Analysis of panoramio photo tags in order to extract land use information

In the recent past, hardly anyone could predict this course of GIS development. GIS is moving from desktop to cloud. Web 2.0 enabled people to input data into web. These data are becoming increasingly geolocated. Big amounts of data formed something that is called "Big Data". Scientists still don't know how to deal with it completely. Different Data Mining tools are used for trying to extract some useful information from this Big Data. In our study, we also deal with one part of these data - User Generated Geographic Content (UGGC). The Panoramio initiative allows people to upload photos and describe them with tags. These photos are geolocated, which means that they have exact location on the Earth's surface according to a certain spatial reference system. By using Data Mining tools, we are trying to answer if it is possible to extract land use information from Panoramio photo tags. Also, we tried to answer to what extent this information could be accurate. At the end, we compared different Data Mining methods in order to distinguish which one has the most suited performances for this kind of data, which is text. Our answers are quite encouraging. With more than 70% of accuracy, we proved that extracting land use information is possible to some extent. Also, we found Memory Based Reasoning (MBR) method the most suitable method for this kind of data in all cases.

Direito a ser esquecido na internet

With the recent technological development, we have been witnessing a progressive loss of control over our personal information. Whether it is the speed in which it spreads over the internet or the permanent storage of information on cloud services, the means by which our personal information escapes our control are vast. Inevitably, this situation allowed serious violations of personal rights. The necessity to reform the European policy for protection of personal information is emerging, in order to adapt to the technological era we live in. Granting individuals the ability to delete their personal information, mainly the information which is available on the Internet, is the best solution for those whose rights have been violated. However, once supposedly deleted from the website the information is still shown in search engines. In this context, “the right to be forgotten in the internet” is invoked. Its implementation will result in the possibility for any person to delete and stop its personal information from being spread through the internet in any way, especially through search engines directories. This way we will have a more comprehensive control over our personal information in two ways: firstly, by allowing individuals to completely delete their information from any website and cloud service and secondly by limiting access of search engines to the information. This way, it could be said that a new and catchier term has been found for an “old” right.

Internamentos hospitalares da população com mais de 65 anos em Portugal – Análise Descritiva

RESUMO - As mudanças na saúde são cada vez mais rápidas e os serviços de saúde têm cada vez mais dificuldade em dar resposta aos problemas de saúde dos portugueses. Responsáveis por grande parte da despesa em saúde, os idosos são a população que mais utiliza os serviços de saúde e as respetivas unidades hospitalares e serviços de urgência. Estes têm estadias mais prolongadas e consomem mais recursos durante essas permanências nas instituições de saúde. Sabendo isto revelou-se oportuno encontrar as principais causas de internamento hospitalar, os principais diagnósticos secundários, demoras médias e a sua relação com as principais causas de morte na população portuguesa com mais de 65 anos no período de 2003-2012. Para tal, optou-se por uma análise descritiva de 3375817 episódios de internamento referentes a dez anos. Daqui retirou-se que os diagnósticos principais mais frequentes para todos os anos e todas as faixas etárias são o acidente vascular cerebral isquémico e a pneumonia, sendo que o primeiro é o mais frequente até 2006, passando depois a ser a pneumonia o mais frequente. A demora média é maior quanto mais diagnósticos secundários associados houver e aumenta com a idade. Os diagnósticos secundários mais frequentes são a hipertensão essencial e a diabetes mellitus. Estes dados são relevantes para o conhecimento da saúde em Portugal, podendo-se alterar e uniformizar e melhorar práticas hospitalares e com isso progredir na qualidade dos tratamentos e aumentar a qualidade de vida com hipótese de diminuição da demora média.