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uide axsom yates and chaiken 1987 charteris jennifer 2014 epistemological shudders as productive aporia a heuristic for transformative teacher learning international journal of qualitative methods 13 1 104 121 doi 10 1177 160940691401300102 lozinski and collinson 1999 as cited in giugni 2006 were the first to employ the concept of an epistemological shudder to describe how one s preferred representations of one s known world can prove incapable of immediately making sense of the marvellous p 101 krist christina schwarz christina reiser brian 2018 identifying essential epistemic heuristics for guiding mechanistic reasoning in science learning journal of the learning sciences 28 2 160 205 doi 10 1080 10508406 2018 1510404 the first epistemic heuristic essential to mechanistic reasoning is that students think across scalar levels most definitions of mechanistic reasoning e g grotzer perkins 2000 machamer et al 2000 use the term underlying to describe the kinds of things that must be identified and characterized in order to explain a target phenomenon krist christina schwarz christina reiser brian 2018 identifying essential epistemic heuristics for guiding mechanistic reasoning in science learning journal of the learning sciences 28 2 160 205 doi 10 1080 10508406 2018 1510404 second epistemic heuristic identifying and characterizing relevant elements at a scalar level below that of the target phenomenon we use the term factor to refer generally to the relevant elements at the scalar level below that of the aggregate phenomenon similarly we refer generally to the intellectual work involved in characterizing the relevant properties rules and behaviors of factors as unpacking those factors krist christina schwarz christina reiser brian 2018 identifying essential epistemic heuristics for guiding mechanistic reasoning in science learning journal of the learning sciences 28 2 160 205 doi 10 1080 10508406 2018 1510404 finally the third heuristic essential to mechanistic reasoning involves checking how well the underlying mechanisms fit the observed phenomenon nouri pouria imanipour narges talebi kambiz zali mohammadreza 2018 most common heuristics and biases in nascent entrepreneurs marketing behavior journal of small business entrepreneurship 30 6 451 472 doi 10 1080 08276331 2018 1427406 retrieved 11 may 2024 the affect heuristic is one of the most common heuristics in individuals and has been a popular topic in the study of behavioral finance finucane et al 2000 1 2 3 hart sergiu 2005 adaptive heuristics econometrica 73 5 1401 30 doi 10 1111 j 1468 0262 2005 00625 x jstor 3598879 adaptive heuristics commonly appear in behavioral models such as reinforcement feedback and stimulus response chow sheldon 2015 many meanings of heuristic the british journal for the philosophy of science 66 4 977 1016 doi 10 1093 bjps axu028 jstor 24562967 however a different meaning of heuristic was invoked in psychology with the gestalt theorists and later with simon s notion of satisficing gigerenzer gerd 2008 why heuristics work perspectives on psychological science 3 1 20 29 doi 10 1111 j 1745 6916 2008 00058 x jstor 40212224 pmid 26158666 satisficing simon 1955 todd miller 1999 search through alternatives and choose the first one that exceeds your aspiration level gigerenzer g gaissmaier w 2011 heuristic decision making annual review of psychology 62 451 482 doi 10 1146 annurev psych 120709 145346 hdl 11858 00 001m 0000 0024 f16d 5 pmid 21126183 retrieved 6 may 2024 simon s 1955 satisficing heuristic searches through options in any order stops as soon the first option exceeds an aspiration level and chooses this option chow sheldon 2015 many meanings of heuristic the british journal for the philosophy of science 66 4 977 1016 doi 10 1093 bjps axu028 jstor 24562967 t he representativeness heuristic probabilities are evaluated by the degree to which one thing or event is representative of resembles another the higher the representativeness resemblance the higher the probability estimation lu yun vasko francis drummond trevor vasko lisa 2014 probability perception the representativeness heuristic in action the mathematics teacher 108 2 126 31 doi 10 5951 mathteacher 108 2 0126 the belief that a sequence such as 11111111111111111111 is less probable than a sequence such as 66234441536125563152 is often referred to as the representativeness heuristic kahneman and tversky 1972 shaughnessy 1977 1992 kahneman daniel tversky amos july 1973 on the psychology of prediction psychological review 80 4 237 251 doi 10 1037 h0034747 issn 1939 1471 archived from the original on 2023 10 28 retrieved 2023 05 09 tversky amos kahneman daniel 1973 09 01 availability a heuristic for judging frequency and probability cognitive psychology 5 2 207 232 doi 10 1016 0010 0285 73 90033 9 issn 0010 0285 chow sheldon 2015 many meanings of heuristic the british journal for the philosophy of science 66 4 977 1016 doi 10 1093 bjps axu028 jstor 24562967 