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243407

Nojaded App: Paper Printing and Recycling Mobile App using Recommender System

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Last updated: 04 Jan 2025

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Abstract

Paper Recycling has always been a major issue and according to the Food and Agricultural Organization of the United Nations (FAO), the total global paper use is still steadily increasing. We argue that, among many factors, Homeowners' failure to divide up waste is one of the causes. The objective of this research is to design the Nojaded app, a mobile application that uses recommendation techniques to ease the paper recycling operations by facilitating communication between the recycling organizations and the paper donors and also facilitating the paper printing operations for users by creating a platform for which they can easily use to print or purchase papers and receive them from their house step. The recommendation engine in this research uses a combination of Collaborative Filtering (CF) and Content-Based Filtering. CF is used to perform data filtering based on the similarities of user characteristics, which will help us identify patterns that choose the appropriate parameters dealing with users, whether it is for paper donation or paper purchasing. Content-Based Filtering is used to enhance the personalization experience of the user in the paper printing side of the app. The used datasets have features that benefit the recommender system and help build a model for the user. These features are obtained from the printing centers and the users. Each operation has a rating. The filtering methods are measured for accuracy using Mean Absolute Error (MAE) with a most significant MAE of 2.27.

DOI

10.21608/iugrc.2021.243407

Keywords

recommender system, Collaborative filtering, Content-Based Filtering, Paper Recycling, Paper Printing

Authors

First Name

Ramy

Last Name

Gomaa

MiddleName

-

Affiliation

Arab Academy for Science and Technology, Egypt.

Email

ramygomaa.info@gmail.com

City

-

Orcid

-

First Name

Noha

Last Name

Ghoweil

MiddleName

-

Affiliation

Arab Academy for Science and Technology, Egypt.

Email

nohaghoweil@gmail.com

City

-

Orcid

-

First Name

Mostafa

Last Name

Ahmed

MiddleName

-

Affiliation

Arab Academy for Science and Technology, Egypt.

Email

ma847030@gmail.com

City

-

Orcid

-

First Name

Mostafa

Last Name

Ayman

MiddleName

-

Affiliation

Arab Academy for Science and Technology, Egypt.

Email

m.a2017523@gmail.com

City

-

Orcid

-

First Name

Noran

Last Name

Mostafa

MiddleName

-

Affiliation

Arab Academy for Science and Technology, Egypt.

Email

noranmoosa15@gmail.com

City

-

Orcid

-

First Name

Ahmed

Last Name

Magdy

MiddleName

-

Affiliation

Arab Academy for Science and Technology, Egypt.

Email

ahmedzahran.programmer@gmail.com

City

-

Orcid

-

First Name

Nashwa

Last Name

El-Bendary

MiddleName

-

Affiliation

Dean of the Computer Science Department, Arab Academy for Science and Technology, Egypt.

Email

nashwa.elbendary@aast.edu

City

-

Orcid

-

First Name

Ammar

Last Name

Hassan

MiddleName

M.

Affiliation

Head of the Computer Science Department, Arab Academy for Science and Technology, Egypt.

Email

ammar.mostafa@gmail.com

City

-

Orcid

-

Volume

5

Article Issue

5

Related Issue

34928

Issue Date

2021-08-01

Receive Date

2022-06-12

Publish Date

2021-08-01

Page Start

30

Page End

40

Link

https://iugrc.journals.ekb.eg/article_243407.html

Detail API

https://iugrc.journals.ekb.eg/service?article_code=243407

Order

6

Type

Original Article

Type Code

762

Publication Type

Journal

Publication Title

The International Undergraduate Research Conference

Publication Link

https://iugrc.journals.ekb.eg/

MainTitle

Nojaded App: Paper Printing and Recycling Mobile App using Recommender System

Details

Type

Article

Created At

22 Jan 2023