Data Mining Techniques: A Systematic Mapping Review

Almozayen, Nouf A.; Othman, Mohd Khalit Bin; Gani, Abdullah; Alharethi, Salman

doi:10.1007/978-3-319-59427-9_8

Cited by 3 publications

(5 citation statements)

References 16 publications

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“…The topics studied were classified based on EDs mapping for 381860 articles from 1864-2017. Same research methodology used early this year in [32]. All EDs activity was well represented in results.…”

Section: Knolwedge Gapmentioning

confidence: 99%

“…The extracted data form used the modified template given in [32], which was updated to suit this study, as shown in Table 3. Each data area includes the item and value.…”

Section: Data Extractionmentioning

confidence: 99%

“…This kind of validity is exposed to less risk than data obtained from quantitative analysis. To shrink this risk, data compilation table was adapted to back the documented data; the table used in Data mining [32] to allow for reexamination. Data collection table are used to document data and reduce risk.…”

Section: Verification and Validationmentioning

confidence: 99%

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Emergency Departments

Alharethi¹,

Gani²,

Othman³

2018

Advances in Intelligent Systems and Computing

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Emergency services are essential and any person may require these services at some point in their lives. Emergency services are run by complex management and consist of many different parts. It is essential to establish effective procedures to ensure that patients are treated in a timely fashion. By obtaining real-time information, it is expected that intelligent decisions would be made. Hence, thorough analytics of problems concerning appropriate operational effective management, would help prevent patient dissatisfaction in the future. Mapping studies are utilized to configure and explore a research theme, whereas systematic reviews are utilized to combine proofs. The use of improvement strategies and quality measurements of the health care industry, specifically in emergency departments, are essential to value patients’ level of satisfaction and the quality of the service provided based on patients’ experience. This paper explores and creates momentum with all the methodologies utilized by researchers from 2010 and beyond with the stress on patient fulfillment in the emergency services segment.

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Section: Knolwedge Gapmentioning

confidence: 99%

“…The extracted data form used the modified template given in [32], which was updated to suit this study, as shown in Table 3. Each data area includes the item and value.…”

Section: Data Extractionmentioning

confidence: 99%

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Emergency Departments

Alharethi¹,

Gani²,

Othman³

2018

Advances in Intelligent Systems and Computing

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“…From the technical perspective, BI is considered to be a set of instruments that allow gathering data from outside and inside the organization and manipulating, analyzing and processing it into information relevant for the decision makers. Data mining, data warehousing and web mining technologies are considered challenging to integrate into a single business intelligence platform, by authors like Hackathorn [63] and Almozayen et al [64].…”

Section: Using Business Intelligence Tools For Sustainability Perform...mentioning

confidence: 99%

Software Application for Organizational Sustainability Performance Assessment

2020

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Sustainability performance assessment is a challenge for many companies due to the heterogeneity of indicators and the lack of a standardized reporting framework. This paper describes a software solution that simplifies the sustainability reporting process and is useful for decisions concerning sustainable management. We analyzed various indicators from public sustainability reports of five companies and obtained some relevant results using the tool that we developed based on mathematic algorithms and an aggregation model of different indicators. The software application calculates a Global Sustainability Index based on the proposed model of the sustainable organization described in this paper. An optimal solution is very rare in the transition towards the sustainable organization and compromises are required most frequently between environmental, economic and social aspects on the one hand and the expectations of the stakeholders on the other hand. The proposed tool helps users to cope with these challenges and takes into consideration that information is not always available and precise. Another feature offered by the tool is that besides simplifying sustainability performance assessment, it highlights low performance indicators and offers suggestions for improvement based on a genetic algorithm.

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“…• Effective E-Systems, ERP systems or standard governmental databases (i.e. healthcare databases) possess great capability may provide for the more effective decision-making process [1]. • Services should concentrate on ensuring that qualified patients are timely registered [15].…”

Section: Research Recommendationsmentioning

confidence: 99%

Conclusion

Alharthi¹,

Gani²,

Othman³

2020

Operational Management in Emergency Healthcare

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Conclusion ConclusionIn this book on EDs, the cost is the one factor that stands out. Cost reflects many areas not only in terms of money but also time. The high costs have a negative impact on the use of existing health care by patients, which means that more regulation is expected in this area. Emergency management has several complex factors, which should be used to test a health technology [1] on its quality by way of an objective decision-making process. This analytical system should be frequently updated as simulation processes are critical for the management of physician, personnel, and patient pathways care in hospitals. The ED and the problems that occur are complicated and thus this research is very important. In contrast, some experiments have used mathematical models, although only a few studies have adapted ED structures to mathematical models.Reassessment of the research objective and answering the research questions was developed in this research regarding the EDs current EDs problem and methods were used, an abstraction one of the data mining processes was used to create momentum on answering these questions. From 2000 to 2019 a table of data extraction was created in Appendix and furthermore discussion in [2] and [3] and Chap. 3. Answering the research question regarding the optimal way to harness our knowledge and improve EDs was covered in Chap. 4. All research objective was achieved. Each article cover the objective that was planned to achieve. Current knowledge on the area was fulfilled and satisfied.Feasibility and focus and effect on focused and definitive results such as professional skills and professional practice [4], lessened the acute in-patient care, was the greater health system savings factor [5]. ED advises the management and preparation of emergency services and provides an insight of the publics' health, the growing importance of EDs in the delivery of medical care in complex cases, along with

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Data Mining Techniques: A Systematic Mapping Review

Cited by 3 publications

References 16 publications

Emergency Departments

Emergency Departments

Software Application for Organizational Sustainability Performance Assessment

Conclusion

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