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THE ROLE OF MODELS IN THEORETICAL BIOLOGT
TABLE I (Continued)
Type of Model |
Naturę of Modeling Criteria |
Stochastic and probabilistic control |
Characteristic ąuantities such as Information flow rates, autocorrelation functions, or signal-to-noise ratios |
Comparative criteria for nat-ural models |
Performance scores on intelligence, motor control, behayioral and other tests |
IV. Abstract-Algorithmic models Automata and algebraic isomorphisms
Automata and robots |
Identical “black box” behavior for defined |
Relational model |
enyironment; same state transition tables Inyariance of mapping functions or elemen-tary algebraic properties; inyariance of topological structure |
Axiomatic and logical models |
Deduction of same logical result when pre-sented with corresponding inputs |
Algorithmic models |
Representation of model and prototype by the same algorithmic language and com-putable inyariants within this language |
V. Comparison of animals Objectiye comparative criteria
Physical design Dimensional constants and dimensionless
Biochemical kinetic behayior |
numbers Numerical inyariants for sets of simultane- |
Neurophysiological control Behayior |
ous differential eąuations Performance scores in yarious tests Scores on special tests; same “black box” behayior in defined enyironments |
Taxonomic similarity |
Special numerical criteria of closeness in arbitrary “feature space,” based on em-pirical choice of features and weighting |
Genetic similarity |
Statistical similarity of DNA coding (ill-defined at present) |
Disease and biomedical engi-neering models |
Correspondence of specific characteristics, dimensional constants, performance scores, and other arbitrary measures |
can simulate only restricted aspects of a prototype. (5) Geometrie similarity and smali size are not necessary conditions for a model, which may be governed by physical similarity or functional criteria which in no way pertain to outside shape and appearance, e.g., a Chemical pilot plant that looks completely different from its prototype or a Computer which aets like a brain but certainly does not much resemble one in intemal or extemal appearance.