Scientific Inference Flashcards
Inference
the act or process of reaching a conclusion about something from known facts or evidence
Premise -> inference -> conclusion
Direct inference
Observe 33% red in sample -> 33% red in population.
Projection interference
Observe 9 red -> next observed will also be red
Generalisation interference
Observe 9 red -> claim all are red.
Modus Ponens
Method of affirming. If A1…An then T (accepting T if A)
Modus Tollens
Method of denying. If H, then C. C is false -> H is false.
Inductive inference rules
Direct, projection and generalisation
Amplify knowledge: extend conclusions beyond knowledge we already have
Conclusions from good inductive inferences and true premises are fallible – they might be false
Deductive inference rules
Modus Ponens, Modus Tollens
Explicate knowledge: order and rearrange our knowledge without adding to its content
Conclusions from good (“valid”) deductive inferences and true premises are necessarily true
Hume’s Problem of Induction
No inductive inference rule can be justified
- Every inference is either an induction or a deduction
- To justify an inductive inference rule I, this rule itself has to be inferred from some premises
- I cannot be inferred deductively, because there are no necessary connection between past and future inferences
- Thus, I must be inferred inductively
- When inferring I inductively, we must appeal to another (inductive) inference rule J to justify this induction. But that raises the issue of how to justify J, which would require appealing to another inference rule K, …..
Scientific Instrumentalism
Theories only order sets of observation reports - they might be helpful or not, but they are not true or false
Hypothetico-Deductive Method
- Formulate a hypothesis H
- Deduce observable consequences {Ci} from H.
- Test whether {Ci} is true or not.
- If {Ci} is false, infer that H is false.
- If {Ci} is true, increase confidence in H
Good hypotheses
- A statement that can be either true or false
- A statement that is not necessarily true or false
- A statement that either has some generality (e.g. “all X in domain D…”), or that is about some unobservable (exclude statements like “this table is red”)
Falsifiability
Quality of a hypothesis: A good hypothesis has more observable consequences that sets it apart from rival hypothesis.
Falsification
An event - the observation that an implication of a hypothesis is not true, which by modus tollens then implies the falsity of the hypothesis.
Popper’s Falsificationism
- Conjecture falsifiable hypotheses
- Seek to falsify these hypotheses with observable evidence
- Reject any falsified hypothesis as false
- Never accept any hypothesis as true – only maintain non-falsified hypotheses as so far not rejected