Cargando…

The Drivers of Heuristic Optimization in Insect Object Manufacture and Use

Insects have small brains and heuristics or ‘rules of thumb’ are proposed here to be a good model for how insects optimize the objects they make and use. Generally, heuristics are thought to increase the speed of decision making by reducing the computational resources needed for making decisions. By...

Descripción completa

Detalles Bibliográficos
Autores principales: Mhatre, Natasha, Robert, Daniel
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Frontiers Media S.A. 2018
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6021527/
https://www.ncbi.nlm.nih.gov/pubmed/29977216
http://dx.doi.org/10.3389/fpsyg.2018.01015
_version_ 1783335492317609984
author Mhatre, Natasha
Robert, Daniel
author_facet Mhatre, Natasha
Robert, Daniel
author_sort Mhatre, Natasha
collection PubMed
description Insects have small brains and heuristics or ‘rules of thumb’ are proposed here to be a good model for how insects optimize the objects they make and use. Generally, heuristics are thought to increase the speed of decision making by reducing the computational resources needed for making decisions. By corollary, heuristic decisions are also deemed to impose a compromise in decision accuracy. Using examples from object optimization behavior in insects, we will argue that heuristics do not inevitably imply a lower computational burden or lower decision accuracy. We also show that heuristic optimization may be driven by certain features of the optimization problem itself: the properties of the object being optimized, the biology of the insect, and the properties of the function being optimized. We also delineate the structural conditions under which heuristic optimization may achieve accuracy equivalent to or better than more fine-grained and onerous optimization methods.
format Online
Article
Text
id pubmed-6021527
institution National Center for Biotechnology Information
language English
publishDate 2018
publisher Frontiers Media S.A.
record_format MEDLINE/PubMed
spelling pubmed-60215272018-07-05 The Drivers of Heuristic Optimization in Insect Object Manufacture and Use Mhatre, Natasha Robert, Daniel Front Psychol Psychology Insects have small brains and heuristics or ‘rules of thumb’ are proposed here to be a good model for how insects optimize the objects they make and use. Generally, heuristics are thought to increase the speed of decision making by reducing the computational resources needed for making decisions. By corollary, heuristic decisions are also deemed to impose a compromise in decision accuracy. Using examples from object optimization behavior in insects, we will argue that heuristics do not inevitably imply a lower computational burden or lower decision accuracy. We also show that heuristic optimization may be driven by certain features of the optimization problem itself: the properties of the object being optimized, the biology of the insect, and the properties of the function being optimized. We also delineate the structural conditions under which heuristic optimization may achieve accuracy equivalent to or better than more fine-grained and onerous optimization methods. Frontiers Media S.A. 2018-06-21 /pmc/articles/PMC6021527/ /pubmed/29977216 http://dx.doi.org/10.3389/fpsyg.2018.01015 Text en Copyright © 2018 Mhatre and Robert. http://creativecommons.org/licenses/by/4.0/ This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms.
spellingShingle Psychology
Mhatre, Natasha
Robert, Daniel
The Drivers of Heuristic Optimization in Insect Object Manufacture and Use
title The Drivers of Heuristic Optimization in Insect Object Manufacture and Use
title_full The Drivers of Heuristic Optimization in Insect Object Manufacture and Use
title_fullStr The Drivers of Heuristic Optimization in Insect Object Manufacture and Use
title_full_unstemmed The Drivers of Heuristic Optimization in Insect Object Manufacture and Use
title_short The Drivers of Heuristic Optimization in Insect Object Manufacture and Use
title_sort drivers of heuristic optimization in insect object manufacture and use
topic Psychology
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6021527/
https://www.ncbi.nlm.nih.gov/pubmed/29977216
http://dx.doi.org/10.3389/fpsyg.2018.01015
work_keys_str_mv AT mhatrenatasha thedriversofheuristicoptimizationininsectobjectmanufactureanduse
AT robertdaniel thedriversofheuristicoptimizationininsectobjectmanufactureanduse
AT mhatrenatasha driversofheuristicoptimizationininsectobjectmanufactureanduse
AT robertdaniel driversofheuristicoptimizationininsectobjectmanufactureanduse