Could neural networks be considered metaheuristics?
$begingroup$
A metaheuristic is defined as
a metaheuristic is a higher-level procedure or heuristic designed to find, generate, or select a heuristic (partial search algorithm) that may provide a sufficiently good solution to an optimization problem
So my question is if a neural net could be consider in that definition
neural-networks
asked 7 hours ago
MntfrMntfr
1111
New contributor
Mntfr is a new contributor to this site. Take care in asking for clarification, commenting, and answering.
Check out our Code of Conduct.
$endgroup$
add a comment |
$begingroup$
A metaheuristic is defined as
a metaheuristic is a higher-level procedure or heuristic designed to find, generate, or select a heuristic (partial search algorithm) that may provide a sufficiently good solution to an optimization problem
So my question is if a neural net could be consider in that definition
neural-networks
asked 7 hours ago
MntfrMntfr
1111
New contributor
Mntfr is a new contributor to this site. Take care in asking for clarification, commenting, and answering.
Check out our Code of Conduct.
$endgroup$
add a comment |
$begingroup$
A metaheuristic is defined as
a metaheuristic is a higher-level procedure or heuristic designed to find, generate, or select a heuristic (partial search algorithm) that may provide a sufficiently good solution to an optimization problem
So my question is if a neural net could be consider in that definition
neural-networks
asked 7 hours ago
MntfrMntfr
1111
New contributor
Mntfr is a new contributor to this site. Take care in asking for clarification, commenting, and answering.
Check out our Code of Conduct.
$endgroup$
A metaheuristic is defined as
a metaheuristic is a higher-level procedure or heuristic designed to find, generate, or select a heuristic (partial search algorithm) that may provide a sufficiently good solution to an optimization problem
So my question is if a neural net could be consider in that definition
neural-networks
neural-networks
asked 7 hours ago
MntfrMntfr
1111
New contributor
Mntfr is a new contributor to this site. Take care in asking for clarification, commenting, and answering.
Check out our Code of Conduct.
asked 7 hours ago
MntfrMntfr
1111
New contributor
Mntfr is a new contributor to this site. Take care in asking for clarification, commenting, and answering.
Check out our Code of Conduct.
asked 7 hours ago
MntfrMntfr
1111
New contributor
Mntfr is a new contributor to this site. Take care in asking for clarification, commenting, and answering.
Check out our Code of Conduct.
asked 7 hours ago
MntfrMntfr
1111
asked 7 hours ago
MntfrMntfr
1111
1111
New contributor
Mntfr is a new contributor to this site. Take care in asking for clarification, commenting, and answering.
Check out our Code of Conduct.
New contributor
Mntfr is a new contributor to this site. Take care in asking for clarification, commenting, and answering.
Check out our Code of Conduct.
Mntfr is a new contributor to this site. Take care in asking for clarification, commenting, and answering.
Check out our Code of Conduct.
add a comment |
add a comment |
3 Answers
3
active
oldest
votes
$begingroup$
The notion of a "metaheuristic" is not something with a precise formal definition. Personally, a neural network isn't something I'd consider a metaheuristic; it doesn't seem quite like what we have in mind when we talk about metaheuristics. But you can always use language however you like, as long as it is clear to others and doesn't cause confusion.
answered 5 hours ago
D.W.♦D.W.
103k12129293
$endgroup$
add a comment |
$begingroup$
To add to the other answer(s), you can certainly use neural networks (or machine learning in general) in conjunction with metaheuristics. Indeed, there are several such approaches in the literature, for example, in trying to predict "good" initial solutions for some search method.
answered 5 hours ago
JuhoJuho
15.8k54292
$endgroup$
add a comment |
$begingroup$
When you train NN all things you do is considered methaheuristic, if you use search among NNs to pick best it is also metaheuristic.
In this context, simple usage of NN is not considered as such, but people rarely split hair over definition. What is left is usage, when NN is used as screening of solutions or other methods (cascade of nonhomogenous nets) then it is methaheuristic, otherwise it is simply search/classification tool.
