wisdom-of-crowds 41
[1201.6655] Learning Performance of Prediction Markets with Kelly Bettors
february 2012 by Vaguery
"In evaluating prediction markets (and other crowd-prediction mechanisms), investigators have repeatedly observed a so-called "wisdom of crowds" effect, which roughly says that the average of participants performs much better than the average participant. The market price---an average or at least aggregate of traders' beliefs---offers a better estimate than most any individual trader's opinion. In this paper, we ask a stronger question: how does the market price compare to the best trader's belief, not just the average trader. We measure the market's worst-case log regret, a notion common in machine learning theory. To arrive at a meaningful answer, we need to assume something about how traders behave. We suppose that every trader optimizes according to the Kelly criteria, a strategy that provably maximizes the compound growth of wealth over an (infinite) sequence of market interactions. We show several consequences.…"
prediction
performance-measure
agent-based
simulation
nudge-targets
wisdom-of-crowds
february 2012 by Vaguery
Collective Wisdom — Crooked Timber
october 2011 by Vaguery
"More broadly, a simple dictum such as ‘listen to the experts’ isn’t going to work, precisely because our most powerful methods of generating new knowledge (viz. the sciences) are not so much based on listening to individual experts, as on including these experts (and many others) in broader social systems which expose them continually to the ideas of others and vice-versa. Designing (or – perhaps better- nurturing) such systems is hard to think about and hard to do – but it has to be the way forward."
via:arsyed
wisdom-of-crowds
complexology
innovation
cultural-assumptions
credentialing
problem-solving
what-is-true-is-what-gets-said
october 2011 by Vaguery
"The pre-season AP poll is great." (the kenpom.com blog)
november 2010 by arthegall
"It’s informed groupthink at its finest." -- A great quote, but I really like the whole discussion.
sports
polling
bias
groupthink
wisdom-of-crowds
averaging
statistics
november 2010 by arthegall
A List Apart: Articles: The Wisdom of Community
may 2009 by thijsniks
The Wisdom of Crowds (WOC) theory does not mean that people are smart in groups—they’re not. Anyone who’s seen an angry mob knows it. But crowds, presented with the right challenge and the right interface, can be wise. When it works, the crowd is wiser, in fact, than any single participant.
woc
wisdom-of-crowds
a-list-apart
artikel
webdev
derek-powazek
may 2009 by thijsniks
University of Michigan | Business Intelligence
february 2009 by Vaguery
"Most large organizations have a "top-down" central planning function, although they operate externally within a "bottom-up" (market) economy. As the business environment becomes more complex, top-down planning systems have been hard pressed to adequately understand and effectively respond to the quickly-developing challenges.
To cope with the complexity, some leading organizations are introducing more market-based BI systems to help with organizational decision-making. One of the emerging practices is called, prediction markets."
conference
local
University-of-Michigan
prediction-markets
wisdom-of-crowds
decision-making
To cope with the complexity, some leading organizations are introducing more market-based BI systems to help with organizational decision-making. One of the emerging practices is called, prediction markets."
february 2009 by Vaguery
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