CONTENT AND ACTIVITY BASED FRIENDS SUGGESTION IN AN ANNOTATION SYSTEM
Jana Taha
Ramah Hawash
Supervised by: Dr. Ahmed Awad
An-Najah National University | 2024


AGENDA
An-Najah National University | 2024
Introduction
Problem & solution
system Architecture
system technologies
Annotations Similarity: Algorithims
Elite Users
Experimental Tests
Learning Outcomes
Conclusion & Future Works
demo

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An-Najah National University | 2024
INTRODUCTION

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what is Annotation System ?
An annotation system is a tool or method used to add notes, comments, or explanations to a document or piece of data. 
 Our Annotation System:

Able to create online annotations.
Proposes friends according to:
Annotations similarity (Cosine, Euclidean, Dot product). 
Subjects Elites.

Google Chrome Extension




An-Najah National University | 2024

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PROBLEM & SOLUTION
Huge number of users (different interests)
How to know which users related to ones thoughts?


Suggest the most related users (Annotaion Similarity, Elite Users)


An-Najah National University | 2024
SYSTEM  ARCHITECTURE

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FRONT-END TECHNOLOGIES


BACK-END TECHNOLOGIES

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External Resources

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CI/CD and IDE

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DATABASE

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An-Najah NAtional University | 2024

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ANNOTATIONS SIMILARITY: ALGORITHIMS
Cosine Similarity
Dot Product Similarity
Euclidean distance Similarity 


ELITE USERS
Doing Quizzes 
upon term selection

Top Users

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EXPERIMENTAL TESTS

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LEARNING OUTCOMES
An-Najah National University | 2024

Learning
Using new technologies
Studying similarity measures

Teamwork
Integrating code.
Managing Tasks

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An-Najah National University | 2024

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CONCLUSION & FUTURE WORKS
Cosine Similarity outperforms others.
Elite Users proposing.
Involve social media in sharing annotations.
Advanced annotations search.


An-Najah National University | 2024

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CONFERENCE
The work is submitted to 3ICT2024 IEEE Conference in Bahrain
#31 (157104440)


An-Najah National University | 2024

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DEMO
click here 


THANK YOU






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