answered 4 hours ago
EvilEvil
7,96142446
$endgroup$
add a comment |
Your Answer
StackExchange.ifUsing("editor", function () {
return StackExchange.using("mathjaxEditing", function () {
StackExchange.MarkdownEditor.creationCallbacks.add(function (editor, postfix) {
StackExchange.mathjaxEditing.prepareWmdForMathJax(editor, postfix, [["$", "$"], ["\\(","\\)"]]);
});
});
}, "mathjax-editing");
StackExchange.ready(function() {
var channelOptions = {
tags: "".split(" "),
id: "419"
};
initTagRenderer("".split(" "), "".split(" "), channelOptions);
StackExchange.using("externalEditor", function() {
// Have to fire editor after snippets, if snippets enabled
if (StackExchange.settings.snippets.snippetsEnabled) {
StackExchange.using("snippets", function() {
createEditor();
});
}
else {
createEditor();
}
});
function createEditor() {
StackExchange.prepareEditor({
heartbeatType: 'answer',
autoActivateHeartbeat: false,
convertImagesToLinks: false,
noModals: true,
showLowRepImageUploadWarning: true,
reputationToPostImages: null,
bindNavPrevention: true,
postfix: "",
imageUploader: {
brandingHtml: "Powered by u003ca class="icon-imgur-white" href="https://imgur.com/"u003eu003c/au003e",
contentPolicyHtml: "User contributions licensed under u003ca href="https://creativecommons.org/licenses/by-sa/3.0/"u003ecc by-sa 3.0 with attribution requiredu003c/au003e u003ca href="https://stackoverflow.com/legal/content-policy"u003e(content policy)u003c/au003e",
allowUrls: true
},
onDemand: true,
discardSelector: ".discard-answer"
,immediatelyShowMarkdownHelp:true
});
}
});
Mntfr is a new contributor. Be nice, and check out our Code of Conduct.
Sign up or log in
StackExchange.ready(function () {
StackExchange.helpers.onClickDraftSave('#login-link');
});
Sign up using Google
Sign up using Facebook
Sign up using Email and Password
Post as a guest
Required, but never shown
StackExchange.ready(
function () {
StackExchange.openid.initPostLogin('.new-post-login', 'https%3a%2f%2fcs.stackexchange.com%2fquestions%2f106385%2fcould-neural-networks-be-considered-metaheuristics%23new-answer', 'question_page');
}
);
Post as a guest
Required, but never shown
3 Answers
3
active
oldest
votes
3 Answers
3
active
oldest
votes
active
oldest
votes
active
oldest
votes
$begingroup$
The notion of a "metaheuristic" is not something with a precise formal definition. Personally, a neural network isn't something I'd consider a metaheuristic; it doesn't seem quite like what we have in mind when we talk about metaheuristics. But you can always use language however you like, as long as it is clear to others and doesn't cause confusion.
answered 5 hours ago
D.W.♦D.W.
103k12129293
$endgroup$
add a comment |
$begingroup$
The notion of a "metaheuristic" is not something with a precise formal definition. Personally, a neural network isn't something I'd consider a metaheuristic; it doesn't seem quite like what we have in mind when we talk about metaheuristics. But you can always use language however you like, as long as it is clear to others and doesn't cause confusion.
answered 5 hours ago
D.W.♦D.W.
103k12129293
$endgroup$
add a comment |
$begingroup$
The notion of a "metaheuristic" is not something with a precise formal definition. Personally, a neural network isn't something I'd consider a metaheuristic; it doesn't seem quite like what we have in mind when we talk about metaheuristics. But you can always use language however you like, as long as it is clear to others and doesn't cause confusion.
answered 5 hours ago
D.W.♦D.W.
103k12129293
$endgroup$
The notion of a "metaheuristic" is not something with a precise formal definition. Personally, a neural network isn't something I'd consider a metaheuristic; it doesn't seem quite like what we have in mind when we talk about metaheuristics. But you can always use language however you like, as long as it is clear to others and doesn't cause confusion.
answered 5 hours ago
D.W.♦D.W.
103k12129293
answered 5 hours ago
D.W.♦D.W.
103k12129293
answered 5 hours ago
D.W.♦D.W.
103k12129293
answered 5 hours ago
D.W.♦D.W.
103k12129293
103k12129293
add a comment |
add a comment |
$begingroup$
To add to the other answer(s), you can certainly use neural networks (or machine learning in general) in conjunction with metaheuristics. Indeed, there are several such approaches in the literature, for example, in trying to predict "good" initial solutions for some search method.
answered 5 hours ago
JuhoJuho
15.8k54292
$endgroup$
add a comment |
$begingroup$
To add to the other answer(s), you can certainly use neural networks (or machine learning in general) in conjunction with metaheuristics. Indeed, there are several such approaches in the literature, for example, in trying to predict "good" initial solutions for some search method.
answered 5 hours ago
JuhoJuho
15.8k54292
$endgroup$
add a comment |
$begingroup$
To add to the other answer(s), you can certainly use neural networks (or machine learning in general) in conjunction with metaheuristics. Indeed, there are several such approaches in the literature, for example, in trying to predict "good" initial solutions for some search method.
answered 5 hours ago
JuhoJuho
15.8k54292
$endgroup$
To add to the other answer(s), you can certainly use neural networks (or machine learning in general) in conjunction with metaheuristics. Indeed, there are several such approaches in the literature, for example, in trying to predict "good" initial solutions for some search method.
answered 5 hours ago
JuhoJuho
15.8k54292
answered 5 hours ago
JuhoJuho
15.8k54292
answered 5 hours ago
JuhoJuho
15.8k54292
answered 5 hours ago
JuhoJuho
15.8k54292
15.8k54292
add a comment |
add a comment |
$begingroup$
When you train NN all things you do is considered methaheuristic, if you use search among NNs to pick best it is also metaheuristic.
