Teaching Activities
Teaching Year Semester Course Name Degree(s) Coordinator
2025/2026 Applied Final Project in Data Science Bachelor Degree in Data Science; No
2025/2026 Time Series Analysis and Forecasting Master Degree in Data Science; Yes
2024/2025 Data Science Methodologies and Technologies -- No
2024/2025 Data Driven Strategy Optimization -- Yes
2024/2025 Data Visualization, Data Wrangling and Feature Engineering -- No
2024/2025 Supervised Learning Part 1 - Regression -- No
2024/2025 Supervised Learning Part 2 - Classification and Time Series -- No
2024/2025 Supervised Learning: Advanced Learning Models -- No
2024/2025 Attention is all you need: Transformers and Generative AI -- No
2024/2025 Big Data -- No
2024/2025 Risk Analysis and Management -- No
2024/2025 Liquidity and Operational Risks -- No
2024/2025 SQL Fundamentals e Python Fundamentals -- No
2024/2025 Credit Risk -- No
2024/2025 Machine Learning applied to companies -- Yes
2024/2025 Econometrics of Financial Markets Master Degree in Financial Mathematics (ISCTE/FCUL); Yes
2023/2024 Introduction to Data Science Institutional Degree in Escola de Tecnologias e Arquitetura; No
2023/2024 Applied Project in Data Science I -- Yes
2023/2024 Introduction to Dynamic Models -- Yes
2023/2024 Time Series Analysis and Forecasting Master Degree in Data Science; Yes
2023/2024 Dissertation in Data Science -- Yes
2023/2024 Master Project in Data Science -- Yes
2023/2024 Machine Learning applied to companies -- Yes
2023/2024 Data Science Methodologies and Technologies -- No
2023/2024 Dissertation in Data Science -- Yes
2023/2024 Master Project in Data Science -- Yes
2023/2024 Data Driven Strategy Optimization -- Yes
2023/2024 Data Analytics for Business Managers -- Yes
2023/2024 Econometrics of Financial Markets -- Yes
2022/2023 Introduction to Data Science Institutional Degree in Escola de Tecnologias e Arquitetura; No
2022/2023 Applied Project in Data Science I -- Yes
2022/2023 Time Series Analysis and Forecasting Master Degree in Data Science; Yes
2022/2023 Dissertation in Data Science -- Yes
2022/2023 Data Analytics for Business Managers -- Yes
2022/2023 Introduction to Dynamic Models -- Yes
2022/2023 Data Science Methodologies and Technologies -- No
2022/2023 Dissertation in Data Science -- Yes
2022/2023 Econometrics of Financial Markets Master Degree in Financial Mathematics (ISCTE/FCUL); Yes
2021/2022 Introduction to Data Science Institutional Degree in Escola de Tecnologias e Arquitetura; No
2021/2022 Applied Project in Data Science I -- Yes
2021/2022 Time Series Analysis and Forecasting Master Degree in Data Science; Yes
2021/2022 Introduction to Data Science Institutional Degree in Escola de Tecnologias e Arquitetura; No
2021/2022 Introduction to Dynamic Models -- Yes
2021/2022 Data Science Methodologies and Technologies -- No
2021/2022 Econometrics of Financial Markets Master Degree in Financial Mathematics (ISCTE/FCUL); Yes
2020/2021 Introduction to Data Science Institutional Degree in Escola de Tecnologias e Arquitetura; No
2020/2021 Applied Project in Data Science I -- Yes
2020/2021 Time Series Analysis and Forecasting Master Degree in Data Science; Yes
2020/2021 Advanced Topics in Macroeconomics II Doctorate Degree (PhD) in Economics; No
2020/2021 Introduction to Data Science Institutional Degree in Escola de Tecnologias e Arquitetura; No
2020/2021 Introduction to Dynamic Models -- Yes
2020/2021 Data Science Methodologies and Technologies -- No
2020/2021 Econometrics of Financial Markets Master Degree in Financial Mathematics (ISCTE/FCUL); Yes
2019/2020 Macro-Econometrics II Master Degree in Monetary and Financial Economics; Yes
