Regulation Relatedness Map Creation Method with Latent Semantic Analysis
Source abstract
Abstract
Regulatory authorities create a lot of legislation that must be followed. These create complex compliance requirements and time-consuming processes to find regulatory non-compliance. While the regulations establish rules in the relevant areas, recommendations and best practices for compliance are not generally mentioned. Best practices are often used to find a solution to this problem. There are numerous governance, management, and security frameworks in Information Technology (IT) area to guide businesses to run their processes at a much more mature level. Best practice maps can used to map another best practice, and users can adapt themselves by the help of this relation maps. These maps are created generally by an expert judgment or top-down relationship analysis. These methods are subjective and easily creates inconsistencies. In order to have an objective and statistical relationships map, we propose a Latent Semantic Analysis (LSA) based modal to generate a specific relatedness correlation map. We created a relatedness map of a banking regulation to a best practice. We analyzed 224 statements of this regulation in relation to Control Objectives for Information Technologies (Cobit) 2019's 1202 activities. Furthermore, we support our LSA results with MCDM analysis methods; Fuzzy Analytics Hierarchy Process (FAHP) to prioritize our criteria and, WASPAS (Weighted Aggregated Sum Product Assessment Method) to compare similarity results of regulation and Cobit activity pairs. Instead of the subjective methods for mapping best practices and regulations, this study suggests creating relatedness maps supported by the objectivity of LSA.
Source: openalex_inverted_index · Quality: baseline
Research context
OpenAlex topics: Information and Cyber Security · Technology and Data Analysis · Data Quality and Management
SciVX discovery tags are terminology-based. OpenAlex topics are source-provided classifications.
References (30)
Show source-provided references
1. An approach to map Cobit processes to ISO/IEC 27001 information security management controls
2. A survey of text similarity approaches10.5120/11638-7118 ↗
3. The role of local and global weighting in assessing the semantic similarity of texts using latent semantic analysis
4. Comparing methods for single paragraph similarity analysis10.1111/j.1756-8765.2010.01108.x ↗
5. Document embedding with paragraph vectors
6. A model for assessing Cobit 5 and ISO 27001 simultaneously
7. Security audit on loan debit network corporation system using Cobit 5 and ISO 27001: 2013
8. An examination of the practicability of Cobit framework and the proposal of a Cobit-BSC model10.7763/JOEBM.2013.V1.84 ↗
9. Using archimate to assess cobit 5 and ITIL implementations
10. Measuring semantic similarity across EU GDPR regulation and cloud privacy policies
11. Semantic relatedness using salient semantic analysis
12. Cognitively inspired NLP-based knowledge representations: Further explorations of latent semantic analysis10.1142/S0218213006003090 ↗
13. Don't count, predict! a systematic comparison of context-counting vs. context-predicting semantic vectors
14. From frequency to meaning: Vector space models of semantics10.1613/jair.2934 ↗
15. Computing semantic relatedness using Wikipedia-based explicit semantic analysis
16. How well can passage meaning be derived without using word order? A comparison of latent semantic analysis and humans
17. Clustering mashups by integrating structural and semantic similarities using fuzzy AHP10.4018/IJWSR.2021010103 ↗
18. An approach to source-code plagiarism detection and investigation using latent semantic analysis10.1109/TC.2011.223 ↗
19. Indexing by latent semantic analysis10.1002/(SICI)1097-4571(199009)41:6<391::AID-ASI1>3.0.CO;2-9 ↗
20. Latent semantic analysis (LSA) algorithm for automatic document summarization for document clustering
21. Latent semantic analysis and cosine similarity for Hadith search engine10.12928/telkomnika.v18i1.14874 ↗
22. Decision making with the analytic hierarchy process10.1504/IJSSCI.2008.017590 ↗
23. A combined fuzzy AHP and fuzzy TOPSIS based strategic analysis of electronic service quality in healthcare industry10.1016/j.eswa.2011.08.061 ↗
24. An improved of stemming algorithm for mining Indonesian text with slang on social media
25. Multi-criteria economic analysis of machining processes using the WASPAS method
26. Multi-criteria assessment of facades’ alternatives: peculiarities of ranking methodology
27. Selection of facade's alternatives of commercial and public buildings based on multiple criteria10.3846/1648715X.2011.586532 ↗
28. A hybrid model based on fuzzy AHP and fuzzy WASPAS for construction site selection10.15837/ijccc.2015.6.2078 ↗
29. A solution to Plato's problem: The latent semantic analysis theory of acquisition, induction, and representation of knowledge10.1037/0033-295X.104.2.211 ↗
30. Automatische bewertung offener antworten mittels latenter semantischer analyse10.1026/0012-1924.53.3.155 ↗