Dissertações

2023/2024

• Dissertation: Understanding Clinician Acceptance of AI-Based Follow-up Recommendations in Breast Cancer Diagnosis DRAFT

  Author: Vicente José Pereira Sobral (ist1102134)

  Coordenação: Francisco Maria Galamba Ferrari Calisto (ist170916) Jacinto Carlos Marques Peixoto do Nascimento (ist33543)

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2022/2023

• Refining Multi-Label Clinical Text Classifiers for Text Quantification DRAFT

  Author: Gonçalo Emanuel Cavaco Gomes (ist193072)

  Coordenação: Bruno Emanuel Da Graça Martins (ist24686)

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• Applying PINN's for the reconstruction of Blood flow from patient-specific data DRAFT

  Author: João Carlos Pereira Fernandes (ist192635)

  Coordenação: Duarte Manuel Salvador Freire Silva de Albuquerque (ist153273) Jorge Filipe Duarte Tiago (ist90590)

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• Developing an automatic anomaly detection system in water consumption DRAFT

  Author: Rita Soares de Sousa Leite (ist192646)

  Coordenação: Maria da Conceição Esperança Amado (ist13493)

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• Efficient Neural Information Retrieval Methods DRAFT

  Author: Gonçalo Francisco de Meneses Marques (ist192630)

  Coordenação: Bruno Emanuel Da Graça Martins (ist24686)

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• Stock Pattern – Discovery of patterns on Financial Assets DRAFT

  Author: João Miguel Ribeiro Barbosa Fernandes (ist198575)

  Coordenação: Rui Fuentecilla Maia Ferreira Neves (ist14409)

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• Machine learning for optimizing the generation of ultrashort laser pulses DRAFT

  Author: Alexandre Rodrigues Lopes Ferreira (ist187144)

  Coordenação: Marta Leitão Mota Fajardo (ist24368) Diogo Manuel Ribeiro Ferreira (ist24629)

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• Word-embedding-based string similarity in ontology matching APPROVED

  Author: Netra Kulkarni (ist1101226)

  Coordenação: Daniel Pedro de Jesus Faria (ist147707)

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• Multi-Document Key-Phrase Extraction with Transformer Models and Geospatial Association Measures DRAFT

  Author: Helder José de Sousa Dias (ist146541)

  Coordenação: Bruno Emanuel Da Graça Martins (ist24686)

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• Physics-Aware Machine Learning Models DRAFT

  Author: Paulo Carduck Borba Machado (ist193977)

  Coordenação: Luís Miguel Teixeira D'Avila Pinto da Silveira (ist12270)

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• Incorporating Domain Knowledge into Machine Learning-based Models DRAFT

  Author: Pedro André Gonçalves Zenário (ist1102348)

  Coordenação: Luís Miguel Teixeira D'Avila Pinto da Silveira (ist12270)

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• Geometric Deep Learning for Molecular Representations DRAFT

  Author: Ana Sofia Silva Guerreiro (ist192620)

  Coordenação: Mário Alexandre Teles de Figueiredo (ist12403)

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• Towards Augmented Intelligence in Human Decision-Making DRAFT

  Author: Leonardo de Oliveira Vieira Alves (ist193392)

  Coordenação: Mário Alexandre Teles de Figueiredo (ist12403)

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• Chatbot decision support with intent-rich structures in the hospitality industry EVALUATED

  Author: Eduardo Manuel Canejo Machado (ist197133)

  Coordenação: Rui Miguel Carrasqueiro Henriques (ist156846)

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• Augmentation-Based Approaches for Overcoming Low-visibility in Street Object Detection EVALUATED

  Author: João Pedro Conde Ribeiro Alves Novo (ist190113)

  Coordenação: Arlindo Manuel Limede de Oliveira (ist12282) Bruno Emanuel Da Graça Martins (ist24686)

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• Mortality Rate Prediction Based on Deep Learning Methods in the Portuguese Population EVALUATED

  Author: Beatriz Pereira Lourenço (ist198559)

  Coordenação: Susana Margarida da Silva Vieira (ist45346)

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• Generative Models for cancer Multi-Omics Integration EVALUATED

  Author: Sofia Soares de Albergaria Apolinário (ist198477)

  Coordenação: Emanuel José Vieira Gonçalves (ist429071) Manuel Fernando Cabido Peres Lopes (ist40208)

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• Data-Driven Driver Identification in Sim Racing EVALUATED

  Author: Rodrigo Miguel Marques Vidigal da Silva (ist198751)

  Coordenação: Manuel Fernando Cabido Peres Lopes (ist40208)

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2021/2022

• Locally Verifiable Labelings and Nash Equilibria EVALUATED

  Author: João Afonso Fernandes Batista (ist189629)

