How to cluster text-based software requirements The 2019 Stack Overflow Developer Survey Results Are InKeyword/phrase extraction from Text using Deep Learning librariesHow can autoencoders be used for clustering?Encog neural network multiple outputsOne hot encoding vs Word embeddingKeyword Extraction from a text followed by a key value using tensorflowGraph & Network Mining: clustering/community detection/ classificationDeep Learning Network decreasing in accuracyHow Do I Learn Neural Networks?Neural Network for detecting/checking for requirements in diagramsWhy is MLP working similar to RNN for text generation
How long do I have to send payment?
Time travel alters history but people keep saying nothing's changed
What does "sndry explns" mean in one of the Hitchhiker's guide books?
Are there any other methods to apply to solving simultaneous equations?
What do the Banks children have against barley water?
In microwave frequencies, do you use a circulator when you need a (near) perfect diode?
Where does the "burst of radiance" from Holy Weapon originate?
What is a mixture ratio of propellant?
Extreme, unacceptable situation and I can't attend work tomorrow morning
What is the steepest angle that a canal can be traversable without locks?
What is the motivation for a law requiring 2 parties to consent for recording a conversation
Why do UK politicians seemingly ignore opinion polls on Brexit?
Why could you hear an Amstrad CPC working?
How to change the limits of integration
Does light intensity oscillate really fast since it is a wave?
Why is the maximum length of openwrt’s root password 8 characters?
Landlord wants to switch my lease to a "Land contract" to "get back at the city"
Are USB sockets on wall outlets live all the time, even when the switch is off?
What is the best strategy for white in this position?
On the insanity of kings as an argument against monarchy
Does duplicating a spell with Wish count as casting that spell?
Access elements in std::string where positon of string is greater than its size
Springs with some finite mass
Falsification in Math vs Science
How to cluster text-based software requirements
The 2019 Stack Overflow Developer Survey Results Are InKeyword/phrase extraction from Text using Deep Learning librariesHow can autoencoders be used for clustering?Encog neural network multiple outputsOne hot encoding vs Word embeddingKeyword Extraction from a text followed by a key value using tensorflowGraph & Network Mining: clustering/community detection/ classificationDeep Learning Network decreasing in accuracyHow Do I Learn Neural Networks?Neural Network for detecting/checking for requirements in diagramsWhy is MLP working similar to RNN for text generation
$begingroup$
I'm beginner in deep learning and I'd like to cluster text-based software requirements by themes (words similarities/frequency of words) using neural networks. Is there any example/tutorial/github code of unsupervised neural network that groups texts based on themes and words similarities?
Thank you very much for your answers!
neural-network clustering unsupervised-learning natural-language-process
New contributor
$endgroup$
add a comment |
$begingroup$
I'm beginner in deep learning and I'd like to cluster text-based software requirements by themes (words similarities/frequency of words) using neural networks. Is there any example/tutorial/github code of unsupervised neural network that groups texts based on themes and words similarities?
Thank you very much for your answers!
neural-network clustering unsupervised-learning natural-language-process
New contributor
$endgroup$
add a comment |
$begingroup$
I'm beginner in deep learning and I'd like to cluster text-based software requirements by themes (words similarities/frequency of words) using neural networks. Is there any example/tutorial/github code of unsupervised neural network that groups texts based on themes and words similarities?
Thank you very much for your answers!
neural-network clustering unsupervised-learning natural-language-process
New contributor
$endgroup$
I'm beginner in deep learning and I'd like to cluster text-based software requirements by themes (words similarities/frequency of words) using neural networks. Is there any example/tutorial/github code of unsupervised neural network that groups texts based on themes and words similarities?
Thank you very much for your answers!
neural-network clustering unsupervised-learning natural-language-process
neural-network clustering unsupervised-learning natural-language-process
New contributor
New contributor
New contributor
asked 10 hours ago
TakwaTakwa
61
61
New contributor
New contributor
add a comment |
add a comment |
1 Answer
1
active
oldest
votes
$begingroup$
I recommend using word2vec as feature vector of words and LSTM autoencoder to encode a sentence (or text) . After you get a vector for each sentence (or text), you can cluster your sentences (or texts) using a variety of clustering techniques like k-means or dbscan and represent them using t-sne or u-map. Start from here:
https://blog.myyellowroad.com/unsupervised-sentence-representation-with-deep-learning-104b90079a93
$endgroup$
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: "557"
;
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
);
);
Takwa 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%2fdatascience.stackexchange.com%2fquestions%2f48975%2fhow-to-cluster-text-based-software-requirements%23new-answer', 'question_page');
);
Post as a guest
Required, but never shown
1 Answer
1
active
oldest
votes
1 Answer
1
active
oldest
votes
active
oldest
votes
active
oldest
votes
$begingroup$
I recommend using word2vec as feature vector of words and LSTM autoencoder to encode a sentence (or text) . After you get a vector for each sentence (or text), you can cluster your sentences (or texts) using a variety of clustering techniques like k-means or dbscan and represent them using t-sne or u-map. Start from here:
https://blog.myyellowroad.com/unsupervised-sentence-representation-with-deep-learning-104b90079a93
$endgroup$
add a comment |
$begingroup$
I recommend using word2vec as feature vector of words and LSTM autoencoder to encode a sentence (or text) . After you get a vector for each sentence (or text), you can cluster your sentences (or texts) using a variety of clustering techniques like k-means or dbscan and represent them using t-sne or u-map. Start from here:
https://blog.myyellowroad.com/unsupervised-sentence-representation-with-deep-learning-104b90079a93
$endgroup$
add a comment |
$begingroup$
I recommend using word2vec as feature vector of words and LSTM autoencoder to encode a sentence (or text) . After you get a vector for each sentence (or text), you can cluster your sentences (or texts) using a variety of clustering techniques like k-means or dbscan and represent them using t-sne or u-map. Start from here:
https://blog.myyellowroad.com/unsupervised-sentence-representation-with-deep-learning-104b90079a93
$endgroup$
I recommend using word2vec as feature vector of words and LSTM autoencoder to encode a sentence (or text) . After you get a vector for each sentence (or text), you can cluster your sentences (or texts) using a variety of clustering techniques like k-means or dbscan and represent them using t-sne or u-map. Start from here:
https://blog.myyellowroad.com/unsupervised-sentence-representation-with-deep-learning-104b90079a93
answered 9 hours ago
pythinkerpythinker
5831211
5831211
add a comment |
add a comment |
Takwa is a new contributor. Be nice, and check out our Code of Conduct.
Takwa is a new contributor. Be nice, and check out our Code of Conduct.
Takwa is a new contributor. Be nice, and check out our Code of Conduct.
Takwa is a new contributor. Be nice, and check out our Code of Conduct.
Thanks for contributing an answer to Data 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%2fdatascience.stackexchange.com%2fquestions%2f48975%2fhow-to-cluster-text-based-software-requirements%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