2019/2020 Introduction to Data Science Institutional Degree in Escola de Tecnologias e Arquitetura; No
2019/2020 Data Analysis for Business Intelligence Master Degree in Integrated Business Intelligence Systems; Yes
2019/2020 Introduction to Data Science Institutional Degree in Escola de Tecnologias e Arquitetura; No
2019/2020 Econometrics of Financial Markets Master Degree in Financial Mathematics (ISCTE/FCUL); Yes
2018/2019 Advanced Econometrics II Doctorate Degree (PhD) in Economics; Doctorate Degree (PhD) in Finance; No
2018/2019 Optimization -- No
2018/2019 Econometrics of Financial Markets Master Degree in Financial Mathematics (ISCTE/FCUL); Yes
2017/2018 Optimization -- No
2017/2018 Mathematics -- No
2017/2018 Econometrics of Financial Markets Master Degree in Financial Mathematics (ISCTE/FCUL); Yes
2016/2017 Optimization -- No
2016/2017 Mathematics -- No
2014/2015 Research Seminar in Economics -- No
2014/2015 Numerical Methods in Economics -- Yes
2014/2015 Mathematics I Bachelor Degree in Economics; No
2013/2014 Calculus II -- Yes
2013/2014 Complexity II: Social and Human Sciences -- No
Supervisions
Ph.D. Thesis (25)
Ongoing (13)
Student Name Title/Topic Language Status Institution Initial Year
Wang Ming Management of medical insurance cost control based on big data mining model -a case study of Huzhou, Zhejiang, China English Developing Iscte 2017
Qiang Li Strategic management of chain dental medical institution English Developing Iscte 2017
Paula Ciureano Moldovan Essas on the relationships between political indicators, and real exchange rate and inflation English Delivered Iscte 2016
YANG Lvzhou Financial Leasing Pricing Strategy and risk Management - based on new energy commercial vehicle industry English Developing Iscte 2016
Shi Jianmin Environmental Risk Management System of Commercial Banks English Developing Iscte 2016
Pedro Fortes Ferreira Estimação e seleção de cais determinístico em series temporais financeiras Portuguese Developing Iscte --
Fu Jiawei Inquiry on Quantitative and Non-quantitative Analysis in Stock Analysi English Developing Iscte 2022
Li Qiang Designing strategic management system of Chinese franchised dental medical group: Bybo-dental-group´s case English Developing Iscte 2022
Guo Liang Hardware configuration of township hospitals in Sichuan Province based on hierarchical medical system English Developing Iscte 2022
FU Jiawei Analysis of the status quo and solutions of China’s securities brokerage business English Developing Iscte 2016
Thelma Resende Portuguese Developing Iscte --
Monica Isfan English Developing Iscte --
Karina Gisela Paris da Conceição Integrating Behavioral Economics into Business Cycle Models Using Machine Learning English Developing Iscte --
Concluded (12)
Student Name Title/Topic Language Institution Initial Year Concluding Year
Wang Ming Management of medical insurance risk control based on big data mining model - a case study of HZ City, Zhejiang, China English Iscte 2017 2023
Shi Jianmin Environmental Risk Evaluation of Commercial Banks: Empirical Data from the Chinese Steel Industry English Iscte 2016 2022
Yang Lvzhou The Pricing Strategy and Risk Management of Financial Leasing - A Case Study of the New Energy Vehicle Business English Iscte 2017 2022
Paula Cristina Ciurean Moldovan Essays on the relationships between political indicators, and real exchange rate and inflation English Iscte 2019 2022
Filipe Roberto de Jesus Ramos Data Science na Modelação e Previsão de Séries Económico-financeiras: das Metodologias Clássicas ao Deep Learning Iscte 2018 2021
Filipe Ramos Data Science; Deep Learning; Time Series; ARMA, ETS and DNN Models; Forecasting; Prediction Error Portuguese Iscte -- 2020
