Computer Science – Neural and Evolutionary Computing
Scientific paper
2009-07-02
Computer Science
Neural and Evolutionary Computing
Scientific paper
Although researchers often comment on the rising popularity of nature-inspired meta-heuristics (NIM), there has been a paucity of data to directly support the claim that NIM are growing in prominence compared to other optimization techniques. This study presents evidence that the use of NIM is not only growing, but indeed appears to have surpassed mathematical optimization techniques (MOT) in several important metrics related to academic research activity (publication frequency) and commercial activity (patenting frequency). Motivated by these findings, this article discusses some of the possible origins of this growing popularity. I review different explanations for NIM popularity and discuss why some of these arguments remain unsatisfying. I argue that a compelling and comprehensive explanation should directly account for the manner in which most NIM success has actually been achieved, e.g. through hybridization and customization to different problem environments. By taking a problem lifecycle perspective, this paper offers a fresh look at the hypothesis that nature-inspired meta-heuristics derive much of their utility from being flexible. I discuss global trends within the business environments where optimization algorithms are applied and I speculate that highly flexible algorithm frameworks could become increasingly popular within our diverse and rapidly changing world.
No associations
LandOfFree
Survival of the flexible: explaining the recent dominance of nature-inspired optimization within a rapidly evolving world does not yet have a rating. At this time, there are no reviews or comments for this scientific paper.
If you have personal experience with Survival of the flexible: explaining the recent dominance of nature-inspired optimization within a rapidly evolving world, we encourage you to share that experience with our LandOfFree.com community. Your opinion is very important and Survival of the flexible: explaining the recent dominance of nature-inspired optimization within a rapidly evolving world will most certainly appreciate the feedback.
Profile ID: LFWR-SCP-O-730735