Semantic search during divergent thinking

Divergent thinking, as a method of examining creative cognition, has not been adequately analyzed in the context of modern cognitive theories. This article casts divergent thinking responding in the context of theories of memory search. First, it was argued that divergent thinking tasks are similar to semantic fluency tasks, but are more constrained, and less well structured. Next, response time distributions from 54 participants were analyzed for temporal and semantic clustering. Participants responded to two prompts from the alternative uses test: uses for a brick and uses for a bottle, for two minutes each. Participants' cumulative response curves were negatively accelerating, in line with theories of search of associative memory. However, results of analyses of semantic and temporal clustering suggested that clustering is less evident in alternative uses responding compared to semantic fluency tasks. This suggests either that divergent thinking responding does not involve an exhaustive search through a clustered memory trace, but rather that the process is more exploratory, yielding fewer overall responses that tend to drift away from close associates of the divergent thinking prompt.

[1]  Kurt Hornik,et al.  Text Mining Infrastructure in R , 2008 .

[2]  S. Thompson-Schill,et al.  A matched filter hypothesis for cognitive control , 2014, Neuropsychologia.

[3]  Walter Kintsch,et al.  Automatic and Strategic Aspects of Knowledge Retrieval , 1985, Cogn. Sci..

[4]  Kevin Dunbar,et al.  Understanding Fluency and Originality: A latent variable perspective , 2014 .

[5]  Herbert A. Simon,et al.  The Structure of Ill Structured Problems , 1973, Artif. Intell..

[6]  Yoed N. Kenett,et al.  Structure and flexibility: Investigating the relation between the structure of the mental lexicon, fluid intelligence, and creative achievement. , 2016 .

[7]  Thomas T. Hills,et al.  The central executive as a search process: priming exploration and exploitation across domains. , 2010, Journal of experimental psychology. General.

[8]  P. Silvia,et al.  The roles of associative and executive processes in creative cognition , 2014, Memory & cognition.

[9]  M. Kahana Associative retrieval processes in free recall , 1996, Memory & cognition.

[10]  S. Mednick The associative basis of the creative process. , 1962, Psychological review.

[11]  P. Silvia,et al.  Are intelligence and creativity really so different , 2011 .

[12]  Narun Pornpattananangkul,et al.  Creativity and sensory gating indexed by the P50: Selective versus leaky sensory gating in divergent thinkers and creative achievers , 2015, Neuropsychologia.

[13]  R Core Team,et al.  R: A language and environment for statistical computing. , 2014 .

[14]  Thomas T. Hills Animal Foraging and the Evolution of Goal-Directed Cognition , 2006, Cogn. Sci..

[15]  Zoe Falomir,et al.  Object replacement and object composition in a creative cognitive system. Towards a computational solver of the Alternative Uses Test , 2016, Cognitive Systems Research.

[16]  R. Stark,et al.  Creativity and the brain: Uncovering the neural signature of conceptual expansion , 2012, Neuropsychologia.

[17]  Stephen K. Reed,et al.  The Structure of Ill-Structured (and Well-Structured) Problems Revisited , 2016 .

[18]  D. Bates,et al.  Fitting Linear Mixed-Effects Models Using lme4 , 2014, 1406.5823.

[19]  Joshua T. Abbott,et al.  Random walks on semantic networks can resemble optimal foraging. , 2015, Psychological review.

[20]  Arthur C. Graesser,et al.  Limited Processing Capacity Constrains the Storage of Unrelated Sets of Words and Retrieval from Natural Categories. , 1978 .

[21]  Sharon L Thompson-Schill,et al.  Dissociable brain states linked to common and creative object use , 2011, Human brain mapping.

[22]  J. Wixted,et al.  An analysis of latency and interresponse time in free recall , 1994, Memory & cognition.

[23]  E. Charnov Optimal foraging, the marginal value theorem. , 1976, Theoretical population biology.

[24]  Roger E. Beaty,et al.  Ready, Set, Create: What Instructing People to "Be Creative" Reveals About the Meaning and Mechanisms of Divergent Thinking , 2014 .

[25]  G. Winocur,et al.  Clustering and switching as two components of verbal fluency: evidence from younger and older healthy adults. , 1997, Neuropsychology.

[26]  J. Wixted,et al.  Retrieval from semantic memory and its implications for Alzheimer's disease. , 1995, Journal of experimental psychology. Learning, memory, and cognition.

[27]  J. Wixted,et al.  Analyzing the dynamics of free recall: An integrative review of the empirical literature , 1994, Psychonomic bulletin & review.

[28]  Adrian David Cheok,et al.  What is Creativity? Emergent Phenomena in Complex Adaptive Systems , 2020 .

[29]  Ali A. Minai,et al.  Divergent thinking in a neurodynamical model of ideation , 2016, 2016 International Joint Conference on Neural Networks (IJCNN).

[30]  Jeremy R. Gray,et al.  Thin slices of creativity: Using single-word utterances to assess creative cognition , 2013, Behavior research methods.

[31]  Roger E. Beaty,et al.  Verbal fluency and creativity: General and specific contributions of broad retrieval ability (Gr) factors to divergent thinking , 2013 .

[32]  Preslav Nakov,et al.  Weight functions impact on LSA performance , 2001 .

[33]  P. Silvia Another look at creativity and intelligence: Exploring higher-order models and probable confounds. , 2008 .

