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Biological Modelling

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(Computational Biology Division, MSR Cambridge) Alan Blackwell (Crucible, University of Cambridge) Thomas Green. All mistakes remain mine. Usability Barrier ... – PowerPoint PPT presentation

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Title: Biological Modelling


1
Biological Modelling
  • A New Kind of Programming Language?

2
Collaborators
  • Traditional in bio-sciences talks
  • Katinka Apagyi
  • (Biochemistry, University of Cambridge)
  • Jasmin Fisher
  • (Computational Biology Division, MSR Cambridge)
  • Alan Blackwell
  • (Crucible, University of Cambridge)
  • Thomas Green
  • All mistakes remain mine

3
Why?
  • Poorly understood
  • We increasingly know the code
  • Reduction vs. Abstraction
  • Expensive to model

Challenges
Usability Barrier
  • Tolerance of incompleteness
  • Low viscosity
  • Comprehensible
  • Support social construction
  • Adoption
  • Errors
  • Social context

Abstraction
Reverse Engineering
  • Unknown system
  • Design determinism
  • Translucent abstractions
  • BioAbstractions are arbitrary
  • Expressive enough to be useful
  • Parametric results
  • Negative results
  • Noisy results

4
Summary
  • Unknown domain abstractions
  • Understanding the code is the point
  • Abstraction determinism is dangerous
  • Social construction of knowledge is the primary
    activity
  • Abstractions?
  • Translucent
  • low viscosity
  • Provisional
  • New analytical methods
  • Errors Mental model transfer?
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