DL based analysis of movie reviews

10/10/2022
by   Mary Pa, et al.
0

Undoubtedly, social media are brainstormed by a tremendous volume of stories, feedback, reviews, and reactions expressed in various languages and idioms, even though some are factually incorrect. These motifs make assessing such data challenging, time-consuming, and vulnerable to misinterpretation. This paper describes a classification model for movie reviews founded on deep learning approaches. Almost 500KB pairs of balanced data from the IMDb movie review databases are employed to train the model. People's perspectives regarding movies were classified using both the long short-term memory (LSTM) and convolutional neural network (CNN) strategies. According to the findings, the CNN algorithm's prediction accuracy rate would be almost 97.4 the model trained by LSTM resulted in accuracies of around and applying 99.2 within the Keras library. The model is investigated more by modification of model parameters. According to the outcomes, LTSM outperforms CNN in assessing IMDb movie reviews and is computationally less costly than LSTM.

READ FULL TEXT
research
11/03/2022

Spam Review Detection Using Deep Learning

A robust and reliable system of detecting spam reviews is a crying need ...
research
06/01/2020

A multimodal approach for multi-label movie genre classification

Movie genre classification is a challenging task that has increasingly a...
research
12/23/2018

Supervised Sentiment Classification with CNNs for Diverse SE Datasets

Sentiment analysis, a popular technique for opinion mining, has been use...
research
02/13/2021

On Technical Trading and Social Media Indicators in Cryptocurrencies' Price Classification Through Deep Learning

This work aims to analyse the predictability of price movements of crypt...
research
04/02/2021

An attention-based unsupervised adversarial model for movie review spam detection

With the prevalence of the Internet, online reviews have become a valuab...
research
06/24/2020

Movie Box office Prediction via Joint Actor Representations and Social Media Sentiment

In recent years, driven by the Asian film industry, such as China and In...
research
10/10/2020

Weakly Supervised Learning for Judging the Credibility of Movie Reviews

In this paper, we deal with the problem of judging the credibility of mo...

Please sign up or login with your details

Forgot password? Click here to reset