Mining Heterogeneous Information Networks †MyAssignmenthelp.com

Question: Discuss about the Mining Heterogeneous Information Networks. Answer: Introduction: The VIC government has formed the project for implementing the effective and smart processing of the report and its generation. The implementation of the VIC information system would imply the development of the effective and smart processing of the operations. The development of the effective and smart processing would imply the faster processing of the operations. The security risks and concerns for VIC government due to the implication of the information system had been pointed in the diagram below The information system development would be helpful for the integration of the operations and formation of the effective and smart processing for VIC government. The VIC information system had been employed for integrating the operations of the organization and formation of the effective and smart data management. However, there are some privacy and security risks that have impacted on the operations of the organization to develop the systematic and effective processing of the operations. The risk analysis had shown the impact of some functions and operations of the VIC government organization. VIC Government: The VIC government is the primary component of the diagram for the risk analysis of the information system. The VIC government would comprise of the users that can actually use the information system for developing the effective and smart processing. The VIC government would form the effective and smart processing of the information and system integration. Information system development: The development of the information system would be helpful for integrating the smart processing of the development model for the organization. The system development had helped VIC for forming the effective and smart deployment of the operations. It would help in forming the continuation of the operations in form of the development models. The effective and smart processing would have to face the development of the effective processing in the organization. The factors of risk have crucial impact on the development of the information system. Risk Analysis System: The risk analysis had shown the increment of the operational processing and it had formed the major issues in the development of the information system in the organization. The analysis would form the effective issues in the formation of the risk factors. The factors of the risk include the development of the analysis that would include the formation of the issues in the operations of the risk. The analysis of the risk would be developed for forming the effective and smart risk management system. The risk analysis would form the improved processing of the operations and systematic development of the strategies. The exploitation of the risk factors would result in forming the threats of privacy concerns, data thefts, system errors, and privacy issues. The VIC organization would have to face the major issues in the development of the effective and smart operations for the risk analysis. External and Internal Risk: The internal and external risk analysis had resulted in effecting the development of the information system for VIC government. The external and internal risk would form the major hindrances for the development of the operations of VIC government. The external risks in the project can be defined as the factors of the risk that can affect the operations of the project including the development of the systematic processing of the operations. The external risks of the VIC information system implementation are cyber crimes, theft, and user generated errors. The incremental development of the operations would form the allowance of the some major internal risk factors for VIC government. The internal risk factors would form the development of the major issues in the implication of the organization processing. The factors of internal risk are design issues, denial of service, unauthorized access, and technical issues. These factors would tend to develop hindrance s in the operations of the project. Risk Assessment: The risk assessment plays a significant role in the development of the effective risk analysis process. Risk assessment consists of four steps, Step 1: Identification of the risk is the first step of the risk assessment process. It involves the process of identifying the factors of risk that can affect the information processing of VIC government. The identification of the risk factors would form the base for building the risk assessment process. Step 2: Risk Analysis is done for ensuring that the activities of the risk assessment would help in developing the effective and smart processing. The improvement of the operations would be also responsible for carrying out the analysis of the factors of risk and development. Step 3: Risk Evaluation is the process of evaluating the risk factors and its impact for developing some strategies to sort out the risk. The negative risk factors would be mitigated and their impact would be reduces by the help of some strategies developed. The positive risk factors would be exploited for forming the effective and smart operations in the organization. Step 4: Documentation of the risk that involves the development of a proper report for the analysis of the factors of risk. The proper documentation would help in building the primary analysis of the risk and its assessment process for future reference. Classification of the Risk and Identifying their Exposure Area The VIC information system had been employed for integrating the operations of the organization and formation of the effective and smart data management. However, there are some privacy and security risks that have impacted on the operations of the organization to develop the systematic and effective processing of the operations. The risk analysis had shown the impact of some functions and operations of the VIC government organization. The various risks of the implementing information system in VIC government are cyber crimes, theft, user generated errors, design issues, denial of service, unauthorized access, and technical issues. These factors can be divided into four sections with respect to the intensity of their impact on the processes of VIC information system. The sections are high, medium, medium-low, and low risk exposure areas. The following table would classify the risk in terms of these four categories, Risk Type Explanation