problem solving
= the effort directed toward finding ways to overcome obstacles in order to obtain one’s goals
____ need to be determined and enacted in order to move from a ________ state to a _______ state
operators
given state
goal state
what are 3 simple problems?
what are these 3 simple problems example of
routine problems where the solution is KNOWN
–> it might take a bit to get there but we will
non-routine complex problems
we don’t know the solution
–> more difficult
–> may contain many goals or solutions that are interdependent
what are well defined problems
given state, goal state and operators are well specified (ie, maths)
what are ill defined problems
these parts are poorly delineated
what are 3 ways that we solve problems?
insights
describes the process of suddenly gaining a solution to a problem (aha moment)
–> particularly common for creative solutions
what do we require for insight?
cognitive flexibility, visualization
transfer solution
learning how to solve one problem that generalizes to solving others
what is analogical reasoning
way of find solutions by transferring their knowledge from other problems
–> requires us to recognize similarities between new and old problems
heuristics
shortcuts or simple strategies to solve problems
what are the 3 main heuristics that we use?
random trial error
randomly selecting and applying different potential solutions until a problem is solved . often unsuccessful and frustrating
hill climbing
the process of choosing one solution and then iteratively improving it to move the problem solver closer to the goal state.
–> used a lot in AI and training algorithms
means-end analysis
the process of identifying the difference between the current state and the goal state and creating subgoals that can be achieved more easily and iteratively reduce the difference between the 2 states
–> used in complex problems but requires us to know the goal state
what can we see in problem solving, experts vs novices? why is this?
experts solve problems in their domain in expertise better than novices
–> because they can notice meaningful patterns that wouldn’t be obvious to novices
what is the difference between expert and novice knowledge?
expert knowledge seems more specific and contextualized
–> allows them to better organize, represent and interpret material
what can we see in chess regarding experts and novices?
if the pieces are arranged in meaningful ways, experts have much better memory than novices, likely due to chunking info in a way that reflects their deeper understanding
–> if the pieces are arranged randomly, they perform similar to novices, showing that its not an intrinsic ability
master’s game
a game that actually has meaning and possible moves. Easier for experts to chunk, contextualize and remember.
situated cognition
=the idea that thinking is shaped by its physical and social context. it is important that these skills are transferrable
–> In a study with children who were street vendors were good at solving arithmetic problems involved in their transactions but performed poorly in school
what is creativity?
the generation of a novel product or idea that is useful for some purpose
–> very hard to operationalize
what are 4 factors relevant to creativity?