In my earlier post I was considering combining game theory and measure theory methodologies of MAS and swarm systems. From my research into this topic I found this paper https://jacobstechnology.com/acs/pdf/ESOA06Hybrid.pdf. Although it seems like the people who published it are respectable, the paper has never been cited. Which is strange since it is an interesting topic. They came… Continue reading Integrating Agent Models
Measuring Complexity
I would like to be able to measure the complexity of agents to determine whether a system is really a swarm or if it is a multiagent learning system etc. A discussion of complexity measures: http://tinyurl.com/measurecomplex. By knowing the type of system an outside agent can better adapt to, learn from, or manipulate the system.
Combining Swarms and large MAL systems
I would like to see if game theory and measure theory (in terms of swarms) can be merged to gain a better theoretical understanding of large complex systems of learning agents. I have been reading http://tinyurl.com/mathswarm which describes some of the mathematics behind swarms. Based on this article they use measure theory to model swarm so I… Continue reading Combining Swarms and large MAL systems
Swarms
Innovation and learning seemed to develop more quickly with a larger population. Like comparing europe to the native americans. So I think that it would be wise to try to see how large groups of agents who were grouped doing different tasks whether innovation would emerge. Like have a huge “soup” of agents and have… Continue reading Swarms
Scope of Swarm
At what point does the macrophenoma of a MAS appear as a swarm like behavior? Then in a large multiagent learning problem could the agents be viewed as swarms instead of agents? Can an algorithm be created to discover the swarm behavior of a large system composed of MARL agents?
Learning from/by Demonstration what are the limitations?
I’ve been reading up on this area a bit and I haven’t yet seen a paper detailing the shortcomings or limitations of this approach to AI. I’ll read more to see if someone has researched this…
Adaptive websites
In AI terms the user agent’s environment when browsing the internet is their browser. So, if the browser could construct a model of the user’s behavior, when the user enters a website the model that has been constructed could be sent to the website in order to construct a personalized layout etc. Websites could possibly… Continue reading Adaptive websites
F-statistics for NEAT
To determine the number of genomes within the population automatically could use F-statistics (http://en.wikipedia.org/wiki/F-statistics). It doesn’t seem like it has been explored in genetic algorithms, rather for human population studies. Another way that subpopulations could be culled is to use the inbreeding coefficient (http://en.wikipedia.org/wiki/Coefficient_of_relationship).
Culture
Could I use a model or description of the culture of an agent to determine how well it would adapt to working with others in a group. Sort of a similarity index of cultures. This would help an agent to decide if he wants to collaborate with a group. Sean Luke has published two papers… Continue reading Culture
Automatic Subject Line Generation
I sometimes have a hard time thinking of what would be a good subject line for an email. It seems like the subject could be automatically generated based on the message with a combination of a word cloud, thesaurus, and learning based on the user’s inbox.