A recent paper in PNAS <http://www.pnas.org/content/108/6/2312.full> shows
that groups make faster and more accurate decisions the larger they are
(presumably up to a limit). The primary reason is that larger groups have
"more eyes" than smaller groups.  As long as information transmission
through groups is not significantly delayed, larger is better.

 *Abstract.* Although it has been suggested that large animal groups should
make better decisions than smaller groups, there are few empirical
demonstrations of this phenomenon and still fewer explanations of the how
these improvements may be made. Here we show that both speed and accuracy of
decision making increase with group size in fish shoals under predation
threat. We examined two plausible mechanisms for this improvement: first,
that groups are guided by a small proportion of high-quality decision makers
and, second, that group members use self-organized division of vigilance.
Repeated testing of individuals showed no evidence of different
decision-making abilities between individual fish. Instead, we suggest
that shoals
achieve greater decision-making efficiencies through division of labor
combined with social information transfer. Our results should prompt
reconsideration of how we view cooperation in animal groups with fluid
membership.


... The “many eyes” theory predicts that predators will be detected sooner
by larger groups, increasing the probability of escape for the individual
that first detects them, as well as for other group members as the
information is transmitted across the group
(9<http://www.pnas.org/content/108/6/2312.full#ref-9>
–13 <http://www.pnas.org/content/108/6/2312.full#ref-13>). Despite the fact
that numerous studies have provided evidence in support of this functional
benefit of larger group sizes, little is known about the decision-making
mechanisms that underlie this key benefit of sociality. If we assume that
members independently gather information and scan different parts of the
environment, then the first individual to detect a given cue could initiate
a response that proliferates rapidly throughout the group
(14<http://www.pnas.org/content/108/6/2312.full#ref-14>
–17 <http://www.pnas.org/content/108/6/2312.full#ref-17>). Under this
scenario, improvements in both speed and accuracy of collective decision
making with group size can result because *a*) the probability that the
group contains individuals that are better at scanning increases with group
size and/or *b*) individuals do not need to scan as much of their
environment when in groups, effectively focusing their information gathering
to a smaller area of space.

... Both speed and accuracy of collective decision making increase with
group size. In comparison with single fish, groups of 8 and of 16 fish were
significantly faster and more accurate. The improvements in accuracy were
remarkably similar to a perfect many eyes prediction, where detection of the
predator by a single individual equates to detection by the entire group.

... Clustering of decisions is indicative of positive feedback through
social cues. This feedback may well involve quorum rules, where the
probability of moving in a particular direction increases nonlinearly with
group size. These quorums allow errors by individual fish to be filtered
out. However, what is most remarkable in the current experiment is that
improvements in accuracy start even in groups of two and then accelerate
rapidly.

... Our results are not consistent with the game-theoretic reasoning often
applied when thinking about predator avoidance situations. For example,
there is no evidence of individuals in larger groups slowing down to force
another group member to take the risk of inspecting the two options. On the
contrary, the efficiency of the fish shoal's many eyes suggests a high
degree of cooperation in detection and avoidance of predators. The evolution
of this cooperation can be understood only by identifying the cues used by a
fish that allow it to determine when another fish has spotted a predator.

I have always thought that "many eyes" is also the reason that market-based
system work better than centrally controlled systems. A market-based system
has many eyes all looking for efficiencies to bring to market. A centrally
controlled system simply can't match that.

*-- Russ Abbott*
*_____________________________________________*
***  Professor, Computer Science*
*  California State University, Los Angeles*

*  Google voice: 747-*999-5105
*  blog: *http://russabbott.blogspot.com/
  vita:  http://sites.google.com/site/russabbott/
*_____________________________________________*
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