How to improve sentiment analysis model for different usage











up vote
-2
down vote

favorite












I have trained a sentiment analysis model (using LSTM) by labeled movie reviews dataset.



Now I want to have a model for game reviews, since I only have unlabelled game reviews, is there any way I can improve my movie model to work for game.



The reason is that the reviews for movie are kind of different from reviews for games, especially some special words. And I do not have people help me to label those game reviews. At most I can manually label thousand reviews.



I was thinking any regulation layer can be added to my model. Is there such algorithm?










share|improve this question


















  • 1




    Welcome to StackOverflow. Please read and follow the posting guidelines in the help documentation, as suggested when you created this account. On topic, how to ask, and ... the perfect question apply here. StackOverflow is not a design, coding, research, or tutorial resource.
    – Prune
    Nov 14 at 23:29










  • Please check "Which site?" for general issues.
    – Prune
    Nov 14 at 23:29















up vote
-2
down vote

favorite












I have trained a sentiment analysis model (using LSTM) by labeled movie reviews dataset.



Now I want to have a model for game reviews, since I only have unlabelled game reviews, is there any way I can improve my movie model to work for game.



The reason is that the reviews for movie are kind of different from reviews for games, especially some special words. And I do not have people help me to label those game reviews. At most I can manually label thousand reviews.



I was thinking any regulation layer can be added to my model. Is there such algorithm?










share|improve this question


















  • 1




    Welcome to StackOverflow. Please read and follow the posting guidelines in the help documentation, as suggested when you created this account. On topic, how to ask, and ... the perfect question apply here. StackOverflow is not a design, coding, research, or tutorial resource.
    – Prune
    Nov 14 at 23:29










  • Please check "Which site?" for general issues.
    – Prune
    Nov 14 at 23:29













up vote
-2
down vote

favorite









up vote
-2
down vote

favorite











I have trained a sentiment analysis model (using LSTM) by labeled movie reviews dataset.



Now I want to have a model for game reviews, since I only have unlabelled game reviews, is there any way I can improve my movie model to work for game.



The reason is that the reviews for movie are kind of different from reviews for games, especially some special words. And I do not have people help me to label those game reviews. At most I can manually label thousand reviews.



I was thinking any regulation layer can be added to my model. Is there such algorithm?










share|improve this question













I have trained a sentiment analysis model (using LSTM) by labeled movie reviews dataset.



Now I want to have a model for game reviews, since I only have unlabelled game reviews, is there any way I can improve my movie model to work for game.



The reason is that the reviews for movie are kind of different from reviews for games, especially some special words. And I do not have people help me to label those game reviews. At most I can manually label thousand reviews.



I was thinking any regulation layer can be added to my model. Is there such algorithm?







machine-learning model deep-learning analysis






share|improve this question













share|improve this question











share|improve this question




share|improve this question










asked Nov 14 at 22:31









fgao

1




1








  • 1




    Welcome to StackOverflow. Please read and follow the posting guidelines in the help documentation, as suggested when you created this account. On topic, how to ask, and ... the perfect question apply here. StackOverflow is not a design, coding, research, or tutorial resource.
    – Prune
    Nov 14 at 23:29










  • Please check "Which site?" for general issues.
    – Prune
    Nov 14 at 23:29














  • 1




    Welcome to StackOverflow. Please read and follow the posting guidelines in the help documentation, as suggested when you created this account. On topic, how to ask, and ... the perfect question apply here. StackOverflow is not a design, coding, research, or tutorial resource.
    – Prune
    Nov 14 at 23:29










  • Please check "Which site?" for general issues.
    – Prune
    Nov 14 at 23:29








1




1




Welcome to StackOverflow. Please read and follow the posting guidelines in the help documentation, as suggested when you created this account. On topic, how to ask, and ... the perfect question apply here. StackOverflow is not a design, coding, research, or tutorial resource.
– Prune
Nov 14 at 23:29




Welcome to StackOverflow. Please read and follow the posting guidelines in the help documentation, as suggested when you created this account. On topic, how to ask, and ... the perfect question apply here. StackOverflow is not a design, coding, research, or tutorial resource.
– Prune
Nov 14 at 23:29












Please check "Which site?" for general issues.
– Prune
Nov 14 at 23:29




Please check "Which site?" for general issues.
– Prune
Nov 14 at 23:29

















active

oldest

votes











Your Answer






StackExchange.ifUsing("editor", function () {
StackExchange.using("externalEditor", function () {
StackExchange.using("snippets", function () {
StackExchange.snippets.init();
});
});
}, "code-snippets");

StackExchange.ready(function() {
var channelOptions = {
tags: "".split(" "),
id: "1"
};
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',
convertImagesToLinks: true,
noModals: true,
showLowRepImageUploadWarning: true,
reputationToPostImages: 10,
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
});


}
});














draft saved

draft discarded


















StackExchange.ready(
function () {
StackExchange.openid.initPostLogin('.new-post-login', 'https%3a%2f%2fstackoverflow.com%2fquestions%2f53309720%2fhow-to-improve-sentiment-analysis-model-for-different-usage%23new-answer', 'question_page');
}
);

Post as a guest















Required, but never shown






























active

oldest

votes













active

oldest

votes









active

oldest

votes






active

oldest

votes
















draft saved

draft discarded




















































Thanks for contributing an answer to Stack Overflow!


  • 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.


To learn more, see our tips on writing great answers.





Some of your past answers have not been well-received, and you're in danger of being blocked from answering.


Please pay close attention to the following guidance:


  • 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.


To learn more, see our tips on writing great answers.




draft saved


draft discarded














StackExchange.ready(
function () {
StackExchange.openid.initPostLogin('.new-post-login', 'https%3a%2f%2fstackoverflow.com%2fquestions%2f53309720%2fhow-to-improve-sentiment-analysis-model-for-different-usage%23new-answer', 'question_page');
}
);

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







Popular posts from this blog

How to change which sound is reproduced for terminal bell?

Can I use Tabulator js library in my java Spring + Thymeleaf project?

Title Spacing in Bjornstrup Chapter, Removing Chapter Number From Contents