Ph.D. Minors

If your research involves animals, our Ph.D. minor in Animal-Computer Interaction can enhance your training. You’ll get an overview of this emerging field along with hands-on technical and project skills tailored to your specific interests.

Required courses:

  • INFO I514 Seminar in Animal-Computer Interaction
  • INFO I511 Animal-Computer Interaction Methods

One course must be selected from the following options:

Qualitative Methods and Design

  • INFO I527 Mobile and Pervasive Design OR CSCI P535 Pervasive Computing
  • I530 Field Deployments
  • INFO I440/I540: Human-Robot Interaction
  • I543 Interaction Design Methods
  • I544 Experience Design
  • I590 Environmental Policy and Health Design
  • I590 Technology Entrepreneurship
  • I604 Human-Computer Interaction Design Theory
  • I709 Animal and/as Technology

IoT Systems and Physical Fabrication

  • INFO I400/I590 Makerspace: Design and Fabrication
  • INFO I440/I540 Human-Robot Interaction
  • INFO I527 Mobile and Pervasive Design OR CSCI P535 Pervasive Computing
  • I549 Advanced Prototyping
  • CSCI P442 Digital Systems OR ENGR E314/E514 Embedded Systems
  • ENGR E537 Rapid Prototyping for Engineers

Mobile App Development

  • INFO I400 Cross-platform Mobile Programming
  • INFO I527 Mobile and Pervasive Design OR CSCI P535 Pervasive Computing

Virtual Reality Platform

  • INFO I304/I590 Intro to Virtual Reality
  • INFO I442/I590 Creating Virtual Assets
  • INFO I443/I590 Building Virtual Worlds
  • INFO I444/I590 Artificial Life in VR
  • CSCI B453 Game Development

Data Analytics

  • I601 Introduction to Complex Systems
  • INFO I422/I590 Data Visualization
  • INFO I526/CSCI P556 Applied Machine Learning
  • INFO I606 Network Science
  • CSCI B555 Machine Learning
  • CSCI B565 Data Mining
  • ENGR E434/E534 Big Data Applications
  • ENGR E484/E584 Scientific Visualization
  • ENGR E511 Machine Learning for Signal Processing
  • ENGR E533 Deep Learning Systems
  • GEOG G588 Applied Spatial Statistics

Artificial Intelligence and Cognition

  • INFO I440/I540 Human-Robot Interaction
  • CSCI B551 Elements of AI
  • CSCI B657 Computer Vision
  • BIOL L453 Sensory Ecology
  • BIOL Z460 Animal Behavior

Geospatial Information System

  • GEOG G336/G535 Environmental Remote Sensing
  • GEOG G436/G536 Advanced Remote Sensing
  • GEOG G438/G538 Geographic Information Systems
  • GEOG G439/G539 Advanced Geographic Information Systems
  • GEOG G478/G578 Global Change, Food and Farming Systems
  • GEOG G439/G639 GIS & Environmental Analysis

Website and Database Design

  • INFO I435/I535 Management, Access, and Use of Big and Complex Data
  • ILS Z511 Database Design
  • ILS Z515 Information Architecture
  • ILS Z517 Web Programming
  • ILS Z532 Information Architecture for the Web
  • ILS Z556 Systems Analysis & Design

Technology Entrepreneurship

  • INFO I436/I566 Technology Innovation
  • INFO I438/I568 Technology Entrepreneurship

Doctoral students in other departments may complete a minor within the Department of Intelligent Systems Engineering by satisfying the following requirements:

A minor in bioengineering requires 9 credit hours.

  • E504 is required (3 cr.)
  • Choose two courses listed as a computer engineering track course at the 500 level or above to equal 6 credit hours. These can include E535, E540, E541, and E599 courses relevant to bioengineering.

Other courses not listed may be counted toward the minor with consultation of both the department chair and advisor.

The 12-credit Ph.D. minor in Bioinformatics includes core graduate-level courses in bioinformatics, with electives available in biology, chemistry, computer science, information science, statistics, and medical and molecular genetics. Students should have a basic understanding of molecular, structural, and genome biology, typically gained through at least six undergraduate credits in related subjects. Undergraduate coursework does not count toward the Ph.D. unless approved for graduate credit.

A minor in complex systems requires nine credit hours. Both I-609 and I-709 are required. The student may choose among the following courses to obtain the degree:

  • INFO-I 609 Advanced Ph.D. Seminar in Complex Systems (3 cr.) (Required)
  • INFO-I 709 Advanced Ph.D. Seminar in Complex Systems II (3 cr.) (Required)
  • INFO-I 585 Biologically inspired Computing (3 cr.)
  • INFO-I 601 Introduction to Complex Systems (3 cr.)
  • INFO-I 606 Network Science (3 cr.)
  • INFO-I 590 / COGS-Q 700 Modeling Evolutionary and Adaptive Systems (3 cr.)
  • COGS-Q 580 Introduction to Dynamical Systems (3 cr.)

In consultation with both the complex systems track director and the student's advisor, additional classes can be counted toward the degree.

Doctoral students in other departments may complete a minor within the Department of Intelligent Systems Engineering by satisfying the following requirements:

A minor in computer engineering requires 9 credit hours.

  • E501 is required (3 cr.)
  • Choose two courses listed as a computer engineering track course at the 500 level or above to equal 6 credit hours. These can include E510, E512, E513, E514, E517, E518, E621 and E599 courses relevant to computer engineering.

Other courses not listed may be counted toward the minor with consultation of both the department chair and advisor.

