1 / 8

RecULike: An Open Source Academic Recommender System for Research Paper Recommendations

RecULike is an innovative open-source academic recommender system designed to enhance research discovery. It recommends research papers based on user behavior, offers related papers for any given document, and fosters connections between users and experts in the field. Built to serve as an illustrative example for an upcoming book, RecULike features a robust architecture that includes a data importer, search engine, and recommender system. This tool aims to advance academic collaboration and information accessibility, promoting a richer research ecosystem.

wiley
Télécharger la présentation

RecULike: An Open Source Academic Recommender System for Research Paper Recommendations

An Image/Link below is provided (as is) to download presentation Download Policy: Content on the Website is provided to you AS IS for your information and personal use and may not be sold / licensed / shared on other websites without getting consent from its author. Content is provided to you AS IS for your information and personal use only. Download presentation by click this link. While downloading, if for some reason you are not able to download a presentation, the publisher may have deleted the file from their server. During download, if you can't get a presentation, the file might be deleted by the publisher.

E N D

Presentation Transcript

  1. RecULike : Open Source Academic Recommender System Liang Xiang Researcher@Hulu

  2. Main Contents • What is RecULike? • Why build RecULike? • How to build RecULike? • Architecture • Data Importer • Search Engine • Recommender System • Site/API

  3. What is RecULike? • RecULike is a academic recommender system which can: • Recommend research papers to users by analyzing their historical behaviors • Provide related papers of given paper • Connect users and experts

  4. Why build RecULike • We want to write a book • We want to use a real recommender system as our example in the book

  5. How to Build RecULike • Architecture • Data Importer • Search Engine • Recommender System • Site/API

  6. Architecture

  7. Architecture Metadata Page DBLP Meta Data Database Search Page Importer Sphinx CiteSeer CiteULike Cold Start Recommendation Page User Recommender System User Behavior Database Log System

  8. Recommender System • Cold-Start • Content Filtering • Collaborative Filtering

More Related