کنفرانس مهندسی برق ایران

صفحه اصلی / سی امین کنفرانس بین المللی مهندسی برق

Job Title Prediction from Tweets Using Word Embedding and Deep Neural Networks

نویسندگان :

Shayan Vassef¹ Ramin Toosi² Mohammad Ali Akhaee³

1- دانشگاه تهران 2- دانشگاه تهران 3- دانشگاه تهران

کلمات کلیدی :

text classification،social media analysis،Job title prediction،Twitter analysis

چکیده :

The more social media take its place in our lives, the more important their analysis becomes and the more researchers’ attention is drawn to it. Studies contain various topics such as sentiment analysis, trend prediction, bot detection, etc. Here, for the first time, we propose a novel method to predict the job title of social media users. Twitter, a popular social media, is our target social media. We introduce a dataset consisting of 1314 samples, including users’ tweets and bios. The user's job title is found using Wikipedia crawling. The challenge of multiple job titles per user is handled using a semantic word embedding and clustering method. Then, a job prediction method based on a deep neural network and TF-IDF word embedding is introduced. We also take the advantage of hashtags and emojis in the tweets for job prediction. Results show that the job title of users in Twitter could be well predicted with 54\% accuracy in nine categories.

لیست مقالات

لیست مقالات بایگانی شده

Distributed Deep Reinforcement Learning for Radio Resource Management in O-RAN

Ahmad Ahmadi Siahpoush - Vahid Shah-Mansouri

Revealing Shadows: Low-Light Image Enhancement Using Self-Calibrated Illumination

Farzaneh Koohestani - Nader Karimi - Shadrokh Samavi

An Improved Version of the SIPO Algorithm with Fast Convergence Speed

Amir Soltany Mahboob - Hadi Shahriar Shahhoseini - Mohammad Reza Ostadi Moghaddam - Shima Yousefi

Applying Parameter-Oriented Learning to Identify Statistical EEG Features Associated with Depression

Sara Bargi Barkouk - Melika Changizi - Mahdi Zolfagharzadeh Kermani - Ali Asadi Zeidabadi

A Bidirectional Transformerless Resonant Converter for Capacitive Power Transmission for Electric Vehicle and PowerWall Applications

Jasem Shahsevani - Reza Beiranvand

Smart EV Charging in Residential Power Grids Considering Users’ Preferences

Mahya Shahshahani - Ali Moradi Amani - Mahdi Jalili

Holographic Principle Inspired Metal-Only Spoof Surface Plasmon Polariton Leaky-wave Antenna with Circular Polarization

Sajjad Zohrevand - Mohammad Amin Chaychi zadeh - Nader Komjani

تحلیل ارتباطات موثر و عملکردی سیگنال‌های فیزیولوژیکی راننده جهت بهبود تشخیص حواس پرتی

نیلوفر وثوق - زهرا بهمنی دهکردی - امین محمدیان

Extended Phase Shift Control in Dual Active Bridge Converter Considering Magnetizing Inductance of Transformer

Masood Soleimanifard - Ali Yazdian Varjani

شناسایی کمپلکس ‎های پروتئینی با رویکرد خوشه ‎بندی EM و با استفاده از داده ‎های زیستی

مریم مولی وردیخانی - سعید جلیلی

ثمین همایش، سامانه مدیریت کنفرانس ها و جشنواره ها - نگارش 40.4.2