Zhong Hao Management, Risk analysis, Medical equipment English Iscte 2011 2015
Zhong Hao The occurrence mechanism and avoidance of risk in medical equipment finance lease Iscte 2014 2015
Pedro Ferreira Portuguese Iscte -- 2013
Ana Maria Guedes English Iscte -- 2013
Ana Maria da Rocha de Sousa Guedes Alves Is the Iberian electricity market chaotic? Characterization and prediction with nonlinear methods English Iscte 2007 2013
Maria do Rosário Domingos Laureano Sincronização de sistemas dinâmicos caóticos por ligação unidireccional e bidireccional Portuguese Iscte 2004 2009
M.Sc. Dissertations (109)
Ongoing (29)
Student Name Title/Topic Language Status Institution Initial Year
Armando Filipe Milhais Mendonça Ferreira Forecasting Patient Demand in Portuguese Hospital Emergency Departments English Delivered Iscte 2024
Inês Sofia Calmeirão Sabarigo Photovoltaic Power Forecasting at national level using Ensemble Models English Delivered Iscte 2024
Felicio Cabral Mendes Application of Artificial Intelligence in Time Series Forecasting for Soybean Prices: An Integrated Approach Considering Climatic Factors and Historical Trends Portuguese Delivered Iscte 2024
Afonso Caseira da Cruz Calado Saraiva Forecasting Clean-Energy Assets Returns – An introduction to Markov Regime Switching Models English Delivered Iscte 2024
Sérgio da Cunha Sobral Study of Implied Volatility Surface with Machine Learning Techniques English Delivered Iscte 2024
Willian Felipe Santa Ana Sentiment Analysis: The Influence of Social Media on the Financial Market English Delivered Iscte 2024
Filipa Alexandra Pereira Rodrigues Machine Learning applied to Macroeconomics - Modeling and Forecasting Inflation in the Post-Covid Period Portuguese Delivered Iscte 2024
Caroline Dalcomuni de Moura Personal Credit Risk Assessment with Machine Learning: Balancing Performance, Fairness, and Interpretability English Delivered Iscte 2024
Diego Júnior de Souza The Impact of Hybrid Reinforcement and Supervised Learning Approaches in Trading Portuguese Delivered Iscte 2025
Vítor Martins English Developing Iscte --
Tatiana Eleuterio Abras Correlation between Occupational Risk Indicators and Sectoral Economic Dynamics: A Time-Series Analysis. Developing Iscte 2025
Miguel Maria Grossinho Caldeira Pais Previsão a Longo Prazo em Séries Temporais: Uma Abordagem Comparativa entre Modelos Clássicos, LSTM e Transformers Developing Iscte 2025
Inês de Brito Gaspar Torres Lopes Population ageing and the performance of health systems based on the Beveridge and Bismarck models Developing Iscte 2025
Maria Guerreiro Gomes Traffic Forecasting and Operational Simulation in Distribution Networks Developing Iscte 2025
Christoph Buermann Optimization of Irrigation for various agricultural varieties using Artificial Intelligence Developing Iscte 2025
Guilherme Alexandre da Costa Lima Predicting Economic Recessions Using Machine Learning Models Developing Iscte 2025
Duarte Luís Ferreira Vitorino Pedro Modelos de Machine Learning para Análise de Crédito Pessoal Developing Iscte 2025
Diogo Gonçalo Dias Alves Análise de sentimento em vídeos. Developing Iscte 2025
Duarte Soares Marques IA para a previsão de geração de energia solar Developing Iscte 2024
Daniele Fernandes Lyra Deep Learning to Causality Detection in Financial Time Series Developing Iscte 2024
José Pedro Lukoki Advanced Analytics in Triathlon: Insights on Athlete Performance Based on Big Data Developing Iscte 2024
Francisco Miguel Morgado Teixeira Bandeira Pereira Simulation of the socio-economic impact of new urban projects using generative artificial intelligence Developing Iscte 2024
Kevin Anderson Gomes Cabral Previsão da Pobreza utilizando Algoritmos de Aprendizagem Automática Developing Iscte 2024
