What is the Newell and Simon framework?
Representation+search = problem solving
Search techniques in problem solving comes in what two forms?
Algorithms, which always finds a solution but is slow
Heuristics, which usually find a solution but are fast
What is the N queens problem?
Finding the amount of queens that can fit in a chessboard (8) without capturing the pieces
What method is generally used in the N queens problem?
Heuristics, general rules with no algorithm to solve it
What is the algorithmic solutionto the n queens problem?
Place each queen in the leftmost column, topmost row
If an impasse is reached, return to the last placement
Change that placement and try again
What is hill climbing?
We continually step towards the goal from the start
What is the flaw of the hill climbing method?
Reaching a local maximum in which no more steps can be taken yet the goal has not be reached. The peak of the mountain is a goal but you can get stuck at a local maximum
Why do people hit a local maximum?
Lack of foresight- you don’t know what the ultimate landscape looks like/where to start. Blindfolded. Which steps would take you up, but you can get stuck at local maximums 1
What is means-end analysis?
Not all problems can be solved by incrementally reducing our distance to the goal, therefore, we establish subgoals, which may or may not be in the same direction as the goal. Means are adjusted incrementally in relation to the ends
What is an example of means end analysis?
Planning ahead which roads you have to take through the freeway in order to get to another location. Or using car, plane, and train to get to a location
Describe working backward and why it is more powerful than hill climbing
Start with the goal and figure out what conditions need to be satisfied for the goals to be satisfied. Then figure out what conditions need to be satisfied for the intermediate conditions to be satisfied and so forth
Provide an example of working backwards in real life (Rachel turns 30)
5 year plans/ 10 year plans to understand what conditions need to met by now
What problem solving strategies can be used in any domains?
Hill climbing, means-end analysis, working backwards?
Provide an example of a domain specific strategy: 3/5+2/7
Find a common denominator and solve from there. Cannot help you solve many fraction maths but can’t help you with another problem (such as learning how to type)
Domain specific strategies are only useful when they can be?
Transferred from one problem to another with sufficient practice
When learning math, students need to ____the strategy from the problems on which it is first learned
Abstract and transfer
What is the tumor problem and the military problem?
Analogous problems: both cannot advance in one direction. Military problem involves many directions to avoid attacking neighboring villages, converge at the castle they want to take. Tumor problem is similar- cannot use strong rays on healthy tissue but need to use strong ray to destroy the tumor. Need to use many small rays.
Describe Gick and HOlyoak presenting particpants with radiation problem after the military problem through suggestion
Only 30% participants offered a convergent solution at first, but when being suggested to use the military problem, 50% offered a convergent solution
How did Gick and Holyoak attempt to decrease transfer deficit by changing the ending of the military story?
Claimed that it was important to use many small forces to be able to solve the problem (principle). However, it was found that prior to the hint, transfer did not really improve if they got the analogous story with or without the principle
How did Gick and Holyoak attempt to increase transfer through a diagram?
Strategy of sending everyone through one road was showed with one big arrow, and then multiple arrows for small rays going to one location. Generally, the diagram with the story did not help and solving rates with just the diagram was very low
What was Gick and Holyoak’s third attempt (through similar and dissimilar story content?)
Similarity conditon: both about army attacking a location and dissimilar story: attack fortress and firefighters attack a fire with multiple jets of water. It was found varying the content (dissimilar) is better at highlighting the core lesson. More than half of dissimilar participants solved the radiation problem without hint
Spontaneous transfer from solved problems to unsolved problems is rare if _______
Problems differ in content
What is the best means of achieving and promoting transfer?
Comparing multiple, dissimilar instances of the same solution
Why is comparing multiple dissimilar instances the best mean of achieveing transfer?
Comparison facilitate the abstraction of higher-order relations (via structure mapping)