cognitive Science (3 cr.) Specific goals of this course include: a) an understanding of experimental design and the resources for future studies; b) an understanding of converging measures and programmatic research; c) discussion of current controversies in experimental design; and d) hands-on experience designing, conducting, and critiquing experiments.

Q580 Introduction to Dynamic Systems in Cognitive Science (3 cr.) Introduction to linear and nonlinear dynamic systems including catastrophe and chaos theory. Main aspects include: 1) understanding the basic quantitative theory and techniques of dynamic systems, 2) illustration of major concepts and systems behavior with the aid of computer graphics and numerical software and 3) examples from cognitive science.

Q689 Computer Simulation Project (3 cr.) The student will develop and test a computer simulation of some aspect of cognition. The student will produce a working, documented computer program, and a paper describing both the workings of the program and tests of the program (either theoretical tests, tests of the program against data, or both).

Q700 Seminar in Cognitive Science (3 cr.) Intensive study of specific topics in cognitive science. Topics and instructors will change regularly. May be repeated.

Q733 Colloquium Series (0-1 cr.) Four semesters required for majors, two for credit. The class will meet every week. At some meetings, invited speakers will present colloquia; at others students will present their own work. Each student will be required to make a presentation at least once during the year the course is taken for credit.

Q750 Neural Networks as Models of Cognition (3 cr.) Topical seminar featuring analysis of models based on neural networks. Will usually feature extensive exploration of one or more examples of models of this type.

Q799 Readings and Research in Cognitive Science (1-3 cr.) Tutorial research and study in specialized topics in cognitive science.

Q899 Dissertation Research (1-12 cr.) Dissertation research in specialized topics in cognitive science.

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Cross-Listed Courses

The following courses may be used to satisfy the credit hour requirements of the Cognitive Science Program. Additional courses whose content in a given year is sufficiently relevant to cognitive science (including seminars, new courses, or courses with topical content) may also be used to satisfy the requirements, conditional upon acceptance by the Cognitive Science Program of a petition including justification.

Anthropology
L580 Semiotics and Human Ethology (2 cr.)
L840 Ethnolinguistic Seminar (1-2 cr.)

Kelley School of Business
S505 Introduction to Management Information Systems (3 cr.)
S535 Advanced Topics in Management Information Systems (3 cr.)
S560 Management Information Systems Design and Applications (3 cr.)
S600 Research Design and Methods in Management Information Systems (3 cr.)
S601 Management Information Systems Research: Topics in Application Systems Development (3 cr.)
S602 Management Information Systems Research: Topics in Administration and Technology (3 cr.)

Computer Science
B501 Theory of Computing (3 cr.)
B502 Computational Complexity (3 cr.)
B510 Introduction to Applied Logic (3 cr.)
B521 Programming Language Principles (3 cr.)
B522 Programming Language Foundations (3 cr.)
B551 Elements of Artificial Intelligence (3 cr.)
B552 Knowledge-Based Computation (3 cr.)
B553 Biomorphic Computation (3 cr.)
B621 Advanced Concepts in Programming Languages (3 cr.)
B622 Programming Language Type Systems (3 cr.)
B651 Natural Language Processing (3 cr.)
B652 Computer Models of Symbolic Learning (3 cr.)
B657 Computer Vision (3 cr.)
B659 Topics in Artificial Intelligence (1-6 cr.)

Economics
E626 Game Theory (3 cr.)

School of Education
H650 Theory of Knowledge and the Educational Process (3 cr.)
P530 Instructional Psychology (3 cr.)
P540 Learning and Cognition in Education (3 cr.)
P544 Applied Cognition and Learning Strategies (3 cr.)
P550 Cognition and Semiotics (3 cr.)
P591 Cognitive Assessment and Intervention (3 cr.)
P600 Topical Seminar in Learning, Cognition, and Instruction (3 cr.)
P640 Thinking and Learning in Social Contexts (3 cr.)
R542 Instructional Graphics Design (3 cr.)
R561 Evaluation and Change in the Instructional Development Process (3 cr.)
R586 Practicum in Instructional Systems Technology (1-3 cr.)
R611 Instructional Technology Foundations (1 cr.)
R622 Learning Environments Design (3 cr.)
R630 Learner Analysis in the Instructional Technology Process (3 cr.)
R695 Topical Inquiry Seminar in Instructional Systems Technology (3 cr.)
Y530 Topics in Computer Analysis of Educational Data (1-3 cr.)

Folklore and Ethnomusicology
F714 Paradigms of Ethnomusicology (3 cr.)
F722 Colloquium in Theoretical Folklore/Ethnomusicology (3 cr.)
F738 Psychological Issues in Folklore (3 cr.)

