Bruce: Problem solving Flashcards
Define difference reduction (hill climbing)
Difference reduction aims to reduce the difference between the current state and the goal state, by taking one step in the right direction
List 2 advantages and 2 disadvantages of difference reduction (use the laundromat example)
Advantages:
- Steps can be small
- You don’t have to know how much, just what gets you closer to the goal (don’t need to know how far away the laundromat is, just which direction it’s in)
Disadvantages:
- Requires some knowledge (eg. where is the laundromat)?
- It may not always be possible (or desirable) to get closer on each step (eg if there’s an earthquake line, you need to walk in the wrong direction first)
Should there be an intrusion, rendering difference reduction not possible (such as an earth quake creating a chasm between the current location and destination), what problem-solving method would you need to apply, and why?
I’d need to apply means-end analysis rather than difference reduction if there is an added obstacle, since difference reduction doesn’t allow for constraints. Means-ends analysis allows me to do something else (sub-goals) in order to reach the end.
What would be the order of going about solving a problem using means-ends analysis? Think about the tower of Hanoi and identify 4 steps.
Using means-end analysis:
- compare current state to goal state and identify differences eg DIFFERENCE REDUCTION
- Select an operator to reduce the LARGEST difference (eg we need to move stone 3 onto post C).
- If this operator can’t be applied, set a subgoal of creating preconditions for it’s application
- Return to step 1 (comparing current state to goal-state) and follow the steps through until the the goal is reached.
What is the difference between decision making and problem solving?
Whilst problem solving is finding a path to a goal, decision making is choosing between available options
How does means-ends analysis affect the difficulty of problem?
Problems become more difficult with more subgoals, and the probability of error is increased the more subgoals are necessary.
Anderson (1983) showed that people sometimes set subgoals while problem solving. How did they do this?
On the contrary, Catrambone (1995) showed that people were not using subgoals whilst solving maths problems. How did they show that?
Anderson (1983) had people speak through the process they were using whilst solving problems, and found that some people spontaneously set subgoals.
However, when Catrambone (1995) trained people to use subgoals, their maths performance improved, which suggests that they weren’t previously using subgoals.
How did Patsenko & Almann (2010) show that people weren’t using detailed planning whilst performing the Tower of Hanoi challenge?
During the Tower of Hanoi challenge, Patsenko & Altmann (2010) tracked participants eyes and actually changed the number of discs on the towers during saccades. Since the participants didn’t notice, they concluded that they weren’t using much planning.
What are the 2 heuristics which people commonly apply to problem solving, flagged by Ormerod et al (2012) as the Criterion of Satisfactory Progress (CSP)?
Use the 9 ball challenge as an example.
CSP (Criterion of Satisfactory Progress) states that when problem solving, people often apply these 2 heuristics:
- Minimisation of search space - this makes the problem less overwhelming
- Maximisation of progress (eg put the most balls possible on the scale). This is effectively difference reduction, in that it is a step in the direction but with no subgoals.
Why did the Piltdown man scam work? Reasons include confirmation bias, applying simple rules and motivated reasoning. Define the latter 2 giving examples.
How does motivated reasoning follow on from confirmation bias?
The simple rule in this case was ‘trust the experts’. Although some of the people who were fooled were themselves experts, they were swayed by the other experts opinions.
Motivated reasoning was applied given that if Piltdown man was real, it would mean the oldest specimen was now from England rather than Germany where the Neanderthals are from.
Motivated reasoning allows us to argue against non-confirming information (an extra step on from confirmation bias which is a bias towards information which supports our hypothesis).
Define and give examples of both inductive and deductive reasoning.
Deductive reasoning takes into account which conclusions would likely follow the given information, assuming that is true.
For example, if Tom is taller than Dick, and Dick is taller than Harry, it follows that Tom is also taller than Harry.
Inductive reasoning is commonly used by scientists and detectives. Conclusions are drawn based on the available evidence. This is not guaranteed to produce valid conclusions.
For example, a turkey assumes that it will be fed tomorrow since it has been fed every other morning, but if tomorrow is Christmas eve, its assumption will be false.
“Trust the experts”, “follow the doctors advice” and “memorable things are important” are all examples of _________.
What is the main reason people utilise these, and how do they result in predictable errors?
These are heuristics. People utilise heuristics because it makes difficult decisions easier. Predictable errors happen when the heuristic doesn’t ring true - eg ‘trust the experts’ in the Piltdown man scenario. There wasn’t enough information available yet to disprove it.
Representation is critical. How does this apply in the Piltdown man scenario?
It’s harder to recognise something as a hoax when it’s being framed as legitimate - I would need to gather more new evidence against the evidence that’s there.
What is the Gestalt approach to problem solving? Describe reproductive and productive thinking. Which is more complex?
The Gestalt approach emphasises looking at the problem from different perspectives.
Reproductive thinking is reusing prior knowledge and thought patterns, whereas productive thinking involves approaching the problem in novel ways. Productive thinking is more complex.
What is functional fixity? Think of the candles thumb tacks problem.
Functional fixity is when we become fixated on the functionality of objects, and see things in certain ways, using the same kinds of solutions which we get better and better at.