Reconstrução e reconhecimento de imagens binárias utilizando o algoritmo Máquina de Boltzmann

The objective of this work is to use algorithms known as Boltzmann Machine to rebuild and classify patterns as images. This algorithm has a similar structure to that of an Artificial Neural Network but network nodes have stochastic and probabilistic decisions. This work presents the theoretical framework of the main Artificial Neural Networks, General Boltzmann Machine algorithm and a variation of this algorithm known as Restricted Boltzmann Machine. Computer simulations are performed comparing algorithms Artificial Neural Network Backpropagation with these algorithms Boltzmann General Machine and Machine Restricted Boltzmann. Through computer simulations are analyzed executions times of the different described algorithms and bit hit percentage of trained patterns that are later reconstructed. Finally, they used binary images with and without noise in training Restricted Boltzmann Machine algorithm, these images are reconstructed and classified according to the bit hit percentage in the reconstruction of the images. The Boltzmann machine algorithms were able to classify patterns trained and showed excellent results in the reconstruction of the standards code faster runtime and thus can be used in applications such as image recognition.

A docência na educação superior: narrativas das diferenças políticas de sujeitos surdos

Deaf teachers presence at superior education triggers a series of reactions due to cultural differences. They feel the discomfort. The cultural difference defies the established power relations. From that emerge the trading spaces with their constant shocks about problems that affect the deaf teacher participation. The thesis goes through practice, resistance, resilience and political thinking of the deaf teacher at the Superior Education. Authors like: Foucault (2004), Hall (2009), Bhabha (1998), Touraine (2009) and Veiga-Netto (2010) underlie the concept of power relations that permeate this study. Perlin (2003); Ladd (2002) subsidize with the cultural focus. The investigation came from the question: How deaf teachers make their political stands in power relations established to the construction of their narratives at Superior Education? It had the goal of identify and chart the deaf teachers narratives at Superior Education. Leaving from the interview-narrative qualitative approach it was constituted a corpus with the collected narratives. These narratives were identified in order to achieve a thematic map express in the last chapter where the constant facts of the trading spaces of Superior Education shocks unfolds. The results point to an infinity of debates. The deaf teachers do not only present initial conditions of distress, doubt and difficulty at Superior Education, but also the disposition to discuss more the everyday power chains, waged by trading spaces. The identification of the narratives was vitally important to confirm the value of cultural and linguistic recognition as strategy for new politics to the structural power relations at the university context.