  Coordenação: Francisco João Duarte Cordeiro Correia dos Santos (ist25308)

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• Telemetry Encoder with Language Models. Navigating through a Maze of Events: EVALUATED

  Author: Francisco Miguel Gomes Pereira Lemos Caldas (ist425352)

  Coordenação: Mário Alexandre Teles de Figueiredo (ist12403)

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• Interpretable ML Framework for Multivariete Time Series EVALUATED

  Author: Pedro Luís Ruivo Dias (ist139953)

  Coordenação: Manuel Gonzalez Scotto (ist30194) Maria do Rosário De Oliveira Silva (ist12954)

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• Deep Q-Learning Agent Trading Cryptocurrencies: how different price sampling methods affect performance EVALUATED

  Author: Vasco Paradanta Gomes Ribeiro da Silva (ist181234)

  Coordenação: Nuno Cavaco Gomes Horta (ist13947)

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• Reconstructing Architectural Optimization Workflows EVALUATED

  Author: Inês Isabel Chinita Pereira (ist177059)

  Coordenação: António Paulo Teles de Menezes Correia Leitão (ist13451)

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• Operating Room Smart Scheduling EVALUATED

  Author: Francisco José Mesquita Costa e Nogueira (ist190071)

  Coordenação: José Rui De Matos Figueira (ist14525)

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• Modelling the acquisition of symbolic concepts EVALUATED

  Author: Beatriz de Sousa Ataíde da Silva (ist189616)

  Coordenação: Mário Alexandre Teles de Figueiredo (ist12403)

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• From clicks to conversations: generating clickstream-based dialogues in fashion e-commerce EVALUATED

  Author: António Pedro Soares Môcho Clímaco Lilaia (ist198518)

  Coordenação: João Paulo Salgado Arriscado Costeira (ist12390) Carlos Jorge Andrade Mariz Santiago (ist158445)

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• Towards Effective Human-AI Collaboration: Learning to Assign Under Fairness and Capacity Constraints EVALUATED

  Author: Diogo Moreira da Silva Eira Leitão (ist198504)

  Coordenação: Mário Alexandre Teles de Figueiredo (ist12403)

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• Assessing the use of Eye Gaze in Chest X-Ray Pathology screening EVALUATED

  Author: André Taveira Luís (ist198638)

  Coordenação: Joaquim Armando Pires Jorge (ist13909)

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• Contrastive Approaches for Visual Spatial Reasoning EVALUATED

  Author: Diogo Guilherme de Castro Soares Moura (ist186976)

  Coordenação: Jacinto Paulo Simões Estima (ist429036) Bruno Emanuel Da Graça Martins (ist24686)

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• Modelos Preditivos baseados em Técnicas de Deep Learning para a Avaliação de Risco de Mortalidade DRAFT

  Author: Beatriz Pereira Lourenço (ist198559)

  Coordenação: Susana Margarida da Silva Vieira (ist45346)

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• Towards a Data-Centric Understanding of Observational Unfairness in Supervised Learning EVALUATED

  Author: José Maria Pereira Rosa Correia Pombal (ist198502)

  Coordenação: Mário Alexandre Teles de Figueiredo (ist12403)

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• Controlo através de Machine Learning de uma aplicação Fluido-estrutura DRAFT

  Author: Afonso de Assis Caetano Madeira Filipe (ist198592)

  Coordenação: Duarte Manuel Salvador Freire Silva de Albuquerque (ist153273)

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• AI Trust: can explainable AI enhance warranted trust? An experimental set-up to understand the relationship between AI trust and XAI models EVALUATED

  Author: Regina de Brito Duarte (ist196986)

  Coordenação: Ana Maria Severino de Almeida e Paiva (ist12371)

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• As Guidelines Internacionais de Tratamento para Diabéticos são seguidas pelos Médicos Portugueses? DRAFT

  Author: Maria Inês da Silva Faria Tavares (ist186593)

  Coordenação: Maria do Rosário De Oliveira Silva (ist12954)

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• Descriptive and predictive modelling of blood activity in Portugal to support sourcing and campaign decisions EVALUATED

  Author: José Diogo Teixeira Cunha Castro (ist425701)

  Coordenação: Pedro Tiago Gonçalves Monteiro (ist146963) Rui Miguel Carrasqueiro Henriques (ist156846)

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• Data-driven Modeling of Energy Consumption in Industrial Kitchens - Detection of activations and unsupervised classification EVALUATED

  Author: Ricardo Jorge Pedras Martins (ist167869)

  Coordenação: Amâncio Lucas de Sousa Pereira (ist428524) Hugo Gabriel Valente Morais (ist428549)

