ISYS301 - Re-engineering Data Mining Business Processes Report

This report explores the integration of data mining within enterprise systems, focusing on business process re-engineering. It discusses the use of BPM workbench for process improvement, emphasizing the importance of data mining in identifying and enhancing business processes. The report includes an analysis of 'As-Is' and 'To-Be' diagrams to illustrate process improvements, cost analysis considerations, and the application of Non-Obvious Relationship Awareness (NORA) for discovering relationships between disparate data types. The study details data flow from data providers to decision-makers, highlighting the significance of data privacy policies (PPDP) and concludes with insights into enhancing business process efficiency through data mining and system integration.

Enterprise System Integration

Table of Contents
1 Introduction..............................................................................................................................3
2 Assumptions.............................................................................................................................3
3 Background..............................................................................................................................3
3.1 Improvement of process....................................................................................................4
3.2 As-Is process diagram.......................................................................................................4
3.3 To-be diagram...................................................................................................................5
4 Cost analysis.............................................................................................................................6
5 Conclusion................................................................................................................................8
6 References................................................................................................................................8
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1 Introduction
The main goal of this project data mining is helpful for developing modification and
alignment of integration part. The data mining can used to identify and improve their business
process. BPM work bench can be used for this work which supports integrated view related to
the definition of the user’s roles in the business. As the data mining implemented for the
management of information refers to a process which is reviewed first. The BPM work bench is
evolves as a useful tool, which targets to support the business process information’s design and
administration, setup and disclosure and its analysis. The process Non-Obvious relationship
awareness (NORA) implied for the essential between discovering relationship between disparate
data types and data information and utilization of functional development and process. The Data
mining techniques are used to real time analysis of data information. This case study is how to
improving the business process of the data mining mentioned. The reports is the mainly analysis
part of the process of As-Is and To-Be diagram. The data mining process can be considered of
the approaches in order to effectively identify, analyze, and improve process of information.
2 Assumptions
The BPM work bench is used for the defining and managing for the business process of the
extremely direct and efficiently integrated data mining in the business process. This project aims
the concept of integration which helps the data mining modeling process. This is used for with in
the business analysis of the process along with the technical deployment. The integrating data
mining in the business process contains various group of users along with varied responsibility,
and background knowledge that is effective in regards to adjusting to changing the environment.
3 Background
We are developing the As-Is diagram and To-Be diagram is can act as scenario can used
for re-engineering business process. The function of the data mining is low level and high level
process of the data mining is used for following the improved of the functional development
which are used to data statistical analysis, understanding of business process visualization, and
then preparation of the data, and can implement of the modeling process, and making the
decision process finally we have to produced in evaluation of the report functional environments.
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The data mining of the process we have to follow the steps is data provider, data
collector, data miner, and then finally decision maker. The can be the process of data mining that
can be used for real time of the sub levels analytical modeling of the in order to creating the
better align the process of data mining.
3.1 Improvement of process
The process are used in the data mining continuous development is important to determine the
capability of the enterprises to utilize the four levels of the process. It includes information
acquisition of historic data, performance evaluation, structural faults and production of improved
model for the business process. Lets we have to used for PPDP in the business process described
in anonymize the data hiding the identified on individuals and not hiding to sensitive data. The
PPDP (data privacy preserving policy) is used for the utilization of the business process can be
used to data to be transform to the system and then making to the decision process of the
perturbation system Wang, R. (2015). The implementation of the project we have to transfer to
the business process data and the check the whole part of the geometric data is can be proceed on
easy to implement.
Addition
Data privacy preserving policy of the systems is the geometric systems of the data using
transformation data system, disturbing system, validating system of the improving the business
process in the data mining using operation of NORA in the security function.
Removal
The exacting of the process manual of NORA is the collecting of data provider and
makes the decision of the function development process. The NORA is can be used for involving
the organization, information design, system design, and network design etc.
3.2 As-Is process diagram
The following of this process that can be used to business process operation of one effective
technique for transforming vision into result is to be developing and perform to the data mining
of NORA. The As-is process diagram can be designed on the existing system or on the current
state of the system or the business process. That can be used to combine the processes, data, and
technology. At present the tasks perform the system’s function related to information and
procedure that join and flow with each process.
Data provider is the provider the data to be user function.
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Data collectors it’s described the data to the user and collect in order to handle distribute it to
the data miner
Data miner is value of data acquired to the business process.
Decision maker is used for analysis the business process and finally make the decision to the
function development.
3.3 To-be diagram
The diagram can be used to improve the function and operations. The data collection of
the information is used for the analysis to generate the data, and understanding the business
process, using the PPDP publishes on the data system. The process easy to develop the
functional and the business process development activities. The significant of each data that are
allowing of the overall improve performance due to the development of management.
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4 Cost analysis
The main aim of the cost analysis to be analyzed the excel spreadsheet of the As-is and
To-be diagram. The diagram table is can be used to low and high level process. The document of
the process which are used to working of the each business process of the cost to be calculate the
final estimate rate of the process management (Taylor, 2015).The cost analysis can be used to
developing the business process to ability to deliver efficiency. The analyzed their processes and
helps in business effectiveness and increasing efficiency while flexibility and integration of the
operational business development. The As It and To Be diagram let us calculate the of the
overall project duration of the estimation cost performance of the data mining development.
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Table 1
Table 2
5 Conclusion
The aim of this project we are creating the As it and To be diagram used in the data
mining to improve the efficiency of business process functional development. Let us consider the
overall project of the cost analysis and we have to calculate the estimate the working time and
process of the duration time, elapsed time and the business process of data mining’s final cost.
The NORA is used for the cost are not always share the equally among the business process is
concerned, and the benefits of the utilization of number of the each processes estimation cost is
efficiency improved as the as it and to be process model.
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6 References
An Enhanced Approach for Privacy Preserving Data Mining (PPDM). (2014). International
Journal of Recent Trends in Engineering and Research, pp.66-71.
Business process management. (2014). Berlin [Allemagne]: Springer.
kutlu, l. and Wang, R. (2015). Estimation of Cost Efficiency Without Cost Data. SSRN
Electronic Journal.
Taylor, M. (2015). Novel, non-obvious applications of perfusion technology. Cryobiology, 81,
p.224.
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