Example High risk exposure areas The high risk exposure areas have vital and critical effect on the improvement of the operations in the association. The risk elements would shape the significant impact on the advancement of the operations. Examples of high risk exposure areas are privacy concerns, theft of data, and security vulnerabilities Medium risk exposure areas The medium risk exposure areas would be shaped for the risk factors that have medium effect on the operations of the data framework. The medium risk presentation regions are dealt with for diminishing the effect on the operations of the data arrangement of VIC Government. Examples of medium risk exposure areas are Intrusion, technical errors, Design errors, and Malwares. Medium low risk exposure areas The medium low risk exposure areas try not to have significant effect on the operations of data arrangement of the VIC association. These risk introduction territories are not strong for the incorporation of the data preparing. Examples of medium low risk exposure areas are denial of service and spamming Low risk exposure areas The low risk exposure areas are the minimum powerful factor for affecting the operations of the data handling of VIC government. The handling of these risk components would take minimal measure of time and their effect on the VIC association is minimum. Examples of low risk exposure areas are user generated issues and errors of social engineering. Comparison and Ranking of Threats The accidental threats are developed due to some faults and are not done with any intentions (Alcorn, Good and Pain, 2013). Some examples of the accidental threats are system flaws, unknown file deletion, accidental data compromise, and natural disasters. The deliberate threat is a result of some purposely carved out of activities for harming the operations of the organization (Ali et al., 2014). Some examples of deliberate threat are theft of storage system device, virus and malware attack, hacking and cyber crimes, and deliberate data compromise. The following diagram would show the accidental and deliberate threat of VIC information system, Ranking Threats for VIC Information System Rank: 1st Threat Type: Deliberate Examples: Theft of Storage System Device, Virus and Malware Attack, Hacking and Cyber Crimes, and Deliberate Data Compromise Explanation of the Rank: The deliberate threat is a result of some purposely carved out of activities for harming the operations of the organization and hence its impact is very high. Rank: 2nd Threat Type: Accidental Examples: System Flaws, Unknown File Deletion, Accidental Data Compromise, and Natural Disasters Explanation of the Rank: The accidental threats are developed due to some faults and are not done with any intentions and hence their impact is not very high. Table 1: Threat ranking for VIC information system (Source: Steinberg, 2016, pp.-340) Security Challenges of VIC information system Challenges Explanation Modeling Challenges As per Mans et al. (2013), the demonstrating challenges are caused because of the ramifications of the mistakes in the planning of the framework and it had shaped the issue in execution and operational speed of the data preparing. The data framework improvement would need to confront the issue of framework contrariness and development issues. Regulatory Challenges As opined by Varshney (2014), the administrative issues of the VIC data is vital and pivotal as the hazard evaluation is to a great extent subject to the advancement for hurting the issues of the reconciliation and development of the enhanced procedures. The development of the successful and basic operation would bring about shaping the main considerations for the difficulties to the VIC government. Organizational Challenges The framework advancement would be inferred for building up the procedures of the operational improvement. As per Sharma et al. (2013), the authoritative difficulties would be created for coordinating the constrained and demeanor of the operational preparing. The advancement of the powerful and shrewd operations would be slacked because of these issues and operations. System and Data Challenges The framework and information difficulties would be inferred for the improvement of the data handling and it would be suggested for the advancement of the issues in the operations of the framework information and difficulties. As indicated by Silbey (2013), the information and framework difficulties would bring about shaping the issues of the data handling. Table 2: Security Challenges of VIC information system Risk vs. Uncertainty in VIC information system Factor of comparison Risk Uncertainty Description Risk can be characterized as the factor that causes the uneven deviation of the operational yield from the normal result (Covello et al., 2013). Rasmussen (2013) have pointed that uncertainty of vulnerability has restricted and limit affect on the operations. Result The result for the risk can be certain or negative contingent on the idea of the operations. The result for the uncertainty could possibly have affect on the operations relying on the idea of the operations. Probability High likelihood of event and would have significant effect on the operations Low likelihood of event and would have significant effect on the operations System of control The arrangement of control is framed for incorporating the advancement of the operation and it would be shaped by inferring the risk administration process. The risk administration would help in controlling the effect of the risk factors for the VIC Government. Nonappearance of any appropriate control of operations that bring about causing the uncertainty vulnerability a noteworthy issue. Some earlier strides can be taken for tolerating the progressions caused by vulnerability Table 3: Risk vs. Uncertainty for VIC information system (Source: Rasmussen, 2013, pp.-163) The 5 step procedure process, analysis approach, investigation approach and strategy approach would be helpful for developing the risk mitigation and management for VIC information system. These procedures have been pointed in the diagram below, References Alcorn, A.M., Good, J. and Pain, H., (2013, July). Deliberate system-side errors as a potential pedagogic strategy for exploratory virtual learning environments. InInternational Conference on Artificial Intelligence in Education(pp. 483-492). Springer Berlin Heidelberg Ali, E., Denis, A. F., Kujur, F. E., Chaudhary, M. 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