International Conference on Information and Knowledge Technology

فارسی

Home / دوازدهمین کنفرانس بین المللی فناوری اطلاعات و دانش

ISPREC: Integrated Scientific Paper Recommendation using heterogeneous information network

Authors :

Elaheh Jafari¹ Bita Shams² Saman Haratizadeh³

1- دانشگاه تهران 2- دانشگاه الزهرا(س) 3- دانشگاه تهران

Keywords :

collaborative filtering, Heterogeneous Information Network, random-walk with restart, side information, social network, paper recommendation

Abstract :

Due to the rapid expansion of online scientific articles, researchers have got into trouble finding reliable articles that are relevant to their research interests. Recently, a group of scientific paper recommendation algorithms has been proposed to solve this issue. But, they have two main shortcomings. First, they can only recommend papers to experienced researchers who have published some papers and not amateur ones. Second, they ignore some valuable sources of information in scientific article libraries. This paper presents a novel Integrated Scientific Paper RECommendation approach, called ISPREC, which integrates different pieces of information as a novel heterogeneous network structure, called SPIN. Thereafter, exploits a limited random-walk algorithm for a Top-N recommendation. Extensive experiments on a real-world dataset demonstrate a significant improvement of the proposed framework of ISPREC compared to the state-of-the-art scientific paper recommendation algorithms.

List of archived papers

A parallel approach to the fractional time delay model for predicting the spread of COVID-19

Mahdi Movahedian Moghaddam - Kourosh Parand

ارائه مدل هشت مولفه ای استراتژی جامع هوش مصنوعی سازمانی

محمد کاظم صیادی - نیلوفر مرادحاصل - علیرضا یاری

پیش بینی ارتباط میزان مرگ و میر با هم زمانی وجود دو بیماری در مبتلایان به کرونا به کمک بگارگیری شبکه عصبی Word2Vec

سمن مثقالی - دکتر جواد عسکری سمن مثقالی - جواد عسکری -

CRYPTOCURRENCY PRICE PREDICTION USING A HYBRID DEEP MODEL AND TECHNICAL AND PSYCHOLOGICAL INDICATORS

Mohammadreza Borjian - Mohammad Mehdi Homayounpour

An integrated approach for estimating software cost estimation using Adaptive Neuro-Fuzzy Inference System and the Grey Wolf Optimization algorithm

Maryam Karimi - Taghi Javdani Gandomani - Mahdi Mosleh

Distributed Learning Automata-based Algorithm for Finding K-Clique in Complex Social Networks

Mohammad Mehdi Daliri Khomami - Alireza Rezvanian - Ali Mohammad Saghiri - Mohammad Reza Meybodi

Agentic Username Suggestion and Multimodal Gender Detection in Online Platforms: Introducing the PNGT-26K Dataset

Farbod Bijary - Mohsen Ebadpour - Amirhosein Tajbakhsh

مروری بر تشخیص جامعه در شبکه های اجتماعی

صفورا اخلاقی - محمدباقر منهاج - بهروز معصومی

روشی چندوجهی برای تحلیل احساسات در زبان فارسی با استفاده نشریه ساختار بلاغی و ترنسفرمرها

ریحانه احمدی علیائی - امینه امینی - عباس جلیلوند

Coded Sharding for Vehicular Blockchains: A Lagrange Interpolation-Based Approach to IoV Scalability

Behdad Alagha - Maedeh Mosharraf

more

Samin Hamayesh - Version 42.5.2