Models Flashcards
4 types of models
- data models
- mathematical models
- concrete models
- simulation models
qualitative to quantitative
world we see is qualitative world without numbers, but, we can add quantitative feature to binary relations (e.g. heavier then). Has certain nice properties, like irreflexive, anti-symmetric, transitive, incomplete). Some relations do not have this, like love.
data model
data structure, specification story. Target is always observed phenomenon.
Date model = quantitative model of certain features of qualitative phenomenon
mathematical model
polytuple having following items:
base sets
family of subsets
properties of some base-set members
relations between base-set members
operations on base sets
mappings or functions of base sets
special elements (constants)
All optional, except for base sets
Mathematical model = mathematical structure G & specification story
Concrete model
existing pieces of matter that have targets in reality. e.g. scale models.
Simulation models
simulations simulate something, a process in reality that takes time. simulation model is run on a computer. simulations can test the mathematical model which they are based on. new data gathered can be used to better understand G.
idealizations
simplifications, like a map, discard & distort properties.
subspecies idealization
Aristotelian idealizations: truncations, properties of target are discarded
Galilean idealizations: distortions, features of properties are distorted, distorted properties are used in model
Newtonian idealizations: mathematical approximation, mathematically complicated expressions are simplified
scientific perspectivism
every accepted model in science gets things right in some respects to some degree
relations between models & theories
- models as mediators between theories and the phenomena (models are application of T to some target, include things that are not deducible from T)
- models as building blocks of science –> theory is a family of models/ mathematical structures, characterized by a predicate in axiomatic set-theory + specification story
Mathematical theory-structure is model of the target, which evokes/ causes phenomenon?