Data pre-processing of website browsing records: To prepare quality dataset for web page classification
The increased usage of the internet worldwide has led to an abundance of web pages designed to supply information to internet users. The use of web page classification is becoming increasingly necessary to organize the growing number of web pages. This classification model serves as a tool to restri...
| Main Authors: | , , , |
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| Format: | Article |
| Language: | English |
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Politeknik Negeri Padang
2024
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| Subjects: | |
| Online Access: | https://umpir.ump.edu.my/id/eprint/40046/ |
| _version_ | 1848827304335114240 |
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| author | Siti Hawa, Apandi Jamaludin, Sallim Rozlina, Mohamed Norkhairi, Ahmad |
| author_facet | Siti Hawa, Apandi Jamaludin, Sallim Rozlina, Mohamed Norkhairi, Ahmad |
| author_sort | Siti Hawa, Apandi |
| building | UMP Institutional Repository |
| collection | Online Access |
| description | The increased usage of the internet worldwide has led to an abundance of web pages designed to supply information to internet users. The use of web page classification is becoming increasingly necessary to organize the growing number of web pages. This classification model serves as a tool to restrict internet usage to specific categories of web pages. To develop the classification model, it’s crucial to check the quality of the dataset, as it determines the performance of the web page classification model. Raw datasets are typically unreliable and subject to noise, which complicates data analysis. This is why data pre-processing is necessary to prepare the dataset properly. In this study, website browsing records serve as the dataset. The primary goal of this paper is to investigate data pre-processing techniques for website browsing records, focusing on Game and Online Video Streaming web pages. Data pre-processing involves two main steps: data cleaning and web content pre-processing. After completing the data cleaning process, the datasets are reduced from the original. This demonstrates that many datasets can be eliminated due to their inactivity or unsuitability as the datasets for Game and Online Video Streaming web pages. Meanwhile, web content pre-processing removes noise from an HTML document, retaining only relevant words that can represent the web page by creating a word cloud image. Convolutional Neural Networks (CNN) will be used to construct a model for categorizing web pages to determine whether they fall under Game or Online Video Streaming. The pre-processed data will be used as the input for this model. |
| first_indexed | 2025-11-15T03:36:51Z |
| format | Article |
| id | ump-40046 |
| institution | Universiti Malaysia Pahang |
| institution_category | Local University |
| language | English |
| last_indexed | 2025-11-15T03:58:35Z |
| publishDate | 2024 |
| publisher | Politeknik Negeri Padang |
| recordtype | eprints |
| repository_type | Digital Repository |
| spelling | ump-400462025-07-28T00:48:59Z https://umpir.ump.edu.my/id/eprint/40046/ Data pre-processing of website browsing records: To prepare quality dataset for web page classification Siti Hawa, Apandi Jamaludin, Sallim Rozlina, Mohamed Norkhairi, Ahmad QA75 Electronic computers. Computer science QA76 Computer software The increased usage of the internet worldwide has led to an abundance of web pages designed to supply information to internet users. The use of web page classification is becoming increasingly necessary to organize the growing number of web pages. This classification model serves as a tool to restrict internet usage to specific categories of web pages. To develop the classification model, it’s crucial to check the quality of the dataset, as it determines the performance of the web page classification model. Raw datasets are typically unreliable and subject to noise, which complicates data analysis. This is why data pre-processing is necessary to prepare the dataset properly. In this study, website browsing records serve as the dataset. The primary goal of this paper is to investigate data pre-processing techniques for website browsing records, focusing on Game and Online Video Streaming web pages. Data pre-processing involves two main steps: data cleaning and web content pre-processing. After completing the data cleaning process, the datasets are reduced from the original. This demonstrates that many datasets can be eliminated due to their inactivity or unsuitability as the datasets for Game and Online Video Streaming web pages. Meanwhile, web content pre-processing removes noise from an HTML document, retaining only relevant words that can represent the web page by creating a word cloud image. Convolutional Neural Networks (CNN) will be used to construct a model for categorizing web pages to determine whether they fall under Game or Online Video Streaming. The pre-processed data will be used as the input for this model. Politeknik Negeri Padang 2024-03 Article PeerReviewed pdf en cc_by_nc_sa_4 https://umpir.ump.edu.my/id/eprint/40046/1/Data%20Pre-processing%20of%20Website%20Browsing%20Records%20-%20To%20Prepare%20Quality%20Dataset%20for%20Web%20Page%20Classification.pdf Siti Hawa, Apandi and Jamaludin, Sallim and Rozlina, Mohamed and Norkhairi, Ahmad (2024) Data pre-processing of website browsing records: To prepare quality dataset for web page classification. International Journal on Informatics Visualization, 8 (1). pp. 239-246. ISSN 2549-9904. (Published) https://dx.doi.org/10.62527/joiv.8.1.1618 https://dx.doi.org/10.62527/joiv.8.1.1618 https://dx.doi.org/10.62527/joiv.8.1.1618 |
| spellingShingle | QA75 Electronic computers. Computer science QA76 Computer software Siti Hawa, Apandi Jamaludin, Sallim Rozlina, Mohamed Norkhairi, Ahmad Data pre-processing of website browsing records: To prepare quality dataset for web page classification |
| title | Data pre-processing of website browsing records: To prepare quality dataset for web page classification |
| title_full | Data pre-processing of website browsing records: To prepare quality dataset for web page classification |
| title_fullStr | Data pre-processing of website browsing records: To prepare quality dataset for web page classification |
| title_full_unstemmed | Data pre-processing of website browsing records: To prepare quality dataset for web page classification |
| title_short | Data pre-processing of website browsing records: To prepare quality dataset for web page classification |
| title_sort | data pre-processing of website browsing records: to prepare quality dataset for web page classification |
| topic | QA75 Electronic computers. Computer science QA76 Computer software |
| url | https://umpir.ump.edu.my/id/eprint/40046/ https://umpir.ump.edu.my/id/eprint/40046/ https://umpir.ump.edu.my/id/eprint/40046/ |