Realizing an optimization approach inspired from Piagets theory on cognitive development

04/03/2017
by   Utku Kose, et al.
0

The objective of this paper is to introduce an artificial intelligence based optimization approach, which is inspired from Piagets theory on cognitive development. The approach has been designed according to essential processes that an individual may experience while learning something new or improving his / her knowledge. These processes are associated with the Piagets ideas on an individuals cognitive development. The approach expressed in this paper is a simple algorithm employing swarm intelligence oriented tasks in order to overcome single-objective optimization problems. For evaluating effectiveness of this early version of the algorithm, test operations have been done via some benchmark functions. The obtained results show that the approach / algorithm can be an alternative to the literature in terms of single-objective optimization. The authors have suggested the name: Cognitive Development Optimization Algorithm (CoDOA) for the related intelligent optimization approach.

READ FULL TEXT

page 1

page 2

page 3

page 4

04/03/2017

On the idea of a new artificial intelligence based optimization algorithm inspired from the nature of vortex

In this paper, the idea of a new artificial intelligence based optimizat...
06/30/2021

Child Drawing Development Optimization Algorithm based on Child's Cognitive Development

This paper proposes a novel metaheuristic Child Drawing Development Opti...
02/17/2021

An Objective Laboratory Protocol for Evaluating Cognition of Non-Human Systems Against Human Cognition

In this paper I describe and reduce to practice an objective protocol fo...
04/23/2022

LAB: A Leader-Advocate-Believer Based Optimization Algorithm

This manuscript introduces a new socio-inspired metaheuristic technique ...
02/02/2019

Medical Diagnosis with a Novel SVM-CoDOA Based Hybrid Approach

Machine Learning is an important sub-field of the Artificial Intelligenc...
05/25/2005

SWAF: Swarm Algorithm Framework for Numerical Optimization

A swarm algorithm framework (SWAF), realized by agent-based modeling, is...
02/21/2021

Patterns of Cognition: Cognitive Algorithms as Galois Connections Fulfilled by Chronomorphisms On Probabilistically Typed Metagraphs

It is argued that a broad class of AGI-relevant algorithms can be expres...