Literature DB >> 30718420

Scaling up analogical innovation with crowds and AI.

Aniket Kittur1, Lixiu Yu2, Tom Hope3, Joel Chan4, Hila Lifshitz-Assaf5, Karni Gilon3, Felicia Ng6, Robert E Kraut6, Dafna Shahaf3.   

Abstract

Analogy-the ability to find and apply deep structural patterns across domains-has been fundamental to human innovation in science and technology. Today there is a growing opportunity to accelerate innovation by moving analogy out of a single person's mind and distributing it across many information processors, both human and machine. Doing so has the potential to overcome cognitive fixation, scale to large idea repositories, and support complex problems with multiple constraints. Here we lay out a perspective on the future of scalable analogical innovation and first steps using crowds and artificial intelligence (AI) to augment creativity that quantitatively demonstrate the promise of the approach, as well as core challenges critical to realizing this vision.

Entities:  

Keywords:  AI; analogy; crowdsourcing; innovation; machine learning

Year:  2019        PMID: 30718420      PMCID: PMC6369801          DOI: 10.1073/pnas.1807185116

Source DB:  PubMed          Journal:  Proc Natl Acad Sci U S A        ISSN: 0027-8424            Impact factor:   11.205


  4 in total

1.  The in vivo/in vitro approach to cognition: the case of analogy.

Authors:  K Dunbar; I Blanchette
Journal:  Trends Cogn Sci       Date:  2001-08-01       Impact factor: 20.229

2.  The relationship of analogical distance to analogical function and preinventive structure: the case of engineering design.

Authors:  Bo T Christensen; Christian D Schunn
Journal:  Mem Cognit       Date:  2007-01

3.  The roles of similarity in transfer: separating retrievability from inferential soundness.

Authors:  D Gentner; M J Rattermann; K D Forbus
Journal:  Cogn Psychol       Date:  1993-10       Impact factor: 3.468

4.  Dismantling Knowledge Boundaries at NASA: The Critical Role of Professional Identity in Open Innovation.

Authors:  Hila Lifshitz-Assaf
Journal:  Adm Sci Q       Date:  2017-12-14
  4 in total
  3 in total

1.  Creativity and collaboration: Revisiting cybernetic serendipity.

Authors:  Ben Shneiderman
Journal:  Proc Natl Acad Sci U S A       Date:  2019-02-05       Impact factor: 11.205

2.  The creative touch: the influence of haptics on creativity.

Authors:  Claire Heeryung Kim; Kelly B Herd; H Shanker Krishnan
Journal:  Mark Lett       Date:  2022-05-14

Review 3.  Improving scalability in systems neuroscience.

Authors:  Zhe Sage Chen; Bijan Pesaran
Journal:  Neuron       Date:  2021-04-07       Impact factor: 18.688

  3 in total

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