Rafael José da Silva Lopes Market Dynamics and Supply Chain Efficiency in the Soda Ash and Derivates Industry Developing Iscte 2024
Carolina Martins Rosa Modelos de Machine Learning para Previsão de Tráfego Aéreo: Uma Análise para Gestão e Planeamento Aeroportuário Developing Iscte 2024
André da Paz Henriques Amado Shielding Against Cyber Threats through Machine Learning Log Analysis Developing Iscte 2023
Filipe André de Oliveira Marques Data Science Analysis of the Relationship between Macroeconomic Indicators, the Behaviour of Cryptocurrencies and Traditional Markets Developing Iscte --
Gonçalo Casaleiro Pereira Tomás Rosa Anomaly Detection in Energy Consumption: A Comprehensive Comparison of Algorithms Developing Iscte --
Bruna Alexandra Santos Maia Teixeira Deteção e diagnóstico automático de falhas em sistemas AVAC com algoritmos de Machine Learning Developing Iscte --
Concluded (80)
Student Name Title/Topic Language Institution Initial Year Concluding Year
João Periquito da Fonseca Analysis of a monetary policy using a t-VAR model Portuguese Iscte 2024 2025
Joana Filipa Cunha Almeida Classification of Skin Tumors using Deep Learning Models Portuguese Iscte 2024 2025
Beatriz Rodrigues Godinho Explainable Artificial Intelligence for Parkinson’s Disease Diagnosis Model English Iscte 2024 2025
Luís Miguel dos Santos Pereira Unmasking Hidden Hate: Techniques for Detecting and Normalizing Obfuscated Offensive Language English Iscte 2024 2025
Gonçalo de Sousa Silva Valério Rosado Enhancing Financial Trading Strategies: A Study of Convolutional Neural Networks with Feature Selection and Other Machine Learning Techniques English Iscte 2024 2025
Carlota Bravo Xarepe Impact of interest rates on bank loans Portuguese Iscte 2024 2025
Carlos Daniel Costa Faria Data Augmentation with GANs applied to Healthcare English Iscte 2024 2024
Gonçalo Assis da Costa Pereira Exploring multivariate econometric models to analyze the dynamic interaction between different financial time series English Iscte 2024 2024
Beatriz Maurício Arantes Tomé Impact of Machine Learning on Credit Risk Assessment Portuguese Iscte 2024 2024
António Luís Barros Mota Optimization of Public Transport NetworksReinforcement Learning for Smart Mobility English Iscte 2024 2024
Guilherme Afonso de Sousa Vale Mendonça Freedom speech or hate speech/racism? A case study for European Football Portuguese Iscte 2024 2024
Gonçalo Pinhão Almeida On-trade sales in beverage retail: A real case study English Iscte 2024 2024
João Francisco Teixeira Rodrigues Through Customers’ Thirsty - A Sales Forecasting of Spirit Drinks English Iscte 2024 2024
Vasco Manuel dos Santos Pedrosa Gonçalves de Jesus Transformer-based solution for the task of time series forecasting English Iscte 2024 2024
João de Brito Brás de Oliveira Decoding the numbers and language behind financial statement fraud English Iscte 2024 2024
Diogo António Alexandre Cerqueira NASDAQ 100 Index: The Impact of Different Types of Indicators on Trend Classification Portuguese Iscte 2024 2024
António Muinga Francisco APPLICATION OF MACHINE LEARNING MODELS FOR HOUSING PRICE PREDICTION IN SINGAPORE Portuguese Iscte 2024 2024
Matilde Soares Saraiva Deep learning-based identification of unmapped roads using remote sensing images English Iscte 2024 2024
Inês Rodrigues Casimiro Modernising Customer Service in Retail: A Worten Case Study on Automated Complaint Classification English Iscte 2022 2023
Alexandre Costa Pereira The use of Machine Learning and Text Mining in Stock Market Forecasting. Portuguese Iscte 2023 2023
