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Clustering and regression analysis of micro panel data
Sobíšek, Lukáš ; Pecáková, Iva (advisor) ; Komárek, Arnošt (referee) ; Brabec, Marek (referee)
The main purpose of panel studies is to analyze changes in values of studied variables over time. In micro panel research, a large number of elements are periodically observed within the relatively short time period of just a few years. Moreover, the number of repeated measurements is small. This dissertation deals with contemporary approaches to the regression and the clustering analysis of micro panel data. One of the approaches to the micro panel analysis is to use multivariate statistical models originally designed for crosssectional data and modify them in order to take into account the within-subject correlation. The thesis summarizes available tools for the regression analysis of micro panel data. The known and currently used linear mixed effects models for a normally distributed dependent variable are recapitulated. Besides that, new approaches for analysis of a response variable with other than normal distribution are presented. These approaches include the generalized marginal linear model, the generalized linear mixed effects model and the Bayesian modelling approach. In addition to describing the aforementioned models, the paper also includes a brief overview of their implementation in the R software. The difficulty with the regression models adjusted for micro panel data is the ambiguity of their parameters estimation. This thesis proposes a way to improve the estimations through the cluster analysis. For this reason, the thesis also contains a description of methods of the cluster analysis of micro panel data. Because supply of the methods is limited, the main goal of this paper is to devise its own two-step approach for clustering micro panel data. In the first step, the panel data are transformed into a static form using a set of proposed characteristics of dynamics. These characteristics represent different features of time course of the observed variables. In the second step, the elements are clustered by conventional spatial clustering techniques (agglomerative clustering and the C-means partitioning). The clustering is based on a dissimilarity matrix of the values of clustering variables calculated in the first step. Another goal of this paper is to find out whether the suggested procedure leads to an improvement in quality of the regression models for this type of data. By means of a simulation study, the procedure drafted herein is compared to the procedure applied in the kml package of the R software, as well as to the clustering characteristics proposed by Urso (2004). The simulation study demonstrated better results of the proposed combination of clustering variables as compared to the other combinations currently used. A corresponding script written in the R-language represents another benefit of this paper. It is available on the attached CD and it can be used for analyses of readers own micro panel data.
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Multimedia communication
Vondra, Zdeněk ; Horný, Stanislav (advisor) ; Skrbek, Jan (referee) ; Jurášková, Olga (referee)
Multimedia is a form of communication and sharing knowledge using synergic effect of parallel connected communication channels. Its main use is in producing communications products and services and in design of user interfaces. Main objective of this dissertation is to develop and create a model of multimedia communication for better understanding of the meaning and the purpose of using multimedia forms in communication process. The model will describe a system of elements and parameters of multimedia communication within the internal and external context. Another objective of this dissertation is to develop multimedia communication methodology that will be used for the design, development and evaluations of concepts of multimedia communication. The methodology will be created by applying the model of multimedia communication into the procedure structure. In theoretical way this dissertation is based on analysis of different definitions and approaches to the multimedia communications topic. This is followed by an analysis of communication theories, concepts of media, multimedia, delivery channels, and communication functions. The theoretical part is followed by the outcomes of the research in practice of four different fields of multimedia use. The knowledge gained is analyzed in the following parts in purpose of creating the model of multimedia communication and the methodology which is derived from the model. The methodology is further validated through case studies and the recommendations for further development are formulated. The model and the methodology of multimedia communication created in this dissertation present complex view on multimedia communication topic that is considered as a useful tool for meeting a specific communication purpose. Dissertation provides mechanics for use and study of multimedia communication and also defines the opportunities for further development of the methodology.
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Plan for improvement of internet marketing of chosen engineering company
Pokorný, Zdeněk ; Hinčica, Vít (advisor) ; Olšanová, Květa (referee)
The objective of this bachelor thesis is to evaluate the contemporary usage of internet marketing by company POKORNY, spol. s r. o. and at the same time to suggest its possible further development. Within contemporary usage of internet marketing is analysed company's website on the basis of its overall quality, content and its statistical values. In connection to company's website is subsequently analysed its optimization for search engines as well. Furthermore the thesis analyse usage of 2 social networks, which are Facebook and LinkedIn. Afterwards the thesis suggest possible further development of company's internet marketing which includes recommendation to eliminate discovered current deficiencies and suggestions to start using new available tools. The result of these recommendations should be better competitiveness of the company.
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Data Mining for Effective Customer Communication
Madhi, Simona ; Šperková, Lucie (advisor) ; Novotný, Ota (referee)
The aim of this paper is to describe and illustrate benefits of using Data Mining for effective customer communication. The objective is to perform a Data Mining analysis in order to achieve results with potentially beneficial influence on the company s relationship with its customers, while using the KNIME Analytics Platform tool. The paper introduces the theoretical aspect of Customer Relationship Management, Data Mining and the opportunities of using Data Mining to improve CRM; followed by a market analysis of available Data Mining tools and the introduction of the KNIME Analysis Platform. Furthermore, the knowledge thus reached is used for the performance of real data analysis with the aim of reaching customer knowledge that would be appropriate to use within CRM strategy and finally to positively influence the value of customer relationships.
