International Scientific Journal of Engineering and Management

An International Scholarly || Multidisciplinary || Open Access || Indexing in all major Database & Metadata
ISSN: 2583-6129

Impact Factor: 6.674

EMOTION BASED MUSIC RECOMMENDATION SYSTEM

  • Version
  • Download 8
  • File Size 218.53 KB
  • File Count 1
  • Create Date 9 May 2023
  • Last Updated 9 May 2023

EMOTION BASED MUSIC RECOMMENDATION SYSTEM

ARPAN SHRIMALI

DEPARTMENT OF COMPUTER SCIENCE

BIRLA INSTITUTE OF TECHNOLOGY

MESRA-835215, RANCHI

Noida Campus

 

ABSTRACT

Music can make us emotional; for this reason it is often referred to as the "language of thought". This work explores theory in addition to labels of deep learning models to improve existing music.

We've taken a whole new approach to auto playing music  using facial expressions.. Most old or current methods involve playing music manually. We use convolution neural networks for emotion detection.. For music recommendations, Machine learning concepts are used. Our proposed system tends to reduce the calculation and computational in obtaining the results and the overall cost of the designed system, so increasing the system’s overall accuracy. Testing of the system done on dataset FER 2013. Facial expressions are captured by web camera. Emotion detection is done on provided face video to detect emotions such as natural, angry, surprise, happy, sad. By detecting current emotion automatic playlist is generated.

This exercise will collect thoughts on the specific meaning of  each song in the sample file. Because the effect of music on emotions is subjective and varies from person to person, this study will require a large sample size to reduce content. Due to limited resources, some of the knowledge will be taken from the disciplinary perspective and the rest from the active learning model. It uses GAN (Generative Adversarial Network) to create consensus-based content. This work leads to two types of feedback, emotional and non-emotional. Two measures, cosine similarity and Euclidean distance, are used to evaluate the accuracy of the model. The results showed that the difference was not significant and the utility model was not relevant. It can be concluded that consensus as a feature in aesthetic vision is promising. More research is needed to  use better resources to reduce some problems and improve the extraction of emotional information.

 

Keyword-

Collaborative filtering, Emotion Recognition, Linear classifier, Facial Landmark Extraction, SVM Classification, Learning (Artificial Intelligence), Music, Recommender Systems, Machine Learning


Download

Author's Blog

What is the difference between a Research Paper and a Review Paper?

A research paper and a review paper are both scholarly documents, but they serve different purposes and have different characteristics.research...
Read More
Author's Blog

What is DOI?

A Digital Object Identifier (DOI) is a unique alphanumeric string that is used to identify and provide a persistent link...
Read More
Author's Blog

What do you need to do during production of your Research Paper?

During the production of a research paper, the following steps need to be taken: conducting research, organizing and analyzing data,...
Read More
Author's Blog

What are the advantages of publishing a research paper?

Publishing a research paper can have many advantages for researchers, including: Career advancement, professional recognition, opportunities for collaboration, increased visibility,...
Read More
Author's Blog

Ways to Support your Academic Wellbeing which preparing the Research Paper/Article

To support your academic wellbeing while publishing a research paper, it's important to set realistic goals, manage your time effectively,...
Read More
Author's Blog

How to improve your Research Paper writing Skills?

Read extensively: One of the best ways to improve your research paper skills is to read extensively in your field...
Read More
Author's Blog

Is DOI compulsory to publish a research paper in a Journal?

DOI is not strictly required to publish a research paper, but it is highly recommended. Basically, the International Scientific Journal...
Read More
Author's Blog

In what ways does research paper give weight to career development?

Publishing a research paper can give weight to a researcher's career development in several ways, such as: establishing oneself as...
Read More
Author's Blog

How to develop a Research Paper from Scratch

Developing a research paper involves several steps including: choosing a topic, conducting background research, formulating a research question or hypothesis,...
Read More
Author's Blog

How Plagiarism report plays crucial role in Research Paper Publication?

Plagiarism is a major concern in the academic and research community, as it undermines the integrity of the research and...
Read More