João Pedro Esteves de Oliveira Gonçalves Data Mining applied to online reviews and study of dissatisfaction in Lisbon hotels Portuguese Iscte 2023 2023
Clara Verdade Loureiro Forecasting Bitcoin Volatility Using Exogenous Variables English Iscte 2023 2023
Beatriz Alexandra Monteiro Barroso The impact of inflation on S&P 500 Portuguese Iscte 2022 2023
Emine Ahmedova Karameshinova Sensitivity analysis: Factors that influence the price of Cryptocurrencies Portuguese Iscte 2022 2023
Nuno Rodrigo Basílio Soares Hunting for Bubbles: A Predictive Model of New York City's Real EstateMarket English Iscte 2023 2023
Marcia Pico Rodrigues Anti-Russia or Anti-Ukraine: how do Twitter users feel about the ongoing conflict between August 2022 and February 2023? A Sentiment Analysis Approach English Iscte 2023 2023
Ana Rita Ferreira Alão Effective Federal Funds Rate Forecasting: Deep Learning Application English Iscte 2023 2023
Rene Alexandre Porto da Franca Rocha Filho Forecasting natural gas prices using a hybrid deep learning model and news English Iscte 2023 2023
Michelle Steyaert Bank Loans and Economic Uncertainty English Iscte 2023 2023
Carolina Braz Francisco Forecasting Exchange Rates with VAR Model Portuguese Iscte 2023 2023
Marta Sofia Morgado das Neves Trend Classification and price prediction of the S&P 500 Index: trading using deep learning and XGBoost Portuguese Iscte 2023 2023
Mailson Manuel Teixeira Varela Predicting and explaining the S&P 500 with commodities: how does certain commodities affect the index's outcome English Iscte 2023 2023
Tiago André Ramos Casimiro Leveraging retail stores management through traffic forecasting with machine learning techniques. Portuguese Iscte 2023 2023
Joana Maria Carriço Marvanejo Econometric Analysis Applied to ESG Rating Complexity Portuguese Iscte 2023 2023
Afonso Vaz de Carvalho Cunha Fidanza Opinion Study, via tweets, of damages caused on European infrastructure by climate change Portuguese Iscte 2022 2023
Ana Sofia Lobato Sucena Machine learning models to predict electricity consumption and the impacts of COVID-19 in Portugal English Iscte 2022 2023
Rita Barley Paes De Sande E Castro EMIR Anti-Procyclicality Margin Measures for Central Counterparties English Iscte 2023 2023
Gilberto Joaquim Vamain What is the Impact of Public Debt on the level of Economic Growth in the context of Political and Government Instability in Guinea-Bissau: 2000_2020? Portuguese Iscte 2022 2022
Jana Luisa Teixeira Lage Influencers, are they responsible for Bitcoin's volatility? Transfer Entropy and Granger causality in prol of an answer English Iscte 2022 2022
Carlos Miguel Cruz Esteves Forecasting financial time series: the EUR/CNY and EUR/USD exchange rates Portuguese Iscte 2022 2022
José Luís Almeida Pereira Cryptocurrency price prediction using LSTM neural networks English Iscte 2022 2022
Tomás Tavares Borralho Impact of macroeconomic factors on the price of gold Portuguese Iscte 2022 2022
Mariana Coelho Silvestre Brent Crude Oil Price Prediction using Univariate Models Portuguese Iscte 2022 2022
Afonso Amado dos Santos Pinto Predicting stock price direction using machine learning models English Iscte 2022 2022
Ana Rosa Almeida Pinto Prediction of student success: a smart data-driven approach English Iscte 2022 2022
Weidmam Milagres Leles Predicting Bicycle Arrivals in a Bicycle Sharing System Network: a Data Science Driven Approach Grounded in Zero-Inflated Regression English Iscte 2022 2022
Guilherme Filipe Tomé Duarte Determination of crop coefficient (kc) based on machine learning NDVI Time Series models English Iscte 2022 2022
Patrícia Alexandra Guerreiro Costa Machine Learning: Challenges and Opportunities on Credit Risk English Iscte 2022 2022