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Usage of unstructured data in Business Intelligence
Rakhmanova, Malika ; Šperková, Lucie (advisor) ; Karkošková, Soňa (referee)
The aim of the thesis is to identify the main trends that are occurring in the market of Business Intelligence and related to unstructured data, to describe the possibilities for integrating unstructured data, to clarify what the impact on the company have the results that can be obtained using these solutions and how generally incorporate an analysis of unstructured data into BI. Another aim is to show the current situation of processing unstructured data on the example of BI system. The thesis is divided into several parts. First part is describing of the Business Intelligence area and the basic components of Business Intelligence, as well as identifying market trends. Then, there is the next part: separating the data into structured and unstructured. Here is the part about how you can access and analyse unstructured data and what is their place in BI systems. This is the end of a block of unstructured data and the beginning of a description of the enhanced version of BI. Finally, the current market situation and BI tools, which include unstructured data, are introduced. This section provides an overview of how BI tools approach to analyse unstructured data. Existed literature, professional and freely available Internet resources are used for writing the work. The purpose is to serve as a source of information for quickly orienting in the current situation, to serve as a guide to the world of BI solutions and to show potential users what are the options and functionality of these BI solutions.
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SEO audit and content analysis of the selected website
Beneš, Martin ; Bubeníček, Jan (advisor) ; Truhlář, Filip (referee)
This bachelor thesis deals with SEO audit and content analysis for a particular website. The aim is to outline the process of search engine optimization and then verify if the website is sufficiently optimized on the basis of the information gathered. The theoretical part is defined by basic problems, the most commonly used methods of optimization and link-building, and outlined the process of creating keyword analysis. Then there is a brief explanation about how search engines work and which factors are crucial for evaluating the positions of web pages in a search. At the end it describes the necessary tools for a quality SEO audit. In the practical part, there will be an executed SEO audit on the basis of theoretical knowledge along with content analysis, which will be based on the keyword analysis. Part of SEO audit will be specific recommendations for increasing traffic from organic search.
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Business Plan for Establishment of Trade
Borkovec, Ondřej ; Trachta, Václav (advisor) ; Dvořák, Jiří (referee)
The aim of the thesis is to create a business plan of Kavárna XY operated by independent entrepreneur. The work consists of two parts. The first part is the theoretical framework which focuses on the legal requirements of entrepreneurship and structure of a business plan.The tools like PEST analysis, Porter`s five forces analysis and SWOT analysis are explained. The second part is the application of findings from the theoretical part and focuses on creating the business plan of Kavárna XY. The practical part deals with the definition of competetive advantage, analyzes a company environment and competition, deals with the creation of sales and financial plan and evaluates project risks. An output of the practical part is to create a business plan and prove that the project is feasible and profitable.
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Freedom of Expression and Censorship on the Internet and Social Networks
Reindl, Jan ; Čermák, Radim (advisor) ; Sova, Martin (referee)
This thesis is focused on freedom of expression and censorship on the internet and social networks. Its goal is to evaluate current situation of censorship of the internet, to describe the most often used methods of censorship and suppressing free speech, as well as methods of its circumvention. The thesis is focused on the progress of internet censorship in its shift from a tool of governmental domestic network control into a tool in the hands of multinational organizations. Some focus is also given to the importance of anonymity as a way to freedom of speech, and to the analysis of current situation and possible future outcomes. This thesis is divided into five chapters. The first one serves as an introduction into the problematics. Second chapter describes methods of internet censorship, the third one describes its circumvention. The fourth chapter looks into the current situation regarding the role of social media in terms of internet censorship and possible results of censorship as well as future evolvement. Fifth and last chapter is dedicated to research of anonymous parts of internet community that could otherwise face censorship.
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Use of Google applications and tools in the enterprise
Fiala, Dávid ; Lorenc, Miroslav (advisor) ; Koliš, Karel (referee)
The aim of this thesis is to focus on usage of Google online applications for business and Google Analytics tool in the company TLV s.r.o. , analyse the effectivity of everyday usage and the ability to improve in-house processes. These applications and tools will be described from the perspective of their functions, which they offer. In the following parts of the thesis I will focus on alternative cloud based solutions of office applications, their costs of implementation and their advantages in comparison with Google applications. In case of Google Analytics the thesis will be focused on the rentability of this solution for TLV s.r.o. comparing the costs of online advertisements (Google AdWords) and the yield.
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