15 resultados para Data Mining and its Application


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MSC Dissertation in Computer Engineering

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Complex systems, i.e. systems composed of a large set of elements interacting in a non-linear way, are constantly found all around us. In the last decades, different approaches have been proposed toward their understanding, one of the most interesting being the Complex Network perspective. This legacy of the 18th century mathematical concepts proposed by Leonhard Euler is still current, and more and more relevant in real-world problems. In recent years, it has been demonstrated that network-based representations can yield relevant knowledge about complex systems. In spite of that, several problems have been detected, mainly related to the degree of subjectivity involved in the creation and evaluation of such network structures. In this Thesis, we propose addressing these problems by means of different data mining techniques, thus obtaining a novel hybrid approximation intermingling complex networks and data mining. Results indicate that such techniques can be effectively used to i) enable the creation of novel network representations, ii) reduce the dimensionality of analyzed systems by pre-selecting the most important elements, iii) describe complex networks, and iv) assist in the analysis of different network topologies. The soundness of such approach is validated through different validation cases drawn from actual biomedical problems, e.g. the diagnosis of cancer from tissue analysis, or the study of the dynamics of the brain under different neurological disorders.

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In the age of computerisation, entrepreneurs around the world aim to revolutionise their field with ground-breaking ICTs. GuestU is one of those offering mobile application development to small and medium-sized tourism enterprises. To assure the young start-ups steady growth this paper aims to identify reasons for the high customer churn risk. Primary data is used to analyse end-user behaviour and particularly the success of acquisition and activation. Results show troubling download quantities as well as retention rates leading to the recommendations for GuestU to incentivise and guide their customers in increasing promotion for the applications.

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SignalProcessing, Vol. 81, nº 3

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The following contribution considers whether global restructuring creates new forms of the division of labor. On the basis of empirical data from a comparative project in 14 European countries, the author supports the hypothesis that in addition to the ongoing process of the internationalization of work, there are ‘hidden’ effects at the local level. From the perspective of three occupational clusters, dynamics can be observed which have differing impacts on the occupational groups. Thus, there is a simultaneous process of restructuring and redefining skills, labor processes and the working organization which forms the daily reality of working men and women.

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J Biol Inorg Chem (2011) 16:1241–1254 DOI 10.1007/s00775-011-0812-9

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A Work Project, presented as part of the requirements for the Award of a Masters Degree in Management from the NOVA – School of Business and Economics

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Dissertação para obtenção do Grau de Mestre em Engenharia do Ambiente Perfil Gestão de Sistemas Ambientais

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A Work Project, presented as part of the requirements for the Award of a Masters Degree in Finance from the NOVA – School of Business and Economics

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Dissertação para obtenção do Grau de Mestre em Mestrado em Conservação e Restauro, especialização em Ciências da Conservação

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Dissertação para obtenção do Grau de Mestre em Biotecnologia

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The main objective of this thesis is to study the developing fields of aquaponics and its potential for aquaculture wastewater treatment and human urine treatment. Aquaponics is a food production system which combines fish farming (aquaculture) with soilless crop farming (hydroponics). In this thesis the concept of aquaponics and the underlying processes are explained. Research on aquaculture wastewater and human urine wastewater is reviewed and its potential application with aquaponic systems is studied. An overview of the different types of aquaponic systems and current research on the field is also presented. A case study was conducted in a farm in Askeröd, Sweden, which involved building two aquaponic systems (System 1 and System 2) and a human urine-based aquaponic system (System 3), with different degrees of component complexity and sizes. The design, building and monitoring of System 1, System 2 and System 3 was documented and described in detail. Four day experiments were conducted which tested the evolution in concentration of Total Ammonia Nitrogen (NH4+/NH3), Nitrite (NO2-), Nitrate (NO3-), Phosphate (PO43-), and Dissolved Oxygen (O2) after an initial nutrient input. The goal was to assess the concentrations of these parameters after four days and compare them with relevant literature examples in the aquaculture industry and in source-separated urine research. Neither of the two aquaponic systems (System 1 and System 2) displayed all of the parameter concentrations in the last day of testing below reference values found in literature. The best performing of the aquaponic systems was the more complex system (System 2) combining the hydroponic Nutrient Film Technique with a Deep Water Culture component, with a Total Ammonia Nitrogen concentration of 0,20 mg/L, a Nitrite concentration of 0,05 mg/L, a Nitrate concentration of 1,00-5,00 mg/L, a Phosphate concentration of <0,02 mg/L and a Dissolved Oxygen concentration of 8,00 mg/L. The human urine-based aquaponic system (System 3) underperformed in achieving the reference concentration values in literature for most parameters. The removal percentage between the higher recorded values after the input addition and the final day of testing was calculated for two literature examples of separated urine treatment and System 3. The system had a removal percentage of 75% for Total Ammonia Nitrogen, 98% for Nitrite, 25% for Nitrate and 50% for Phosphate. These percentages still underperformed literature examples in most of the tested parameters. The results gathered allowed to conclude that while aquaculture wastewater treatment and human urine treatment is possible with aquaponics systems, overall these did not perform as well as some examples found in recirculating aquaculture systems and source-separated urine treatment literature. However, better measuring techniques, longer testing periods and more research is recommended in this field in order to draw an improved representative conclusion.

