Constructing a Shariah Document Screening Prototype Based on Serverless Architecture
The aim of this research is to discuss the groundwork of building an Islamic Banking Document Screening Prototype based on a serverless architecture framework. This research first forms an algorithm for document matching based Vector Space Model (VCM) and adopts Levenshtein Distance for similarity s...
| Main Authors: | , , , |
|---|---|
| Format: | Article |
| Language: | English |
| Published: |
MDPI AG
2023-02-01
|
| Series: | Computers |
| Subjects: | |
| Online Access: | https://www.mdpi.com/2073-431X/12/3/50 |
| _version_ | 1797612537417564160 |
|---|---|
| author | Marhanum Che Mohd Salleh Rizal Mohd Nor Faizal Yusof Md Amiruzzaman |
| author_facet | Marhanum Che Mohd Salleh Rizal Mohd Nor Faizal Yusof Md Amiruzzaman |
| author_sort | Marhanum Che Mohd Salleh |
| collection | DOAJ |
| description | The aim of this research is to discuss the groundwork of building an Islamic Banking Document Screening Prototype based on a serverless architecture framework. This research first forms an algorithm for document matching based Vector Space Model (VCM) and adopts Levenshtein Distance for similarity setting. Product proposals will become a query, and policy documents by the central bank will be a corpus or database for document matching. Both the query and corpus went through preprocessing stage prior to similarity analysis. One set of queries with two sets of corpora is tested in this research to compare similarity values. Finally, a prototype of Shariah Document Screening is built based on a serverless architecture framework and ReactJS interface. This research is the first attempt to introduce a Shariah document screening prototype based on a serverless architecture technology that would be useful to the Islamic financial industry towards achieving a Shariah-compliant business. Given the development of Fintech, the output of this research study would be a complement to the existing Fintech applications, which focus on ensuring the Islamic nature of the businesses. |
| first_indexed | 2024-03-11T06:43:35Z |
| format | Article |
| id | doaj.art-3f3540e74e3a45d6bceb40d2f7bc8cf1 |
| institution | Directory Open Access Journal |
| issn | 2073-431X |
| language | English |
| last_indexed | 2024-03-11T06:43:35Z |
| publishDate | 2023-02-01 |
| publisher | MDPI AG |
| record_format | Article |
| series | Computers |
| spelling | doaj.art-3f3540e74e3a45d6bceb40d2f7bc8cf12023-11-17T10:26:23ZengMDPI AGComputers2073-431X2023-02-011235010.3390/computers12030050Constructing a Shariah Document Screening Prototype Based on Serverless ArchitectureMarhanum Che Mohd Salleh0Rizal Mohd Nor1Faizal Yusof2Md Amiruzzaman3Department of Finance, International Islamic University Malaysia, Kuala Lumpur 53100, MalaysiaDepartment of Computer Science, International Islamic University Malaysia, Kuala Lumpur 53100, MalaysiaFaculty of Resilience, Rabdan Academy, 65 Al Inshirah Street, Al Sa’adah, Abu Dhabi 22401, United Arab EmiratesDepartment of Computer Science, West Chester University, West Chester, PA 19383, USAThe aim of this research is to discuss the groundwork of building an Islamic Banking Document Screening Prototype based on a serverless architecture framework. This research first forms an algorithm for document matching based Vector Space Model (VCM) and adopts Levenshtein Distance for similarity setting. Product proposals will become a query, and policy documents by the central bank will be a corpus or database for document matching. Both the query and corpus went through preprocessing stage prior to similarity analysis. One set of queries with two sets of corpora is tested in this research to compare similarity values. Finally, a prototype of Shariah Document Screening is built based on a serverless architecture framework and ReactJS interface. This research is the first attempt to introduce a Shariah document screening prototype based on a serverless architecture technology that would be useful to the Islamic financial industry towards achieving a Shariah-compliant business. Given the development of Fintech, the output of this research study would be a complement to the existing Fintech applications, which focus on ensuring the Islamic nature of the businesses.https://www.mdpi.com/2073-431X/12/3/50Islamic bankingdocument screeningLevenshtein distanceserverless architecture |
| spellingShingle | Marhanum Che Mohd Salleh Rizal Mohd Nor Faizal Yusof Md Amiruzzaman Constructing a Shariah Document Screening Prototype Based on Serverless Architecture Computers Islamic banking document screening Levenshtein distance serverless architecture |
| title | Constructing a Shariah Document Screening Prototype Based on Serverless Architecture |
| title_full | Constructing a Shariah Document Screening Prototype Based on Serverless Architecture |
| title_fullStr | Constructing a Shariah Document Screening Prototype Based on Serverless Architecture |
| title_full_unstemmed | Constructing a Shariah Document Screening Prototype Based on Serverless Architecture |
| title_short | Constructing a Shariah Document Screening Prototype Based on Serverless Architecture |
| title_sort | constructing a shariah document screening prototype based on serverless architecture |
| topic | Islamic banking document screening Levenshtein distance serverless architecture |
| url | https://www.mdpi.com/2073-431X/12/3/50 |
| work_keys_str_mv | AT marhanumchemohdsalleh constructingashariahdocumentscreeningprototypebasedonserverlessarchitecture AT rizalmohdnor constructingashariahdocumentscreeningprototypebasedonserverlessarchitecture AT faizalyusof constructingashariahdocumentscreeningprototypebasedonserverlessarchitecture AT mdamiruzzaman constructingashariahdocumentscreeningprototypebasedonserverlessarchitecture |