The main goal of the state policy in the field of demography is to ensure the growth of populatio... more The main goal of the state policy in the field of demography is to ensure the growth of population reproduction in accordance with the country’s development strategy by eliminating negative trends in demographic processes. Demographic processes can be assessed by country, region and district. In this regard, demographic surveys can be conducted at the state, regional and individual levels. The implementation of an effective demographic policy in the country is an integral part of the e-government system. The article is devoted to the analysis of demographic characteristics based on the data of social network users. The spread of the Internet and digital technologies has created new opportunities for demographic research. To this end, the article analyzes demography as a field of multidisciplinary research and shows the importance of data collected in social networks for demographic research. This includes the use of data collected in the analytical systems of social networking servi...
The increasing amount of pressure to digitalize what we are used to consider a conventional data ... more The increasing amount of pressure to digitalize what we are used to consider a conventional data has created a need to analyze, search and process unique data structures in a timely manner. The progressive world has created a justified need not only for a fast query searches but also the most related and meaningful searches with a minimal guidance. This article explores the potential benefits of using unorthodox solutions, including Artificial Intelligence algorithms in processing big data that are unconventional data structures. One of such big data sources was created as part of digitalization of historic heritage materials, documents and artifacts. The article calls out the benefits and disadvantages of some Artificial Intelligence algorithms and explores ways to use a few of those algorithms for the purposes of the digital heritage. It also offers the solution to maximize the potential of the search engine that could be built for digital heritage or any other unstructured data.
This paper takes Twitter as the framework and intended to propose an optimum approach for classif... more This paper takes Twitter as the framework and intended to propose an optimum approach for classification of Twitter data on the basis of the contextual and lexical aspect of tweets. It is a dire need to have optimum strategies for offensive content detection on social media because it is one of the most primary modes of communication, and any kind of offensive content transmitted through it may harness its benefits and give rise to various cyber-crimes such as cyber-bullying and even all content posted during the large even on twitter is not trustworthy. In this research work, various facets of assessing the credibility of user generated content on Twitter has been described, and a novel real-time system to assess the credibility of tweets has been proposed by assigning a score or rating to content on Twitter to indicate its trustworthiness. A comparative study of various classifying techniques in a manner to support scalability has been done and a new solution to the limitations present in already existing techniques has been explored.
"BIG DATA" ANALYTICS: AVAILABLE APPROACHES, PROBLEMS AND SOLUTIONS, 2016
Increased volume of data and demand for ad hoc analysis of data leads to the rise of one of the b... more Increased volume of data and demand for ad hoc analysis of data leads to the rise of one of the biggest problems of Big Data called Big Data analysis. This article studies the current problems and most frequently used methods of big data analysis and gives some recommendations. The article also investigates the technological stages of Big data processing, and the basic characteristics and features of big data. Keywords: data warehouse, cloud, database management systems, data processing, big data, big data analytics, NoSQL, MapReduce, Hadoop, OLAP
The main goal of the state policy in the field of demography is to ensure the growth of populatio... more The main goal of the state policy in the field of demography is to ensure the growth of population reproduction in accordance with the country’s development strategy by eliminating negative trends in demographic processes. Demographic processes can be assessed by country, region and district. In this regard, demographic surveys can be conducted at the state, regional and individual levels. The implementation of an effective demographic policy in the country is an integral part of the e-government system. The article is devoted to the analysis of demographic characteristics based on the data of social network users. The spread of the Internet and digital technologies has created new opportunities for demographic research. To this end, the article analyzes demography as a field of multidisciplinary research and shows the importance of data collected in social networks for demographic research. This includes the use of data collected in the analytical systems of social networking servi...
The increasing amount of pressure to digitalize what we are used to consider a conventional data ... more The increasing amount of pressure to digitalize what we are used to consider a conventional data has created a need to analyze, search and process unique data structures in a timely manner. The progressive world has created a justified need not only for a fast query searches but also the most related and meaningful searches with a minimal guidance. This article explores the potential benefits of using unorthodox solutions, including Artificial Intelligence algorithms in processing big data that are unconventional data structures. One of such big data sources was created as part of digitalization of historic heritage materials, documents and artifacts. The article calls out the benefits and disadvantages of some Artificial Intelligence algorithms and explores ways to use a few of those algorithms for the purposes of the digital heritage. It also offers the solution to maximize the potential of the search engine that could be built for digital heritage or any other unstructured data.
This paper takes Twitter as the framework and intended to propose an optimum approach for classif... more This paper takes Twitter as the framework and intended to propose an optimum approach for classification of Twitter data on the basis of the contextual and lexical aspect of tweets. It is a dire need to have optimum strategies for offensive content detection on social media because it is one of the most primary modes of communication, and any kind of offensive content transmitted through it may harness its benefits and give rise to various cyber-crimes such as cyber-bullying and even all content posted during the large even on twitter is not trustworthy. In this research work, various facets of assessing the credibility of user generated content on Twitter has been described, and a novel real-time system to assess the credibility of tweets has been proposed by assigning a score or rating to content on Twitter to indicate its trustworthiness. A comparative study of various classifying techniques in a manner to support scalability has been done and a new solution to the limitations present in already existing techniques has been explored.
"BIG DATA" ANALYTICS: AVAILABLE APPROACHES, PROBLEMS AND SOLUTIONS, 2016
Increased volume of data and demand for ad hoc analysis of data leads to the rise of one of the b... more Increased volume of data and demand for ad hoc analysis of data leads to the rise of one of the biggest problems of Big Data called Big Data analysis. This article studies the current problems and most frequently used methods of big data analysis and gives some recommendations. The article also investigates the technological stages of Big data processing, and the basic characteristics and features of big data. Keywords: data warehouse, cloud, database management systems, data processing, big data, big data analytics, NoSQL, MapReduce, Hadoop, OLAP
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