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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.