Software Development Meets the Wisdom of Crowds

60

description

Prof. Hwang's presentation about AAAI2010 and FSE 2010 at Microsoft Research Redmond.

Transcript of Software Development Meets the Wisdom of Crowds

Page 1: Software Development Meets the Wisdom of Crowds
Page 2: Software Development Meets the Wisdom of Crowds
Page 3: Software Development Meets the Wisdom of Crowds
Page 4: Software Development Meets the Wisdom of Crowds
Page 5: Software Development Meets the Wisdom of Crowds
Page 6: Software Development Meets the Wisdom of Crowds
Page 7: Software Development Meets the Wisdom of Crowds
Page 8: Software Development Meets the Wisdom of Crowds
Page 9: Software Development Meets the Wisdom of Crowds
Page 10: Software Development Meets the Wisdom of Crowds
Page 11: Software Development Meets the Wisdom of Crowds
Page 12: Software Development Meets the Wisdom of Crowds
Page 13: Software Development Meets the Wisdom of Crowds
Page 14: Software Development Meets the Wisdom of Crowds
Page 15: Software Development Meets the Wisdom of Crowds
Page 16: Software Development Meets the Wisdom of Crowds
Page 17: Software Development Meets the Wisdom of Crowds
Page 18: Software Development Meets the Wisdom of Crowds
Page 19: Software Development Meets the Wisdom of Crowds
Page 20: Software Development Meets the Wisdom of Crowds
Page 21: Software Development Meets the Wisdom of Crowds
Page 22: Software Development Meets the Wisdom of Crowds
Page 23: Software Development Meets the Wisdom of Crowds
Page 24: Software Development Meets the Wisdom of Crowds
Page 25: Software Development Meets the Wisdom of Crowds
Page 26: Software Development Meets the Wisdom of Crowds
Page 27: Software Development Meets the Wisdom of Crowds
Page 28: Software Development Meets the Wisdom of Crowds
Page 29: Software Development Meets the Wisdom of Crowds
Page 30: Software Development Meets the Wisdom of Crowds
Page 31: Software Development Meets the Wisdom of Crowds
Page 32: Software Development Meets the Wisdom of Crowds
Page 33: Software Development Meets the Wisdom of Crowds
Page 34: Software Development Meets the Wisdom of Crowds
Page 35: Software Development Meets the Wisdom of Crowds
Page 36: Software Development Meets the Wisdom of Crowds
Page 37: Software Development Meets the Wisdom of Crowds
Page 38: Software Development Meets the Wisdom of Crowds
Page 39: Software Development Meets the Wisdom of Crowds
Page 40: Software Development Meets the Wisdom of Crowds
Page 41: Software Development Meets the Wisdom of Crowds
Page 42: Software Development Meets the Wisdom of Crowds
Page 43: Software Development Meets the Wisdom of Crowds
Page 44: Software Development Meets the Wisdom of Crowds
Page 45: Software Development Meets the Wisdom of Crowds
Page 46: Software Development Meets the Wisdom of Crowds
Page 47: Software Development Meets the Wisdom of Crowds
Page 48: Software Development Meets the Wisdom of Crowds
Page 49: Software Development Meets the Wisdom of Crowds
Page 50: Software Development Meets the Wisdom of Crowds
Page 51: Software Development Meets the Wisdom of Crowds
Page 52: Software Development Meets the Wisdom of Crowds
Page 53: Software Development Meets the Wisdom of Crowds
Page 54: Software Development Meets the Wisdom of Crowds
Page 55: Software Development Meets the Wisdom of Crowds
Page 56: Software Development Meets the Wisdom of Crowds
Page 57: Software Development Meets the Wisdom of Crowds
Page 58: Software Development Meets the Wisdom of Crowds
Page 59: Software Development Meets the Wisdom of Crowds
Page 60: Software Development Meets the Wisdom of Crowds

Crowdsourcing 101 - tapping into the wisdom of crowds

Crowdsourcing 101 - tapping into the wisdom of crowds

Agile by Example '16 Wisdom of the crowds

Agile by Example '16 Wisdom of the crowds

Wisdom of Crowds Webinar Deck

Wisdom of Crowds Webinar Deck

Wisdom of crowds for robust gene network inferencecompbio.mit.edu/publications/71_Marbach_NatureMethods_12.pdf · ‘The wisdom of crowds’ refers to the phenomenon in which the

Wisdom of crowds for robust gene network inferencecompbio.mit.edu/publications/71_Marbach_NatureMethods_12.pdf · ‘The wisdom of crowds’ refers to the phenomenon in which the

Wisdom or Madness? Comparing Crowds with Expert Evaluation ... Files/14-116_a40be71c-2ca5-409c... · Wisdom or Madness? Comparing Crowds with ... 14-116 August 26, 2015. 1 Wisdom