[34]  Gene A. Brewer,et al.  Strategic search from long-term memory: An examination of semantic and autobiographical recall , 2014, Memory.

[35]  Roger E. Beaty,et al.  Does insight problem solving predict real-world creativity? , 2014 .

[36]  Kevin Dunbar,et al.  Creativity Evaluation through Latent Semantic Analysis , 2009 .

[37]  Modes of Thinking in Young Children: A Study of the Creativity-Intelligence Distinction. , 1966 .

[38]  Mathias Benedek,et al.  To create or to recall? Neural mechanisms underlying the generation of creative new ideas☆ , 2014, NeuroImage.

[39]  Bob Rehder,et al.  Using latent semantic analysis to assess knowledge: Some technical considerations , 1998 .

[40]  R. Shiffrin,et al.  Search of associative memory. , 1981 .

[41]  J. Fleiss,et al.  Intraclass correlations: uses in assessing rater reliability. , 1979, Psychological bulletin.

[42]  Robert W. Weisberg,et al.  COMMENTARIES: We Are All Partly Right: Comment on Simonton , 2007 .

[43]  Robert W. Weisberg,et al.  On Structure in the Creative Process: A Quantitative Case-Study of the Creation of Picasso's Guernica , 2004 .

[44]  Thomas T. Hills,et al.  Optimal foraging in semantic memory. , 2012, Psychological review.

[45]  R. Jung,et al.  The structure of creative cognition in the human brain , 2013, Front. Hum. Neurosci..

[46]  R M Shiffrin,et al.  Retrieval strategies in recall of natural categories and categorized lists. , 1986, Journal of experimental psychology. Learning, memory, and cognition.

[47]  Robert W. Weisberg,et al.  Frank Lloyd Wright's Fallingwater: A Case Study in Inside-the-Box Creativity , 2011 .

[48]  Yoed N. Kenett,et al.  Investigating the structure of semantic networks in low and high creative persons , 2014, Front. Hum. Neurosci..

[49]  J P GUILFORD,et al.  Relations of creative responses to working time and instructions. , 1957, Journal of experimental psychology.

[50]  W. A. Bousfield,et al.  An Analysis of Sequences of Restricted Associative Responses , 1944 .

[51]  Sean M. Polyn,et al.  A context maintenance and retrieval model of organizational processes in free recall. , 2009, Psychological review.

[52]  Richard W. Hass,et al.  Tracking the dynamics of divergent thinking via semantic distance: Analytic methods and theoretical implications , 2017, Memory & cognition.

[53]  J. Isaiah Harbison,et al.  Automated scoring of originality using semantic representations , 2014, CogSci.

[54]  Thomas L. Griffiths,et al.  Empirical Evidence for Markov Chain Monte Carlo in Memory Search , 2014, CogSci.

[55]  Michael N. Jones,et al.  Foraging in Semantic Fields: How We Search Through Memory , 2015, Top. Cogn. Sci..

[56]  K. Gilhooly,et al.  Divergent thinking: strategies and executive involvement in generating novel uses for familiar objects. , 2007, British journal of psychology.

[57]  Kevin A. Smith,et al.  Multiply-constrained semantic search in the Remote Associates Test , 2013, Cognition.

[58]  A. Kruglanski,et al.  The energetics of motivated cognition: a force-field analysis. , 2012, Psychological review.

[59]  Mark Jung-Beeman,et al.  Normative data for 144 compound remote associate problems , 2003, Behavior research methods, instruments, & computers : a journal of the Psychonomic Society, Inc.

[60]  T. Landauer,et al.  A Solution to Plato's Problem: The Latent Semantic Analysis Theory of Acquisition, Induction, and Representation of Knowledge. , 1997 .

[61]  Eddy J. Davelaar,et al.  Semantic Search in the Remote Associates Test , 2015, Top. Cogn. Sci..

[62]  Roger E. Beaty,et al.  Why do ideas get more creative across time? An executive interpretation of the serial order effect in divergent thinking tasks. , 2012 .

[63]  Thomas T. Hills,et al.  Dynamic search and working memory in social recall. , 2012, Journal of experimental psychology. Learning, memory, and cognition.

[64]  John T. Willse,et al.  Assessing Creativity With Divergent Thinking Tasks: Exploring the Reliability and Validity of New Subjective Scoring Methods , 2008 .

[65]  W C Ward,et al.  Creativity in young children. , 1968, Child development.

[66]  Richard W. Hass Feasibility of online divergent thinking assessment , 2015, Comput. Hum. Behav..

[67]  W. Batchelder,et al.  Predicting Clustering From Semantic Structure , 1993 .

[68]  D. Mirman,et al.  Statistical and computational models of the visual world paradigm: Growth curves and individual differences. , 2008, Journal of memory and language.

[69]  L. Hubert,et al.  A general statistical framework for assessing categorical clustering in free recall. , 1976 .

[70]  J. Isaiah Harbinson,et al.  Automated scoring of originality using semantic representations , 2014 .

[71]  D. Schacter,et al.  Creative Cognition and Brain Network Dynamics , 2016, Trends in Cognitive Sciences.

[72]  Emily C. Nusbaum,et al.  Are intelligence and creativity really so different? ☆: Fluid intelligence, executive processes, and strategy use in divergent thinking , 2011 .

[73]  G. Lockhead,et al.  The free recall of category examples. , 1980 .