Leonor Rosado Roussado Relationship between GDP and Components of aggregate expenditure of GDP in Developed and Least Developed Countries Portuguese Iscte 2021 2022
Samuel Vieira Garcia The cryptocurrency impact on Eurozone economy: a study between the Bitcoin and the european stock indexes Portuguese Iscte 2021 2022
Fábio Alexandre Afonso Maltêz Deep Reinforcement Learning for Investing: A Quantamental Approach for Portfolio Management English Iscte 2022 2022
André Raposo de Medeiros de Sousa Baptista AMELIA - Mobile Memory Training Interface for Older People English Iscte 2021 2022
Joel Vieira Santos AAL-IoT - Ambient Assisted Living using Non-Intrusive Smart Sensing and IoT for Gait Rehabilitation English Iscte 2021 2022
Miguel Pontes Calado American Monetary Policy and speculative bubbles on S&P500 Portuguese Iscte 2021 2022
Fabiano Guimarães Loures The impact of consumer credit on the economy. Portuguese Iscte 2020 2022
Julio Cesar da Costa Vieira The relationship between economic growth and the increase in tax revenue in Portugal in the period from 1999 to 2019. Portuguese Iscte 2020 2022
Uryel Henrique Lumertz de Pinho The Neo-Fisherian hypothesis: empirical implications and evidence in the Euro Zone? Portuguese Iscte 2020 2022
Carolina Pereira Time series, financial risk, Gdp-at-risk Portuguese Iscte 2019 2021
Tiago Miguel Dias da Gama Lobo de Sousa Lopes How to put together a hybrid model to forecast the S&P500 using a VECM model with a LSTM algorithm? Portuguese Iscte 2021 2021
Pedro Miguel Pinhal Pereira credit risk, machine learning Portuguese Iscte 2019 2020
Diogo Miguel Teixeira Estevinho Pires Reinforcement learning, data science, financial data Portuguese Iscte 2019 2020
Carolina do Carmo Godinho Financial trading, deep learning, CNN Portuguese Iscte 2019 2020
Julia Pinheiro Rizzi THE EFFECTS OF MARKETING-MIX VARIABLES ON THE NUMBER OF ACTIVE LISTERS IN AN ONLINE CLASSIFIED COMPANY English Iscte 2019 2020
Lia de Souza Oliveira Lean Thinking in Health Services: The Implementation Process in a Private Maternity in Rio de Janeiro Portuguese Iscte 2019 2019
João Miguel Neves Colaço Henriques Partições Geradas em Sistemas Dinâmicos de Duas Dimensões Portuguese Iscte 2016 2017
João Henriques Portuguese Iscte -- 2016
José Florêncio Ferreira Pinto Stress Testing and Asset Allocation for Pension Fund English Iscte 2015 2016
Renato Rodrigues Marques de Freitas Ramos Central Banks and Asset Bubbles - The United Kingdom case English Iscte 2015 2016
Ana Filipa Ferreira English Iscte -- 2015
Carla Amaral Portuguese Iscte -- 2015
Paula Cristina Ciurean Moldovan Forecasting the Euro Dollar Exchange Rate English Iscte 2014 2015
Marta Oliveira English Iscte -- 2014
Telma Filipa Batista Gonçalves da Romana Nonlinear Fiscal Multiplier: Evidence From Portugal English Iscte 2013 2014
Aida Leal English Iscte -- 2013
Filipe Ramos Portuguese Iscte -- 2012
David Silva Portuguese Iscte -- 2011
Bernardo Moreira English Iscte -- 2011
Marcos André Pais Henriques Árvores de decisão e redes neuronais: Aplicação a Web Mining. Portuguese Iscte 2009 2010
Arnaldo Barros Feitosa Excesso de confiança, optimismo e ancoragem em gestores da construção civil no Brasil: estudo de caso da Camargo Correia. Portuguese Iscte 2009 2010
Rúben Gil Bernardo Pereira 2-D CNN FOR TIME SERIES TREND PREDICTION English Iscte --
M.Sc. Final Projects (3)
Concluded (3)
Student Name Title/Topic Language Institution Initial Year Concluding Year
Carolina Ramos Estevam rating, data science Portuguese FCUL 2020 2021
Bruno André Pereira de Sousa financial econometrics Portuguese Iscte 2019 2020
Luís Miguel Oliveira Paulo Rodrigues Martins Software Asset Management in an Organization English Iscte 2014 2015