Issues in Big Data Analytics - Assignment

Added on - 31 May 2021

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Running head: BIG DATABig DataName of the studentName of the UniversityAuthor’s Note
2BIG DATATable of ContentsAbstract............................................................................................................................................3Introduction......................................................................................................................................4Problem Overview...........................................................................................................................6Application of tech......................................................................................................................6About technology.........................................................................................................................6Research issues............................................................................................................................6Related works................................................................................................................................10Proposed methodology..................................................................................................................13Experimental Analysis...................................................................................................................17Conclusion.....................................................................................................................................26Recommendations..........................................................................................................................27References......................................................................................................................................29
3BIG DATAAbstractThis report discusses the issues in Big Data Analytics. Various issues have beenidentified in the report related to big data analytics. The data management has been an issue inthe big data analytics. The huge amount of data information has been stored in the database ofthe organization. The use different management strategies have been discussed in the report.The use of security algorithms has been discussed in the report. These algorithms have beenmanaging and minimizing security of data and information in the organization. Therefore,managing such huge amount of data has been a difficult task for the system. Therefore, this hasbeen creating a problem in big data analytics. The journals have been taken related to the issuesin the hug data.A proper methodology has been discussed in the report. A data security model has beenproposed in the report that might help in minimizing the data loss in the organization. Thissecurity model might help in maintaining a proper IT architecture in the organization. The RSAalgorithm has helped in maintaining encryption technology in big data. The use of the RSAalgorithm has been helping in minimizing the risks and threats involving in the data transfer.There are some recommendations discussed in the report that might help in mitigating securityissues in big data.
4BIG DATAIntroductionData and information have been the most important assets for the company in the market.Data can be used in different field that might help in maintaining the growth of the company.Data are important orders to carry out daily activities in an organization. Data can be collectedfrom various sources that are available for the company in the market. The storage of data andinformation has been a huge problem for the companies in the market. There are the hugeamount of data in company related to their daily activities and the growth of the company in lastyears. Therefore, such a huge amount of data and information can be managed by use of theconcept of Big Data Analytics. This concept helps in the data management in the companies.The database of the company can be handled by big data analytics. The huge usage of theinternet has increased the amount of data and information in the companies. The use of big datahas been maintaining data storage of the companies in the database. However, with all thebenefits of big data, there are various privacy and security issues prevailing in the big dataconcept.These issues have been prevailing in big data concept and creating problems for thesecurity of data and information in the companies. However, According to a report byInternational Data Corporation (IDC), a research company claims that between 2012 and 2020,the amount of information in the digital universe will grow by 35 trillion gigabytes. Theemergence of cloud computing and social media have increased sources of data and informationin the market. As of December 2015, Facebook has an average of 1.04 billion daily active users,934 million mobile daily active users, available in 70 languages, 205 billion photos uploadedevery day 30 billion pieces of content, 2.7 billion likes, and comments are being posted and 130average number of friends per Facebook user.
5BIG DATAThis report identifies the issues prevailing in the data implementation in the companies.This report has focused on the security and privacy issues in big data is creating the majorproblem in the companies. The data breach and data loss have been described in the report. Thisreport outlines about six major big data issues in the market. Twelve journals have beenproperly analyzed in order to analysis these issues related to big data. Recent works in theseissues have been discussed in the next part. The use of proper methodology for minimizing theissues in big data have been provided in a report. These methodologies might help inmaintaining and monitoring the issues in big data. The use of various algorithms and coding formitigating these issues have been provided in the report. There are some recommendationsprovide in the report that might help in minimizing threats and security issues in big dataanalytics.
6BIG DATAProblem OverviewThere are various security issues in big data analytics. However, six major security issues havebeen discussed below:Issue 1-Inukollu, V. N., Arsi, S., & Ravuri, S. R. (2014). Security issues associated with big datain cloud computing. International Journal of Network Security & Its Applications, 6(3), 45.Application of techThis journal describes security issues in big data related to the cloud computing. Themain focus of the paper is on security and privacy issues in cloud computing using big dataconcept. Cloud computing has been suffering from cyber-attacks and online threats includingvirus attacks and malicious intruders.About technologyBig data is stored in the online database of the cloud computing that helps in minimizingthe complexity of hardware database of storing such a huge amount of data and information.Data privacy has an important concern for the companies in the market. Several private data ofthe companies are stored in the cloud storage services.Research issuesThe challenges are categorized into several categories including network level,authentication level, data level and generic types. In network level, the security of the data withthe intrusion in the network connectivity and communication. The authentication methods in theincluding administrative rights and authentication of applications.
7BIG DATAChe, D., Safran, M., & Peng, Z. (2013, April). From big data to big data mining: challenges,issues, and opportunities. In International Conference on Database Systems for AdvancedApplications (pp. 1-15). Springer, Berlin, Heidelberg.Application of techThis paper discusses security challenges in big data mining and relation with the cloud.The use of the cloud computing for maintaining the data storage and others services provided tothe company.About technologyBig data has been a crucial part of the cloud computing for storage purpose of big dataover the internet. Therefore, there are several security issues discussed in the paper. DataOverwrite has been one of the major problems in the cloud services.Research issuesData and information stored over the internet might be overwritten during the writemode. This might create problems for the companies and users of the cloud. In the data levels, itdeals with the data integrity and availability including logging and nodes. The generic securitytypes have been related to the in general security issues about the data loss and integrity.Issue 2-Kaisler, S., Armour, F., Espinosa, J. A., & Money, W. (2013, January). Big data: Issuesand challenges moving forward. In System Sciences (HICSS), 2013 46th Hawaii internationalconference on (pp. 995-1004). IEEE.Application of tech
8BIG DATAThis paper deals withmanagement issue of big data in a database. There is a hugeamount of data and information stored in the database. Therefore, management of the data andinformation needs to be managed in the proper manner. This creates the problem for the database administrator to manage such a huge amount of big data.About technologyIn many cases, data and information are jumbled up and overwrite occurs. Data can bebreached during the transfer of data from sender to receiver that involves distributed data,distributed nodes and internode communication.Research issuesAs the authentication level, the security of the data deals with the encryption anddecryption of data and information at both sender and receiver ends. This creates wronginformation for a particular data and information. This has been a major issue discussed in thispaper.Kitchin, R. (2013). Big data and human geography: Opportunities, challenges and risks.Dialogues in human geography, 3(3), 262-267.Application of technologyThis paper deals with the challenges in big data related togeographical intent. Datacollected from various places on the environment varies with their quality and size. Social mediadata collection has been a major source of data and information.About Technology
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