French and Italian
F576 French Linguistics I (Phonology) (3 cr.)
F577 French Linguistics II (Syntax and Semantics) (3 cr)
F580 Introduction to French Applied Linguistics (3 cr.)
F603-F604 History of the French Language (3 cr.)
F670 Phonological Structure of French (3 cr.)
F671 Syntactic Structure of French (3 cr.)
F672 French Sociolinguistics and Dialectology (3 cr.)
F673 Topics in the Learning and Teaching of French (3 cr.)
F675 Studies in French Linguistics (3 cr.)
F676 Structure and Sociolinguistics of Haitian Creole (3 cr.)
F677 French Lexicology and Lexicography (3 cr.)
F678 French Morphology (3 cr.)

School of Health, Physical Education, and Recreation
K542 Neuromuscular Control of Movement (3 cr.)

History and Philosophy of Science
X551-X552 Survey of the Philosophy of Science I-II (3 cr.)
X755 Special Topics in the Philosophy of Science (2-5 cr.)

School of Library and Information Science
L542 Introduction to Human-Computer Interaction (HCI) (3 cr.)
L570 Online Information Retrieval (3 cr.)
L578 User Interface Design for Information Systems (1-3 cr.)
L597 Topics in Library and Information Science (1-4 cr.)
L642 Information Usage and the Cognitive Artifact (3 cr.)

Linguistics
L503 Survey of Linguistics I (3 cr.)
L530 Introduction to Historical Linguistics (3 cr.)
L541 Introductory Phonetics (4 cr.)
L542 Phonological Analysis (3 cr.)
L543 Syntactic Analysis (3 cr.)
L544 Morphological Analysis (3 cr.)
L545 Computation and Linguistic Analysis (3 cr.)
L611 Models of Linguistic Structure (3 cr.)
L614 Alternative Syntactic Theories (3 cr.)
L625 Bilingualism and Language Contact (3 cr.)
L630 Lexicology (3 cr.)
L641 Advanced Phonetics (3 cr.)
L642 Advanced Phonological Description (3 cr.)
L643 Advanced Syntax (3 cr.)
L645 Advanced Natural Language Processing (3 cr.)
L710 Seminar in Acoustic Phonetics (4 cr.)
L712 Seminar in Phonology (4 cr.)
L714 Seminar in Syntax (4 cr.)
L780 Seminar in Structural Semantics (4 cr.)
T522 Survey of Applied Linguistics (3 cr.)
T532 Second-language Acquisition (3 cr.)
T632 Current Research in Second-Language Acquisition (3 cr.)
T711 Seminar in Applied Linguistics (4 cr.)

Mathematics
M403-M404 Introduction to Modern Algebra I-II (3-3 cr.)
M441-M442 Introduction to Partial Differential Equations with Applications I-II (3-3 cr.)
M447-M448 Mathematical Models and Applications I-II (3-3 cr.)
M463-M464 Introduction to Probability Theory I-II (3-3 cr.)
M540-M541 Partial Differential Equations I-II (3-3 cr.)
M544-M545 Ordinary Differential Equations I-II (3-3 cr.)
M546 Control Theory (3 cr.)
M548 Mathematical Methods for Biology (3 cr.)
M560 Applied Stochastic Processes (3 cr.)
M563-M564 Theory of Probability I-II (3 cr.)
M568 Time Series Analysis (3 cr.)
M569 Statistical Decision Theory (3 cr.)
M571-M572 Analysis of Numerical Methods I-II (3-3 cr.)
M584 Recursion Theory (3 cr.)

School of Music
E519 Psychology of Music (3 cr.)
E530 Learning Processes in Music (3 cr.)
T561 Music Theory: Variable Topics (3 cr.) (when appropriate)

Neural Science
N500 Neural Science I (4 cr.)
N501 Neural Science II (3 cr.)
N510 Cellular and Molecular Neuroscience (3 cr.)
N550 Seminar: Sensorimotor Neuroplasticity (3 cr.)
N611 Neural Basis of Sensory Function (3 cr.)
N613 Neural Mechanisms of Hearing (3 cr.)

School of Optometry
V767 Electrophysiology of Vision (3 cr.)
V791 Quantitative Methods for Vision Research (3 cr.)

Philosophy
P350 Logic of Sets (3 cr.)
P351 Formal Semantics (3 cr.)
P505-P506 Logical Theory I-II (3-3 cr.)
P520 Philosophy of Language (3 cr.)
P550 Systems of Modal Logic (3 cr.)
P551 Philosophy and Foundations of Mathematics (3 cr.)
P552 Philosophy of Logic (3 cr.)
P560 Metaphysics (3 cr.)
P561 Philosophy of Mind (3 cr.)
P562 Theory of Knowledge (3 cr.)
P570 Philosophical Psychology (3 cr.)
P571 Philosophy of Nature (3 cr.)
P720 Seminar: Philosophy of Language (4 cr.)
P750 Seminar: Logical Theory (4 cr.)
P751 Seminar: Logic (4 cr.)
P760 Seminar: Metaphysics and Epistemology (4 cr.)

