Skincare product recommendation system using Content-Based Filtering Technique (CBF) / Muhammad Fakhrullah Mohd Burhanudin
The Skincare Recommendation System aims to improve user experience and reduce the possibility of skin concerns resulting from incompatible selections by addressing frequent obstacles experienced by customers when choosing skincare products. The system evaluates product components and user-specific s...
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| Format: | Thesis |
| Language: | en |
| Published: |
2024
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| Subjects: | |
| Online Access: | https://ir.uitm.edu.my/id/eprint/96334/1/96334.pdf https://ir.uitm.edu.my/id/eprint/96334/ |
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| _version_ | 1833320741488033792 |
|---|---|
| author | Mohd Burhanudin, Muhammad Fakhrullah |
| author_facet | Mohd Burhanudin, Muhammad Fakhrullah |
| author_sort | Mohd Burhanudin, Muhammad Fakhrullah |
| building | Tun Abdul Razak Library |
| collection | Institutional Repository |
| content_provider | Universiti Teknologi Mara |
| content_source | UiTM Institutional Repository |
| continent | Asia |
| country | Malaysia |
| description | The Skincare Recommendation System aims to improve user experience and reduce the possibility of skin concerns resulting from incompatible selections by addressing frequent obstacles experienced by customers when choosing skincare products. The system evaluates product components and user-specific skin types by utilising the Content-Based Filtering Technique (CBF) which using TF-IDF and cosine similarity technique and provides customised suggestions based on common ingredient compositions. The project's goals are to research CBF, use this method to build a recommendation system, and assess the system's accuracy. The background study highlights the difficulties in choosing skincare products because of ignorance about the right components for various skin types. |
| format | Thesis |
| id | my.uitm.ir-96334 |
| institution | Universiti Teknologi Mara |
| language | en |
| publishDate | 2024 |
| record_format | eprints |
| spelling | my.uitm.ir-963342024-11-07T08:37:39Z https://ir.uitm.edu.my/id/eprint/96334/ Skincare product recommendation system using Content-Based Filtering Technique (CBF) / Muhammad Fakhrullah Mohd Burhanudin Mohd Burhanudin, Muhammad Fakhrullah Algorithms The Skincare Recommendation System aims to improve user experience and reduce the possibility of skin concerns resulting from incompatible selections by addressing frequent obstacles experienced by customers when choosing skincare products. The system evaluates product components and user-specific skin types by utilising the Content-Based Filtering Technique (CBF) which using TF-IDF and cosine similarity technique and provides customised suggestions based on common ingredient compositions. The project's goals are to research CBF, use this method to build a recommendation system, and assess the system's accuracy. The background study highlights the difficulties in choosing skincare products because of ignorance about the right components for various skin types. 2024 Thesis NonPeerReviewed text en https://ir.uitm.edu.my/id/eprint/96334/1/96334.pdf Skincare product recommendation system using Content-Based Filtering Technique (CBF) / Muhammad Fakhrullah Mohd Burhanudin. (2024) Degree thesis, thesis, Universiti Teknologi MARA, Terengganu. <http://terminalib.uitm.edu.my/96334.pdf> |
| spellingShingle | Algorithms Mohd Burhanudin, Muhammad Fakhrullah Skincare product recommendation system using Content-Based Filtering Technique (CBF) / Muhammad Fakhrullah Mohd Burhanudin |
| title | Skincare product recommendation system using Content-Based Filtering Technique (CBF) / Muhammad Fakhrullah Mohd Burhanudin |
| title_full | Skincare product recommendation system using Content-Based Filtering Technique (CBF) / Muhammad Fakhrullah Mohd Burhanudin |
| title_fullStr | Skincare product recommendation system using Content-Based Filtering Technique (CBF) / Muhammad Fakhrullah Mohd Burhanudin |
| title_full_unstemmed | Skincare product recommendation system using Content-Based Filtering Technique (CBF) / Muhammad Fakhrullah Mohd Burhanudin |
| title_short | Skincare product recommendation system using Content-Based Filtering Technique (CBF) / Muhammad Fakhrullah Mohd Burhanudin |
| title_sort | skincare product recommendation system using content-based filtering technique (cbf) / muhammad fakhrullah mohd burhanudin |
| topic | Algorithms |
| url | https://ir.uitm.edu.my/id/eprint/96334/1/96334.pdf https://ir.uitm.edu.my/id/eprint/96334/ |
| url_provider | http://ir.uitm.edu.my/ |