Research Practicum in Artificial Intelligence
Jinho D. Choi
  • Overview
    • Syllabus
    • Schedule
    • Discussions
  • Speed Dating
    • Profiles
  • Faculty Interests
    • AI Faculty
  • Research Areas
    • AI Conferences
  • Task Selection
  • Introduction
    • Motivation
    • Overview
    • Exercise
  • Related Work
    • Literature Review
    • Exercise
  • Approach
    • Algorithm Development
    • Model Design
    • Data Creation
  • Research Challenges
  • Experiments
    • Datasets
    • Models
    • Results
    • 5.4. Homework
  • Analysis
    • Performance Analysis
    • Error Analysis
    • Discussions
    • 6.4. Homework
  • Conclusion & Abstract
    • Conclusion
    • Title & Abstract
  • Peer Review
  • Presentations
  • Team Projects
    • Fall 2023
    • Fall 2022
  • Assignments
    • HW1: Speed Dating
    • HW2: Research Areas
    • HW3: Team Promotion
    • HW4: Introduction
    • HW5: Related Work
    • HW6: Approach
    • HW7: Experiments
    • HW8: Analysis
    • HW9: Conclusion & Abstract
    • HW10: Peer Review
    • Team Project
  • Supplementary
    • LaTex Guidelines
      • Getting Started
      • File Structure
      • Packages
      • References
      • Paragraphs
      • Labels
      • Tables
      • Figures
      • Lists
    • Writing Tips
    • Progress Reports
    • Team Promotion
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  • Limitations
  • Future Directions
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  1. Analysis

Discussions

This section discusses limitations and the future direction of this research.

Limitations

Once you complete the analysis, you know what your approach can or cannot do for the task. The limitations can be thought of in multiple dimensions:

  • Technicality: what are the technical challenges for enhancing the performance in terms of accuracy or scalability?

  • Robustness: how reliable and generalizable are your results?

  • Applicability: what hinders your approach from being adapted by practical applications?

Future Directions

As the owner of this work, you are responsible for suggesting future research directions to the community. Explain what researchers can do to overcome the limitations.

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Last updated 8 months ago