Ph.D. Minor in Computer Science (External) Doctoral students in other departments may complete a minor in computer science by satisfying one of the following two options:

  1. Three computer science courses totaling at least 9 credit hours, selected from the following: A595, B403, P423, P436, P438, B441, P442, B443, or any course at the 500 level or above except for A5xx courses.
  2. A593, A594, and any two courses totaling 6 credit hours or more from the list: A595, A596, B403, P423, P436, P438, B441, P442, B443, or any course at the 500 level or above except for A5xx courses.

Ph.D. Minor in Computer Science (Internal)

An internal minor in computer science consists of at least 9 computer science credits at the 500 level or above, except for A5xx courses or independent studies. The courses must be in an area other than the student’s specialization. The area and the courses must be approved by the student’s advisory committee.

Doctoral students in other departments may complete a minor within the Department of Intelligent Systems Engineering by satisfying the following requirements:

A minor in cyber-physical systems requires 9 credit hours.

  • E502 is required (3 cr.)
  • Choose two courses listed as a computer engineering track course at the 500 level or above to equal 6 credit hours. These can include E512, E513, E514, E522, E523, E525, E526, E537, E622, E623 and E599 topics course relevant to cyber-physical systems.

Other courses not listed may be counted toward the minor with consultation of both the department chair and advisor.

The 12-credit Ph.D. minor in Data Science is open to doctoral students from any discipline. As one of the fastest growing areas of research, data science spans fields like education, business, public health, sociology, political science, environmental science, and the humanities. This minor helps you develop skills in analyzing, visualizing, and interpreting data to support and strengthen your research.

Course requirements

Earning the Ph.D. in Data Science requires the completion of 12 graduate-level credit hours. You can choose any four courses offered through the residential or online M.S. in Data Science program.

All courses must be completed with a grade of “B” or above.

The human-computer interaction (HCI) minor requires 12 credit hours. Students must take at least one 3-credit hour introductory HCI graduate course from the following list:

  • INFO-I541 Introduction to HCI/D (3 cr.)
  • INFO-I542 Foundations of HCI (3 cr.)
  • ILS-Z515 Information Architecture (3 cr.)

Additionally, students must take nine (9) credits from one or more departments outside of the student's home department.

The student's HCI advisor and the Director of Graduate Studies must approve all topical seminar classes. A minimum of B (3.0) is required in each course that counts toward the minor.

The Ph.D. minor in Informatics requires nine credit hours and is tailored to support your research. Course selection is determined in consultation with your advisor and the Informatics Director of Graduate Studies. Most students take I-501 along with two additional approved informatics courses from the Ph.D. program.

The 12-credit Ph.D. minor in Information and Library Science is open to doctoral students from any discipline. You’ll choose your coursework in consultation with an ILS faculty member, who will also serve as the minor representative on your advisory committee. Areas of study include human-computer interaction, information retrieval, scholarly communication, knowledge organization, and more. This minor offers both theoretical and practical insight into how information is created, managed, and used across today’s digital landscape.

Please send inquiries to Pnina Fichman, Ph.D. Program Director for Information Science.

Doctoral students in other departments may complete a minor within the Department of Intelligent Systems Engineering by satisfying the following requirements:

A minor in molecular and nanoscale engineering requires 9 credit hours.

  • E505 is required (3 cr.)
  • Choose two courses listed as a computer engineering track course at the 500 level or above to equal 6 credit hours. These can include E537, E551, and E599 courses relevant to molecular and nanoscale engineering.

Other courses not listed may be counted toward the minor with consultation of both the department chair and advisor.

Doctoral students in other departments may complete a minor within the Department of Intelligent Systems Engineering by satisfying the following requirements:

A minor in neuroengineering requires 9 credit hours.

  • E506 is required (3 cr.)
  • Choose two courses listed as a computer engineering track course at the 500 level or above to equal 6 credit hours. These can include E535 and E599 courses relevant to neuroengineering.

Other courses not listed may be counted toward the minor with consultation of both the department chair and advisor.

A minor in security informatics requires 9 credit hours, selected among the following courses:

  • INFO-I 533 Protocol Analysis and Design (3 cr.)
  • INFO-I 537 Social Information Security (3 cr.)
  • INFO-I 599 Malware (3 cr.)
  • INFO-I 536 Cryptography (3 cr.)
  • INFO-I 525 Economics of Security (3 cr.)

In consultation with both the security informatics track director and advisor, CS-649 (Networking Security) and CS-649 (Trusted Computing) may be substituted for any two of the courses.

The 12-credit Ph.D. minor in Social Informatics focuses on how information and communication technologies (ICT) interact with social, cultural, and institutional contexts. Students take four courses from at least two departments outside their home department. The minor emphasizes both theory and method, exploring how technology shapes and is shaped by society, with courses drawn from areas like information science, political science, journalism, and more.

The individualized Ph.D. minor lets you design a custom 12-credit program across two or more departments to support your research goals. You must submit the Request for Individualized Minor form at One.IU.edu and receive full approval before enrolling in any courses. Your plan must be approved by your advisor, track director, the Informatics Director of Graduate Studies, and the University Graduate School. Be sure to include a clear rationale and a list of potential courses, as substitutions also require prior approval.

External Minors

Some appropriate external minors include biology, chemistry, physics, cognitive science, history and philosophy of science, information science, law, sociology, and learning sciences. In all cases, the number of hours to be included in the minor is consistent with the requirements of the unit granting the minor.

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