Wisdom of crowds is the
interdisciplinary field of
energy that comes into reality, when people interact
from the position beyond ego. Human beings have advanced capabilities
in interpreting visual data, path planning and reasoning as compared
to machines or insects. Swarm behavior defines where the behavior of
a large group of individuals is determined purely by their local
interaction. The individual may be stupid, inexpensive and dispensable,
but with the proper local interactions as a whole, may exhibit
amazingly, complex and intelligent behavior. Swarm Intelligence (SI) demands
a number of characteristics, like flexibility, robustness,
decentralization, self-organization and simplicity
to achieve impressive results through collaboration of individuals.
SI is inspired by a group of social creatures like colonies of
ants, swarm of bees, school of fishes and flocks of geese to understand
the practical application of existing biological knowledge, in order
to formulate new ideas to solve real-world problems. Social
intelligence is derived from collective adaptation. The ants can solve
complex problems by finding food, building or extending a nest, efficiently
dividing labor among individuals, responding to external challenges
and spreading alarm. The role of SI is to seek a diversity of options,
encourage free competition, and use an effective mechanism to narrow
the choice (Example: Investors behavior in the stock market, betters
behavior at a horse race). SI architecture is built based on
self-organization and stigmergy. Self-organizing systems can be characterized by
four properties. 1. `Positive feedback' amplifies a certain behavior (e.g.,
Bees may induce other bees to follow them to good food sources). 2.
`Negative feedback' on the other hand, limits a behavior (e.g., If a
food source is too crowded). 3. `The amplification of fluctuations'
enables discovery of a new collective behavior resulting from random walks
or errors of individuals. 4. `Multiple interactions' between individuals,
direct or indirect, can be mediated by sound, smell or vision (e.g.,
word-of-mouth recommendations of a new restaurant or good
doctors). Swarms can communicate indirectly by changing the environment
called stigmergy. The ants can communicate with each other by the smell
of their body. The ants find the shortest path with a very simple
behavior, by laying and following a track of pheromones. |