Wisdom or Madness? Comparing Crowds with Expert Evaluation ... Files/14-116_a40be71c-2ca5-409c... · Wisdom or Madness? Comparing Crowds with ... 14-116 August 26, 2015. 1 Wisdom

Wisdom of Crowds Business Intelligence Market Study

Wisdom of Crowds Business Intelligence Market Study

JamesSurowiecki the wisdom of crowds - Karen Eliot€¦ · the wisdom of crowds why the many are smarter than the few and how collective wisdom shapes business, economies, societies,

JamesSurowiecki the wisdom of crowds - Karen Eliot€¦ · the wisdom of crowds why the many are smarter than the few and how collective wisdom shapes business, economies, societies,

THE WISDOM OF CROWDS? GROUPTHINK AND NONPROFIT GOVERNANCE

THE WISDOM OF CROWDS? GROUPTHINK AND NONPROFIT GOVERNANCE

Wisdom of Crowds Enterprise Performance Management

Wisdom of Crowds Enterprise Performance Management

Wisdom of Crowds vs. Groupthink

Wisdom of Crowds vs. Groupthink

Crowds of Wisdom- Random Forest & Morningstar Quant …pittsburgh.qwafafew.org/wp.../06/Wisdom-of-Crowds... · Morningstar Quant Equity Rating . Agenda 2 ... Ensemble models mathematically

Crowds of Wisdom- Random Forest & Morningstar Quant …pittsburgh.qwafafew.org/wp.../06/Wisdom-of-Crowds... · Morningstar Quant Equity Rating . Agenda 2 ... Ensemble models mathematically

Wisdom of Crowds Enterprise Planning Market Studyresource.prophix.com/en-whitepapers/Wisdom-of-Crowds... · 2019-07-09 · Wisdom of Crowds® Enterprise Planning Market Study brand,

Wisdom of Crowds Enterprise Planning Market Studyresource.prophix.com/en-whitepapers/Wisdom-of-Crowds... · 2019-07-09 · Wisdom of Crowds® Enterprise Planning Market Study brand,

The Wisdom of witterT Crowds - Washington University in …dybfin.wustl.edu/teaching/topicsquantfin17-1/slides/Wisdom_of_Crow… · The wisdom of wittter crowds Comparisons and comments

The Wisdom of witterT Crowds - Washington University in …dybfin.wustl.edu/teaching/topicsquantfin17-1/slides/Wisdom_of_Crow… · The wisdom of wittter crowds Comparisons and comments

Wisdom of Crowds and Rank Aggregation

Wisdom of Crowds and Rank Aggregation

The Multidimensional Wisdom of Crowds - …papers.nips.cc/paper/4074-the-multidimensional-wisdom-of-crowds.pdfThe Multidimensional Wisdom of Crowds Peter Welinder1 Steve Branson 2Serge

The Multidimensional Wisdom of Crowds - …papers.nips.cc/paper/4074-the-multidimensional-wisdom-of-crowds.pdfThe Multidimensional Wisdom of Crowds Peter Welinder1 Steve Branson 2Serge

Wisdom of Crowds Business Intelligence Market Study …static.klipfolio.com/dresner-reports/dresner-wisdom-of-crowds-2017.pdf · May 31, 2017 Dresner Advisory Services, LLC Wisdom

Wisdom of Crowds Business Intelligence Market Study …static.klipfolio.com/dresner-reports/dresner-wisdom-of-crowds-2017.pdf · May 31, 2017 Dresner Advisory Services, LLC Wisdom

Wisdom of Artificial Crowds a Metaheuristic Algorithm for ...cecs.louisville.edu/ry/Wisdom.pdf · Wisdom of Artificial Crowds – a Metaheuristic Algorithm for Optimization and .

Wisdom of Artificial Crowds a Metaheuristic Algorithm for ...cecs.louisville.edu/ry/Wisdom.pdf · Wisdom of Artificial Crowds – a Metaheuristic Algorithm for Optimization and .

Human computation, and the wisdom of crowds

Human computation, and the wisdom of crowds

The Ultimate Wisdom of Crowds Platform by Clupedia

The Ultimate Wisdom of Crowds Platform by Clupedia

Downloading Wisdom from Online Crowds - ftp.iza.orgftp.iza.org/dp3809.pdfDownloading Wisdom from Online Crowds Albert Saiz University of Pennsylvania and IZA Uri Simonsohn University

Downloading Wisdom from Online Crowds - ftp.iza.orgftp.iza.org/dp3809.pdfDownloading Wisdom from Online Crowds Albert Saiz University of Pennsylvania and IZA Uri Simonsohn University