On Optimal Decision-Making in Ant Colonies

08/19/2014
by   Mahnush Movahedi, et al.
0

Colonies of ants can collectively choose the best of several nests, even when many of the active ants who organize the move visit only one site. Understanding such a behavior can help us design efficient distributed decision making algorithms. Marshall et al. propose a model for house-hunting in colonies of ant Temnothorax albipennis. Unfortunately, their model does not achieve optimal decision-making while laboratory experiments show that, in fact, colonies usually achieve optimality during the house-hunting process. In this paper, we argue that the model of Marshall et al. can achieve optimality by including nest size information in their mathematical model. We use lab results of Pratt et al. to re-define the differential equations of Marshall et al. Finally, we sketch our strategy for testing the optimality of the new model.

READ FULL TEXT

page 1

page 2

page 3

page 4

research
09/25/2022

AI, Opacity, and Personal Autonomy

Advancements in machine learning have fuelled the popularity of using AI...
research
06/30/2019

Bayesian Generalized Network Design

We study network coordination problems, as captured by the setting of ge...
research
01/10/2013

A Comparison of Axiomatic Approaches to Qualitative Decision Making Using Possibility Theory

In this paper we analyze two recent axiomatic approaches proposed by Dub...
research
10/27/2020

It's all in the (Sub-)title? Expanding Signal Evaluation in Crowdfunding Research

Research on crowdfunding success that incorporates CATA (computer-aided ...
research
01/28/2022

Discriminating Defense Against DDoS Attacks; a Novel Approach

A recent paper (circa 2020) by Osterwile et al., entitled "21 Years of D...
research
04/21/2019

Genuine Global Identifiers and their Mutual Sureties

We introduce the fundamental notion of a genuine global identifier, name...
research
05/19/2016

Recurrent Exponential-Family Harmoniums without Backprop-Through-Time

Exponential-family harmoniums (EFHs), which extend restricted Boltzmann ...

Please sign up or login with your details

Forgot password? Click here to reset