Political Science
Y673 Empirical Theory and Methodology (3 cr.) (When Appropriate)

Psychology
P417 Animal Behavior (3 cr.)
P435 Laboratory in Human Learning and Cognition (3 cr.)
P438 Language and Cognition (3 cr.)
P502 Developmental Psychology (3 cr.)
P503 Complex Cognitive Processes (3 cr.)
P505 Physiological Psychology (3 cr.)
P506 Sensory Psychology (3 cr.)
P507 Theories of Learning (3 cr.)
P510 Principles of Research in Psychology (2 cr.)
P511 Social Psychology (3 cr.)
P514 Methods in Biopsychology (2 cr.)
P517 Methods in the Direct Observation of Behavior (3 cr.)
P526 Neurobiology of Learning and Memory (3 cr.)
P527 Developmental Psychobiology (3 cr.)
P528 Experimental Analysis of Economic Behavior (3 cr.)
P541 Individual Differences in Intellectual Abilities (3 cr.)
P553-P554 Advanced Statistics in Psychology I-II (3-3 cr.)
P555 Computer Application in Psychological Research (3 cr.)
P557 Representation of Structure in Psychological Data (3 cr.)
P564 Psychophysics (3 cr.)
P565 Psychophysics of Vision (3 cr.)
P605 Introduction to Mathematical Psychology (3 cr.)
P615 Developmental Psychology I (3 cr.)
P616 Advanced Child Psychology (3 cr.)
P620 Attitudes and Attitude Change (3 cr.)
P623 Psychology of Language (3 cr.)
P635 Applied Human Learning (3 cr.)
P638 Experimental Psychology of Reading (3 cr.)
P643 Perception and Sensory Memory (3 cr.)
P644 Attention and Short-Term Memory (3 cr.)
P645 Learning and Long-Term Memory (3 cr.)
P646 Knowledge Systems and Problem Solving (3 cr.)
P647 Decision Making under Uncertainty (3 cr.)
P648 Choice Behavior (3 cr.)
P651 Perception/Action (3 cr.)
P653 Analysis of Variance (3 cr.)
P654 Multivariate Analysis (3 cr.)
P657 Topical Seminar (when appropriate) (cr. arr.)
P658-P659 Mathematical Models in Psychology I-II (4-4 cr.)
P665 Psychophysics of Hearing (3 cr.)
P717 Evolutionary Bases of Learning (3 cr.)
P747 Seminar in Cognitive Psychology (1-3 cr.)
P820 Social Perception (3 cr.)

Slavic Languages and Literatures
L599 Prague School Linguistics and Poetics (3 cr.)

Sociology
S650 Statistical Techniques in Sociology (3 cr.)
S651 Topics in Quantitive Sociology (3 cr.)
S652 Topics in Qualitative Methods (3 cr.)
S656 Mathematical Applications in Sociology (3 cr.)
S660 Advanced Topics (3 cr.) (When Appropriate)
S700 Topical Seminar (3-12 cr.) (When Appropriate)

Speech and Hearing Sciences
S501 Neural Bases of Speech and Language (3 cr.)
S502 Acoustic Phonetics (2 cr.)
S515 Topical Seminar in Speech Pathology (1-6 cr.)
S520 Theoretical Bases for Phonological Disorders (3 cr.)
S522 Digital Signal Processing (3 cr.)
S532 Early Communicative Development: Intervention Issues (3 cr.)
S534 Language Development in School Age Children (3 cr.)
S537 Diagnosis and Management of Adult Aphasia (2 cr.)
S538 Language Development in Atypical Populations: Learning Disabilities, Autism, and Mental Retardation (3 cr.)
S545 Adult Cognitive-Communication Disorders (3 cr.)
S550 Stuttering (2 cr.)
S555 Motor Speech Disorders (3 cr.)
S578 Audiological Instrumentation and Calibration (3 cr.)
S601 Experimental Phonetics II (3 cr.)
S674 Advanced Seminar in Audiology (1-3 cr.)
S702 Acoustic Research in Speech (3 cr.)

Telecommunications
T552 Cognitive Approaches to Media (3 cr.)
T571 Applied Cognitive and Emotional Psychology (3 cr.)
T602 Topical Seminar in Telecommunications Processes and Effects (1-3 cr.)
T641 Children and Media (3 cr.)

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