t he availability heuristic the frequency of a class or the probability of an event is assessed according to the ease with which instances or associations can be brought to mind tversky and kahneman 1974 gigerenzer g gaissmaier w 2011 heuristic decision making annual review of psychology 62 451 482 doi 10 1146 annurev psych 120709 145346 hdl 11858 00 001m 0000 0024 f16d 5 pmid 21126183 retrieved 6 may 2024 max wertheimer who was a close friend of einstein and his fellow gestalt psychologists spoke of heuristic methods such as looking around to guide search for information 1 2 3 wacquant loic 1985 heuristic models in marxian theory social forces 64 1 17 45 doi 10 2307 2578970 jstor 2578970 in building social theory marx used not one as generally regarded but three heuristic models base superstructure organic totality and dialectical development hey spencer 2016 heuristics and meta heuristics in scientific judgement the british journal for the philosophy of science 67 2 471 95 doi 10 1093 bjps axu045 jstor 43946078 the continuum limit heuristic is one member of a more general class of heuristics for variable reduction wilson 2007 pp 184 92 petersen michael 2015 evolutionary political psychology on the origin and structure of heuristics and biases in politics political psychology 36 1 45 78 doi 10 1111 pops 12237 jstor 43783844 one of the political heuristics that has been most studied from an evolutionary perspective is the deservingness heuristic the deservingness heuristic is the psychological tendency of people to base their opinions about welfare programs on the efforts of the recipients specifically the heuristic motivates people to support welfare benefits to recipients who are represented as victims of bad luck and reject benefits to recipients who are represented as lazy todd p dieckmann a 2004 heuristics for ordering cue search in decision making advances in neural information processing systems 13 18 retrieved 6 may 2024 the even simpler minimalist heuristic which searches through available cues in a random order kao molly 2019 unification beyond justification a strategy for theory development synthese 196 8 3263 78 doi 10 1007 s11229 017 1515 8 jstor 45215151 the focus on unification as a heuristic strategy parallels certain elements of a related type of reasoning namely that found in robustness analysis 1 2 3 4 5 6 schoemaker paul 1991 the quest for optimality a positive heuristic of science behavioral and brain sciences 14 2 205 245 doi 10 1017 s0140525x00066140 retrieved 27 july 2024 as with any heuristic tversky kahneman 1974 however the optimality approach is prone to systematic biases 1 posing a why question 2 bounding the domain of inquiry 3 selection of salient features 4 teleological description of the system 5 search for the optimal solution 6 empirical comparisons 7 further refinement of the model 8 generation of new hypotheses survival of the fittest which is perhaps the grandest of all optimality principles was formulated as a qualitative conceptual cornerstone in darwin s 1859 theory of evolution entropy and least action principles are other broad optimality laws equilibrium notions and homeostatic behavior can also be interpreted as general optimality principles covering wide domains of application 1 2 romanycia m pelletier f 1985 what is a heuristic computational intelligence 1 1 47 58 doi 10 1111 j 1467 8640 1985 tb00058 x minsky s 1961 b subject bibliography lists polya 1945 as the earliest reference to heuristic in the ai literature polya george 1945 how to solve it pdf princeton nj princeton university press p 141 isbn 978 0 691 16407 6 retrieved 10 may 2024 cite book isbn date incompatibility help groner rudolf groner marina bischof walter 2014 methods of heuristics routledge the methods of analysis and synthesis appear later in almost every treatise on problem solving methods from pappus 1 2 3 4 5 chow sheldon 2015 many meanings of heuristic the british journal for the philosophy of science 66 4 977 1016 doi 10 1093 bjps axu028 jstor 24562967 i nfluential heuristics researchers including george polya herbert simon daniel kahneman and amos tversky and gerd gigerenzer 1 2 3 hughes barnabas 1974 heuristic teaching in mathematics educational studies in mathematics 5 3 291 99 doi 10 1007 bf00684704 jstor 3482053 the most important work in heuristic teaching has been done by george polya his how to solve it has been a best seller since its first printing in 1945 copies sold number in the hundreds of thousands complementary to how to solve it are two other works each in two volumes mathematical discovery and mathematics and plausible reasoning hey spencer 2016 heuristics and meta heuristics in scientific judgement the british journal for the philosophy of science 67 2 471 95 doi 10 1093 bjps axu045 jstor 43946078 it is difficult to overstate the influence of tversky and kahneman s work and the so called heuristics and biases research programme that followed chow sheldon 2015 many meanings of heuristic the british journal