CARTO-SOM - Cartogram creation using self-organizing maps

Dissertação apresentada como requisito parcial para obtenção do grau de Mestre em Ciência e Sistemas de Informação Geográfica

Exploratory geospatial data analysis using self-organizing maps

Dissertação apresentada como requisito parcial para obtenção do grau de Mestre em Ciência e Sistemas de Informação Geográfica

State detection in a financial portfolio: a self-organizing maps approach for financial time series

This study analyses financial data using the result characterization of a self-organized neural network model. The goal was prototyping a tool that may help an economist or a market analyst to analyse stock market series. To reach this goal, the tool shows economic dependencies and statistics measures over stock market series. The neural network SOM (self-organizing maps) model was used to ex-tract behavioural patterns of the data analysed. Based on this model, it was de-veloped an application to analyse financial data. This application uses a portfo-lio of correlated markets or inverse-correlated markets as input. After the anal-ysis with SOM, the result is represented by micro clusters that are organized by its behaviour tendency. During the study appeared the need of a better analysis for SOM algo-rithm results. This problem was solved with a cluster solution technique, which groups the micro clusters from SOM U-Matrix analyses. The study showed that the correlation and inverse-correlation markets projects multiple clusters of data. These clusters represent multiple trend states that may be useful for technical professionals.

Internationalization strategy of Skypro Shoes to Japan

Skypro is a footwear brand targeted at the aviation professionals’ niche market, explored by the Portuguese microenterprise Abotoa Lda..The saturation of the Portuguese market led Skypro to expand to different worldwide countries and to be a footwear supplier of Airlines from the USA, Qatar or Australia, among others. Abotoa aims for its 2014’s exports to represent around 80% of total sales and this Internationalization Plan for Japan represents the possibility of further exploring the Asian market. Japan appears as the 2nd worldwide footwear importer and the 5th footwear consumer, with a high purchasing power – GDP per capita (PPP). This country possesses two enormous Airlines (ANA and JAL) that employ more than 15000 on-board personnel, the world’s 4th busiest Airport in 2013 (Tokyo’s Haneda International Airport) and a geographic structure with more than 6500 islands, implying high frequency of aerial transportation in the medium-run. These aspects make Japan an adequate country to invest in. At the course of this Work Project, trustworthy recommendations are provided for the current state of Abotoa and for the introduction and implementation of this Internationalization Plan. These findings strongly suggest that Skypro should indeed penetrate Japan’s market.