لطفا منتظر بمانید ...
0% Complete
صفحه اصلی
/
سی امین کنفرانس بین المللی مهندسی برق
Designing Music Recommendation System based on music Genre by using Bi-LSTM
نویسندگان :
Saman Mesghali
1
Javad Askari
2
1- دانشگاه صنعتی اصفهان
2- دانشگاه صنعتی اصفهان
کلمات کلیدی :
recommender systems،music،Bi-LSTM،data analysis،content-based approach
چکیده :
Many people consider music as an integral part of their lives and use it in their daily activities. Therefore, suggesting a music track based on users' previous searches and tastes can be a pleasant experience for them. The music recommendation system also helps users filter and search for songs based on their interests, age, region, and language. To do so, processing to get to best recommendations is done based on artist style and searched words. The approaches and mechanisms applied for data analysis in recommender systems change based on their type. The goal of using recommender systems in these contexts is to encourage users to have higher application utilization. One of the latest recommender systems, which is mentionable, is the content-based approach. In these systems, data content is used instead of user scoring patterns for recommendation generation. The present study implemented a music recommendation system is using an approach based on Bi-LSTM. The “Million songs” dataset is used for performing this research. Comparison of results of the proposed method with previous works, according to the F1 score, shows an improvement of three percent.
لیست مقالات
لیست مقالات بایگانی شده
Adaptive Loss-Drift Federated Learning for Non-Intrusive Load Monitoring
Ali Darvishi - Mohammad Reza Mansouri - Amir Reza Setayesh Matin - Reza Gharibi - Behnam Ranjbar - Rahman Dashti
طراحی تنظیمکنندهی خروجی بهینهی مبتنی بر یادگیری تقویتی ایمن با استفاده از تابع مانع کنترلی نمایی
سیدرضا اصغری - سعید شمقدری
Narrative Review on Solar Inverters: Topologies, Control Strategies, and Standards
Elias Shokati Asl - Hassan Nasiri - Darioush Alizadeh
Inexpensive fabrication of stretchable dry EEG electrodes using well known dry film photoresists
Mohammad Sadegh Rasekh - Amir Jahanshahi - Hassan Ghafoorifard
بررسی خواص حسگری نانوکامپوزیت پلی آنیلین / اکسید وانادیوم 〖(V〗_2 O_5) نسبت به گاز اتانول در دمای اتاق
محمد حسین سعادتمند - محمد حسین شیخی
Performance analysis under the Independent Fluctuating Two-Ray (IFTR) Fading in RIS-Assisted Millimeter Wave Communications
Maryam Olyaee - Hadi Hashemi - Juan Manuel Romero Jerez
Electronic properties of 2D perovskites NMA2PbBr4 and NEA2PbBr4 for PeLED applications: first principle approach
Samad Shokouhi - Seyedeh bita Saadatmand - Vahid Ahmadi
An Ensemble Model for Sleep Stages Classification
Sahar Hassanzadeh Mostafaei - Jafar Tanha - Amir Sharafkhaneh - Zohair Hassanzadeh Mostafaei - Mohammed Hussein Ali Al-jaf - Alireza Fakhim babaei
مدیریت انرژی یک شبکه هوشمند با ساختار هولاکراسی انرژی شامل مصرفکنندگان خودتولید بر اساس حق انتخاب مبتنی بر ترجیحات اقتصادی، زیستمحیطی و اجتماعی
پیمان افضلی - مسعود رشیدی نژاد - امیر عبداللهی - محمدرضا صالحی زاده - حسین فرهمند
Evaluating the effect of electric vehicle charging station locations on line flows:An analytical approach
Mohammad Hasan Nikkhah - Mahdi Samadi
بیشتر
ثمین همایش، سامانه مدیریت کنفرانس ها و جشنواره ها - نگارش 44.7.2
