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...
Autores principales: | , |
---|---|
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 |