for the philosophy of science 66 4 977 1016 doi 10 1093 bjps axu028 jstor 24562967 to choose a ripe cantaloupe press the spot on the candidate cantaloupe where it was attached to the plant and smell it if the spot smells like the inside of a cantaloupe it s probably ripe pearl 1984 chow sheldon 2015 many meanings of heuristic the british journal for the philosophy of science 66 4 977 1016 doi 10 1093 bjps axu028 jstor 24562967 start in the centre square when beginning a game of tic tac toe dunbar 1998 1 2 3 4 5 hughes barnabas 1974 heuristic teaching in mathematics educational studies in mathematics 5 3 291 99 doi 10 1007 bf00684704 jstor 3482053 mauritz johnson 1966 observes that the idea is hardly new and that ignoring the classical accreditation of its use to socrates in the meno one finds an early discussion of discovery learning by david p page in his theory and practice of teaching in 1847 as well as by later writers herbert spencer in 1860 frank and charles mcmurry in 1897 and william chandler babley in 1905 zalcman lawrence 1975 a heuristic principle in complex function theory the american mathematical monthly 82 8 813 18 doi 10 2307 2319796 jstor 2319796 hey spencer 2016 heuristics and meta heuristics in scientific judgement the british journal for the philosophy of science 67 2 471 95 doi 10 1093 bjps axu045 jstor 43946078 lakatos 1965 also adopted the term to characterize his methodology of scientific research programmes which would lead researchers to either avoid or pursue certain lines of inquiry negative and positive heuristics respectively hey spencer 2016 heuristics and meta heuristics in scientific judgement the british journal for the philosophy of science 67 2 471 95 doi 10 1093 bjps axu045 jstor 43946078 wimsatt s 1980 1981 2006 2007 work on reductionist modelling strategies also built upon simon s programme of bounded rationality provides an alternative starting point that is more useful for understanding the role that heuristics play in science schaffner kenneth 2008 theories models and equations in biology the heuristic search for emergent simplifications in neurobiology philosophy of science 75 5 1008 21 doi 10 1086 594542 in a series of papers beginning in 1980 and represented in his 2007 book bill wimsatt analyzed a series of heuristics thought of as guides or rules of thumb which are employed when scientists proceed in a reductionist manner 1980 2007 1 2 schaffner kenneth 2008 theories models and equations in biology the heuristic search for emergent simplifications in neurobiology philosophy of science 75 5 1008 21 doi 10 1086 594542 in summary hodgkin and huxley use heuristics in the wimsatt sense and the heuristics fall both into what wimsatt calls reductionistic heuristics and also nonreductionistic heuristics kahneman daniel slovic paul tversky amos eds 30 april 1982 judgment under uncertainty cambridge uk cambridge university press doi 10 1017 cbo9780511809477 isbn 978 0 52128 414 1 heuristics and heuristic evaluation the glossary of human computer interaction interaction design foundation archived from the original on 5 july 2015 retrieved 1 september 2013 groner rudolf groner marina bischof walter f 1983 methods of heuristics hillsdale nj lawrence erlbaum groner rudolf groner marina 1991 heuristische versus algorithmische orientierung als dimension des individuellen kognitiven stils heuristic versus algorithmic orientation as a dimension of the individual cognitive style in k grawe n semmer r hänni eds über die richtige art psychologie zu betreiben about the right way to do psychology in german göttingen hogrefe isbn 978 3 80170 415 5 gigerenzer g gaissmaier w 2011 heuristic decision making annual review of psychology 62 451 482 doi 10 1146 annurev psych 120709 145346 hdl 11858 00 001m 0000 0024 f16d 5 pmid 21126183 retrieved 6 may 2024 the collection of heuristics and building blocks an individual or a species has at its disposal for constructing heuristics together with the core mental capacities that building blocks exploit has been called the adaptive toolbox gigerenzer et al 1999 gigerenzer g gaissmaier w 2011 heuristic decision making annual review of psychology 62 451 482 doi 10 1146 annurev psych 120709 145346 hdl 11858 00 001m 0000 0024 f16d 5 pmid 21126183 retrieved 6 may 2024 core capacities include recognition memory frequency monitoring object tracking and the ability to imitate gigerenzer gerd todd peter m and the abc research group 1999 simple heuristics that make us smart oxford uk oxford university press isbn 978 0 19512 156 8 gigerenzer gerd selten reinhard eds 2002 bounded rationality the adaptive toolbox cambridge ma mit press isbn 978 0 26257 164 7 gigerenzer gerd hertwig ralph pachur thorsten 15 april 2011 heuristics the foundations of adaptive behavior oxford university press doi 10 1093 acprof oso 9780199744282 001 0001 hdl 11858 00 001m 0000 0024 f172 8 isbn 978 0 19989 472 7 gigerenzer gerd gaissmaier wolfgang january 2011...
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