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RESUMO: Objetivo: Este estudo teve como objetivo avaliar a carga dos cuidadores de doentes com Esquizofrenia e avaliar a correlação com determinadas características demográficas dos doentes e dos cuidadores, assim como com o nível de emoção expressa na família. Métodos: Este estudo descritivo-analítico foi realizado em 172 doentes com Esquizofrenia e seus cuidadores primários, que foram selecionados em ambulatório, a partir da consulta externa do Hospital Psiquiátrico em Teerão, no Irão, mediante uma amostra de conveniência. Os cuidadores foram entrevistados utilizando as escalas Zarit Burden Interview e Family Questionnaire, de forma a avaliar a sobrecarga sentida pelos cuidadores e o nível de emoção expressa na família, respectivamente. Os dados foram analisados por meio de testes de Mann-Whitney, Kruskal-Wallis, e Spearman. Resultados: O nível de sobrecarga vivenciada pela maioria dos cuidadores primários foi moderada a grave. A pontuação obtida nas sub-escalas de comentários emocionais, envolvimento excessivo e comentários críticos foram maiores do que o ponto de corte em 51,7% e 64,5% dos cuidadores, respectivamente. Os resultados mostraram que as pontuações obtidas nas duas subescalas do questionário família tinham uma correlação significativa e direta com a carga experimentada pelos cuidadores. O nível de carga experimentada pelos cuidadores foi significativamente diferente entre os grupos de idade e estado civil dos cuidadores, e género, status ocupacional e estado civil dos doentes. O número de membros da família, as condições 5 de alojamento, o tempo gasto pelo cuidador com o paciente diariamente, o nível de renda familiar e a duração da doença afetaram significativamente o nível de carga experimentada pelo cuidador. Conclusão: Com base nos resultados, alguns fatores demográficos dos cuidadores, pacientes e seus familiares afetam significativamente a carga experimentada pelos cuidadores primários. A maioria das famílias dos pacientes têm alto nível de emoção expressa e existe uma significativa associação direta entre as emoções expressas e a carga experimentada.------------ABSTRACT: Aim: This study aimed to assess the burden experienced by the caregiver of patients with Schizophrenia, and evaluate its correlation with some demographic characteristics of patients, their caregivers, and the level of expressed emotion in the family. Methods: This descriptive-analytic study was conducted on 172 schizophrenic patients and their primary caregivers selected from the outpatient clinic of a mental hospital in Tehran, Iran using convenience sampling. Caregivers were evaluated with Zarit Burden Interview and Family Questionnaire to assess the burden experienced by the caregivers and the level of expressed emotion in the family, respectively. Data were analyzed using Mann-Whitney, Kruskal-Wallis, and Spearman’s tests. Results: The level of burden experienced by the majority of primary caregivers was moderate to severe. The scores obtained in the subscales of emotional over-involvement and critical comments were higher than the cutoff point in 51.7% and 64.5% of caregivers respectively. The results showed that the scores obtained in the two subscales of family questionnaire had a significant, direct correlation with the burden experienced by the caregivers. The level of burden experienced by the caregivers was significantly different between the subgroups of age and marital status of the caregivers, and gender, occupational status and marital status of the patients. Number of family members, home ownership status, time spent by the caregiver with the patient daily, level of family income and duration of disorder significantly affected the level of burden experienced by the caregiver. Conclusion: Based on the results, some demographic factors of the primary caregivers, patients and their family significantly affect the burden experienced by the primary caregivers. Most of the families of patients have high expressed emotions and a significant, direct association exists between the expressed emotions and the burden experienced.

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Companies are increasingly more and more dependent on distributed web-based software systems to support their businesses. This increases the need to maintain and extend software systems with up-to-date new features. Thus, the development process to introduce new features usually needs to be swift and agile, and the supporting software evolution process needs to be safe, fast, and efficient. However, this is usually a difficult and challenging task for a developer due to the lack of support offered by programming environments, frameworks, and database management systems. Changes needed at the code level, database model, and the actual data contained in the database must be planned and developed together and executed in a synchronized way. Even under a careful development discipline, the impact of changing an application data model is hard to predict. The lifetime of an application comprises changes and updates designed and tested using data, which is usually far from the real, production, data. So, coding DDL and DML SQL scripts to update database schema and data, is the usual (and hard) approach taken by developers. Such manual approach is error prone and disconnected from the real data in production, because developers may not know the exact impact of their changes. This work aims to improve the maintenance process in the context of Agile Platform by Outsystems. Our goal is to design and implement new data-model evolution features that ensure a safe support for change and a sound migration process. Our solution includes impact analysis mechanisms targeting the data model and the data itself. This provides, to developers, a safe, simple, and guided evolution process.