Lecture 8 - Models Flashcards
Classification of models
- Representation models: represent something in the world: data models, mathematical models, concrete models, simulation models
- Theory models: model that makes theory true
Data model
experimental experience reduced to a simple entity ready for comparison with a model or theory
Combiniation of data structure (data set) and specification story (what is the data actually)
How do we justify the introduction of numbers and quantities?
As soon as we have established that a concept
is quantifiable, we are allowed to add a quantitative feature the concept, not to replace it with
numbers. Representational measurement theory provides conditions for when we can quantify.
Some qualities from which we can determine if something is quantifiable
- Irreflexivity: more than itself
- Anti-symmetric: if 1 is more than 2, 2 is not more than 1
- Transitive: …
- Incomplete ..
Mathematical structure
- a few sets called base sets (sets that contain mathematical entities)
✴ a few families of subsets of the base sets
✴ a few properties that some of the base-set members have and others not
✴ a few relations between base-set members
✴ a few operations on these base sets
✴ a few mappings, or functions, on these base sets
✴ a few special elements of the base sets, called constants
Mathematical model
mathematical structure with a specification story of what in the mathematical structure
is supposed to represent which feature of the target in reality
Concrete models
existing pieces of matter that have targets, f.e. scale model
Simulation models
Simulate some process in reality: their target.
➡ Can be concrete or abstract
➡ Simulations are run.
➡ Simulations rely on some mathematical model.
➡ Simulations are used for prediction
Taxinomy of idealisations / simplifications
✶ Aristotlean: truncations, discarding properties and relations of the target.
✶ Galilean : distortions, distorting properties and relations of the target.
✶ Newtonian: approximations in mathematical models
( All models are idealisations/simplifications)
What is a theory according to structuralist conception?
A theory is a family of models, that is, of mathematical structures,
characterised by a predicate in axiomatic set-theory, plus a specification
story
Two views are on the relation between models and theories
A. Models are Mediators between Theories and the Phenomena: Model M is an application of T to some target, but includes specifications about
the target that are not deducible from T.
B. Models are Building Blocks of Theories