In this context, simple usage of NN is not considered as such, but people rarely split hair over definition. What is left is usage, when NN is used as screening of solutions or other methods (cascade of nonhomogenous nets) then it is methaheuristic, otherwise it is simply search/classification tool.
answered 4 hours ago
EvilEvil
7,96142446
$endgroup$
add a comment |
$begingroup$
When you train NN all things you do is considered methaheuristic, if you use search among NNs to pick best it is also metaheuristic.
In this context, simple usage of NN is not considered as such, but people rarely split hair over definition. What is left is usage, when NN is used as screening of solutions or other methods (cascade of nonhomogenous nets) then it is methaheuristic, otherwise it is simply search/classification tool.
answered 4 hours ago
EvilEvil
7,96142446
$endgroup$
add a comment |
$begingroup$
When you train NN all things you do is considered methaheuristic, if you use search among NNs to pick best it is also metaheuristic.
In this context, simple usage of NN is not considered as such, but people rarely split hair over definition. What is left is usage, when NN is used as screening of solutions or other methods (cascade of nonhomogenous nets) then it is methaheuristic, otherwise it is simply search/classification tool.
answered 4 hours ago
EvilEvil
7,96142446
$endgroup$
When you train NN all things you do is considered methaheuristic, if you use search among NNs to pick best it is also metaheuristic.
In this context, simple usage of NN is not considered as such, but people rarely split hair over definition. What is left is usage, when NN is used as screening of solutions or other methods (cascade of nonhomogenous nets) then it is methaheuristic, otherwise it is simply search/classification tool.
answered 4 hours ago
EvilEvil
7,96142446
answered 4 hours ago
EvilEvil
7,96142446
answered 4 hours ago
EvilEvil
7,96142446
answered 4 hours ago
EvilEvil
7,96142446
7,96142446
add a comment |
add a comment |
Mntfr is a new contributor. Be nice, and check out our Code of Conduct.
Mntfr is a new contributor. Be nice, and check out our Code of Conduct.
Mntfr is a new contributor. Be nice, and check out our Code of Conduct.
Mntfr is a new contributor. Be nice, and check out our Code of Conduct.
Thanks for contributing an answer to Computer Science Stack Exchange!
- Please be sure to answer the question. Provide details and share your research!
But avoid …
- Asking for help, clarification, or responding to other answers.
- Making statements based on opinion; back them up with references or personal experience.
Use MathJax to format equations. MathJax reference.
To learn more, see our tips on writing great answers.
Sign up or log in
StackExchange.ready(function () {
StackExchange.helpers.onClickDraftSave('#login-link');
});
Sign up using Google
Sign up using Facebook
Sign up using Email and Password
Post as a guest
Required, but never shown
StackExchange.ready(
function () {
StackExchange.openid.initPostLogin('.new-post-login', 'https%3a%2f%2fcs.stackexchange.com%2fquestions%2f106385%2fcould-neural-networks-be-considered-metaheuristics%23new-answer', 'question_page');
}
);
Post as a guest
Required, but never shown
Sign up or log in
StackExchange.ready(function () {
StackExchange.helpers.onClickDraftSave('#login-link');
});
Sign up using Google
Sign up using Facebook
Sign up using Email and Password
Post as a guest
Required, but never shown
Sign up or log in
StackExchange.ready(function () {
StackExchange.helpers.onClickDraftSave('#login-link');
});
Sign up using Google
Sign up using Facebook
Sign up using Email and Password
Post as a guest
Required, but never shown
Sign up or log in
StackExchange.ready(function () {
StackExchange.helpers.onClickDraftSave('#login-link');
});
Sign up using Google
Sign up using Facebook
Sign up using Email and Password
Sign up using Google
Sign up using Facebook
Sign up using Email and Password
Post as a guest
Required, but never shown
Required, but never shown
Required, but never shown
Required, but never shown
Required, but never shown
Required, but never shown
Required, but never shown
Required, but never shown
Required, but never shown
