2007 – 2018
- SIN5017 – Data Mining (PPgSI)
- SIN5016 – Machine Learning (PPgSI)
- SIN5006 – Computational Intelligence (PPgSI)
- SIN5000 – Scientific Methodology to Information Systems (PPgSI)
- ACH2016 – Artificial Intelligence (BSI)
- ACH2066 – Special Topics on Database (BSI)
- ACH2025 – Database Laboratory (BSI)
- ACH2004 – Database (BSI)
- ACH2007 – Information Software Engineering II (BSI)
- ACH0041 – Problem Solving (EC)
PPGSI – Graduate Program in Information Systems
BSI – Undergraduate Program in Information Systems
EC – Elementary Curriculum
ACH2004 – Database (BSI)
Content: Introduction - General Concepts/Data Model - Entity-Relationship Model - Relational Model - ERM –> RM - Database Design Theory and Normalization - Query Formal Language - SQL – Security – Object-Relational
Tecnologies: DBMain project - PostGreSQL – MySQL
See Database System Concepts, Sixth Edition (homepage)
Watch (if you can) Introduction to Databases (Coursera) (Stanford Online)
Readings: History of Database Management Systems (*)/ The Entity-Relationship Model – Toward a Unified View of Data – CODD’s 12 Rules for an RDBMS (*) – The Relational Database and the Concept of the Information System
ACH2016 – Artificial Intelligence (BSI) (in Portuguese)
Content: Introdução - RNA MLP - RNA LVQ - Árvores de decisão - Clustering (medidas de avaliação) – Busca Heurística - Sistemas Baseados em Conhecimento - Aprendizado por Reforço (prof. Valdinei) – Sistemas Fuzzy
Readings: Tutorial (LQV) - The imitation game (paper) - Introdução IA – Histórico 1 - 2 - 3
Videos: Aprendizado por Reforço 1 2 3 4 – Simulated Anealing 1 – Algoritmos Genéticos 1 2 3 – Lógica Fuzzy - - Robôs 1 2 -
Links: 1 2
SIN5017 – Data Mining (PPgSI) (most in Portuguese)
Content: Introdução - Pré-processamento – Pré-processamento e redução de dimensionalidade – Redução do conjunto de dados – K-NN e Árvores de Decisão – Agrupamento – Validação de Agrupamento – Regras de Associação
Readings: Data Mining, Statistical Methods Mining and History of Statistics / From Data Mining to Knowledge Discovery in Databases / The impact of preprocessing on text classification (*) / PCA (cap 5) (*) / Informação Mútua e Entropia (*)/ Efficient Periodicity Mining in Time Series Databases Using Suffix Trees / Representation and clustering of time series by means of segmentation based on PIPs detection / A New Segmentation Algorithm to Stock Time Seriesbased on PIP Approach / Instance Based Algorithms / Mining Time Series Data / A Density-Based Algorithm for Discovering Clusters in Large Spatial Databases with Noise
Other references: Introduction to Machine Learning, by Ethem Alpaydin, MIT Press, 2010
SIN5000 – Scientific Methodology to Information Systems (PPgSI) (room 330 – I1) - (2/2015) (in Portuguese)
Content: Introdução – Projeto de pesquisa - Métodos de pesquisa (Prof. Edmir)
Readings: Scientific Methods in Computer Science – Systematic Review in Software Engineering (*) – Guidelines for performing Systematic Literature Reviews in Software Engineering (*) – A Systematic Review of Software Development Cost Estimation Studies (*) – The use of software product lines for business process management: A systematic literature review (*) / Métodos de pesquisa
Latex tutorias (in Portuguese): manual latex 1 (UFF) – manual latex 2 (tradução – Alberto Simões) – manual latex 3 (Reginaldo J. Santos – UFMG)
Standards abstract: resumo normas ABNT (diretrizes USP) – resumo normas APA (diretrizes USP) – resumo normas ISO (diretrizes USP) – resumo normas Vancouver (diretrizes USP)
Other references: KERLINGER, F. N. Metodologia da pesquisa em ciências sociais: um tratamento conceitual. São Paulo: EDUSP, 1980
Documento de área (Computação) / Qualis Periódico (WebQualis) / Qualis conferência (Computação)