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Evaluating an Eye Screening Test

  • Gongxian Cheng
  • Kwawen Cho
  • Xiaohui Liu
  • George Loizou
  • John X. Wu
Conference paper
Part of the Lecture Notes in Computer Science book series (LNCS, volume 1642)

Abstract

Field evaluation of AI systems or software systems in general is a challenging research topic. During the last few years we have developed a software-based eye screening system. In this paper we describe our work on evaluating several important aspects of the system.We have systematically studied the key issues involved in evaluating software quality and carried out the evaluations using different strategies. After a brief introduction of the system, this work is described from a data-analysis problem-solving perspective, involving problem analysis, data collection, and data analysis.

Keywords

Optic Neuritis Receiver Operator Characteristic Analysis Screening System Test Record Optic Nerve Disease 
These keywords were added by machine and not by the authors. This process is experimental and the keywords may be updated as the learning algorithm improves.

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References

  1. 1.
    Basili, V, Selby, R and Hutchens, D, Experimentation in Software Engineering. IEEE Transactions on Software Engineering, SE-12 (1988) 733–743.Google Scholar
  2. 2.
    Cheng, G, Liu, X, Wu, J X and Jones, B, Establishing a Reliable Visual Function Test and Applying it to Screening Optic Nerve Disease in Onchocercal Communities. International Journal of Bio-Medical Computing, 41 (1996) 47–53.CrossRefGoogle Scholar
  3. 3.
    Cheng, G, Liu, X, Wu, J X, Jones, B and Hitchings, R, Discovering Knowledge from Visual Field Data: Results in Optic Nerve Diseases. Medical Informatics Europe’ 96, (1996), 629–633.Google Scholar
  4. 4.
    Cho, K W, Liu, X, Loizou, G, and Wu, J X, An AI Approach to Dynamic Visual Field Testing. Computers and Biomedical Research, 31 (1998) 143–163.CrossRefGoogle Scholar
  5. 5.
    Cohen, P R, Empirical Methods for Artificial Intelligence. MIT Press, (1995).Google Scholar
  6. 6.
    Hand, D J, Deconstructing Statistical Questions (with discussion). Journal of the Royal Statistical Society, Series A, 157 (1994) 317–56.Google Scholar
  7. 7.
    Hanely, J X and McNeil, B J, The Meaning and Use of the Area under a Receiver Operator Characteristic (ROC) Curve. Radiology, 143 (1982) 29–36.Google Scholar
  8. 8.
    ISO International Standard, Information Technology-Software Product Evaluation-Quality Characteristics and Guidelines for Their Use. ISO/IEC 9126, (1991).Google Scholar
  9. 9.
    Kitchenham, B, Towards a Constructive Quality Model: Software Quality Modelling, Measurement and Prediction. Software Engineering Journal, 2 (1987) 105–113.CrossRefGoogle Scholar
  10. 10.
    Liu, X., Cheng, G. and Wu, J. X.: Noise and Uncertainty Management in Intelligent Data Modelling. Proc. of 12th National Conference on Artificial Intelligence (AAAI-94), 263–268Google Scholar
  11. 11.
    Liu, X, Cheng, G and Wu, J X, AI for Public Health: Self-Screening for Eye Diseases. IEEE Intelligent Systems, 13:5 (1998) 28–35.CrossRefGoogle Scholar
  12. 12.
    Wu, J X, Visual Screening for Blinding Diseases in the Community Using Computer Controlled Video Perimetry, PhD thesis, University of London, (1993).Google Scholar
  13. 13.
    Wu, J X, Fitzke, F, Poinoosawmy, D, Hitchings, R, and Johnson, G, Variability in Glaucomatous Visual Damage Measured with Motion Detection. Investigative Ophthalmology and Visual Science, 34 (1993) 1475.Google Scholar
  14. 14.
    Wu, J X, Jones, B, Cassels-Brown, A, Murdoch, I, Adeniyi, F, Alexander, N, Minassian, D, and Abiose, A, Preliminary Report on the Use of Laptop Computer Perimetry with a Motion Sensitivity Screening Test to Detect Optic Nerve Disease in Onchocercal Communities of Rural Nigeria. Perimetry Update 1992/93, (1992) 323–329.Google Scholar
  15. 15.
    Wyatt, J and Spiegelhalter, D, Field Trials of Medical Decision-Aids: Potential Problems and Solutions. Proc. of the 15th Symposium on Computer Application in Medical Care, Washington, 3–7, (1991).Google Scholar

Copyright information

© Springer-Verlag Berlin Heidelberg 1999

Authors and Affiliations

  • Gongxian Cheng
    • 1
  • Kwawen Cho
    • 1
  • Xiaohui Liu
    • 1
  • George Loizou
    • 1
  • John X. Wu
    • 2
  1. 1.Department of Computer Science, Birkbeck CollegeUniversity of LondonLondonUK
  2. 2.Moorfields Eye Hospital, Glaxo Department of Ophthalmic EpidemiologyInstitute of OphthalmologyLondonUK

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