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• Machine Learning in esports DRAFT

  Author: Rodrigo Miguel Marques Vidigal da Silva (ist198751)

  Coordenação: Manuel Fernando Cabido Peres Lopes (ist40208)

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• Generative models to identify precision medicine approaches for cancer DRAFT

  Author: Sofia Soares de Albergaria Apolinário (ist198477)

  Coordenação: Manuel Fernando Cabido Peres Lopes (ist40208) Emanuel José Vieira Gonçalves (ist429071)

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• Siamese Transformer Networks for Improving Address Matching EVALUATED

  Author: André Vicente Duarte (ist190018)

  Coordenação: Arlindo Manuel Limede de Oliveira (ist12282)

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• Neural Retrieval Models for Matching Patients to Clinical Trials EVALUATED

  Author: João Pereira (ist198662)

  Coordenação: Bruno Emanuel Da Graça Martins (ist24686)

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• Explainable Artificial Intelligence: A search for Medical Knowledge in Radiology - Multimodal analysis of Chest X-Ray Images EVALUATED

  Author: Diogo Miguel Araújo Soromenho de Alvito (ist189576)

  Coordenação: Joaquim Armando Pires Jorge (ist13909)

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• Simulating Particle-Based Fluid Dynamics with Learnable Deep Graph Networks EVALUATED

  Author: Pedro Henrique Ferro Amaro Pereira (ist187488)

  Coordenação: Duarte Manuel Salvador Freire Silva de Albuquerque (ist153273)

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• Interactively Teaching an Inverse Reinforcement Learner with Limited Feedback EVALUATED

  Author: Rustam Zayanov (ist198443)

  Coordenação: Francisco António Chaves Saraiva de Melo (ist40236) Manuel Fernando Cabido Peres Lopes (ist40208)

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• Learning to play the Rocket League game DRAFT

  Author: Carlos Miguel Rodrigues Sequeira (ist187638)

  Coordenação: Pedro Alexandre Simões dos Santos (ist12886) José Alberto Rodrigues Pereira Sardinha (ist25149)

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• As Guidelines Internacionais de Tratamento para Diabéticos são seguidas pelos Médicos Portugueses? DRAFT

  Author: Maria Inês da Silva Faria Tavares (ist186593)

  Coordenação: Maria do Rosário De Oliveira Silva (ist12954)

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• DEEP LEARNING ARCHITECTURES FOR POINT CLOUD GEOMETRY CODING EVALUATED

  Author: Luís Guilherme Berenguer Todo Bom (ist426039)

  Coordenação: Fernando Manuel Bernardo Pereira (ist12263)

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2020/2021

• Contextual Language Models for Detecting Stance in Tweets DRAFT

  Author: Sebastião Luís Nunes de Almeida (ist197115)

  Coordenação: Bruno Emanuel Da Graça Martins (ist24686)

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• Ranking system based on technical analysis allied with a fundamental data XGBoost classifier in Financial Markets EVALUATED

  Author: Catarina Domingues Cardoso Costa (ist186582)

  Coordenação: Rui Fuentecilla Maia Ferreira Neves (ist14409)

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• Applying Machine Learning Techniques to Investment Fund Composition DRAFT

  Author: Vasco Paradanta Gomes Ribeiro da Silva (ist181234)

  Coordenação: Nuno Cavaco Gomes Horta (ist13947)

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• Forecasting Human Mobility Patterns in Madeira Island EVALUATED

  Author: Diogo André Guarda Teixeira (ist197166)

  Coordenação: Duarte Nuno Jardim Nunes (ist132720)

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• Contagion of Fear: A Causal Analysis of Fear of Symptom Spread via Mass Media EVALUATED

  Author: João Miguel Fernandes Torres (ist181269)

  Coordenação: Cláudia Alexandra Magalhães Soares (ist152210)

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• Causal inference and explainability DRAFT

  Author: Regina de Brito Duarte (ist196986)

  Coordenação: André Filipe Torres Martins (ist46911) Mário Alexandre Teles de Figueiredo (ist12403)

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• A Cluster-Based Trip Prediction Graph Neural Network - Model for Bike Sharing Systems EVALUATED

  Author: Bárbara Palmeiro Tavares (ist197165)

  Coordenação: Cláudia Alexandra Magalhães Soares (ist152210) Manuel Ricardo De Almeida Rodrigues Marques (ist149415)

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• Learning to see: Reinforcement learning for limited perception agents DRAFT

  Author: Rui Miguel Ferreira Lopes de Paiva Vasconcelos (ist187118)

  Coordenação: Francisco António Chaves Saraiva de Melo (ist40236) José Alberto Rodrigues Pereira Sardinha (ist25149)

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• Modeling C. Elegans Nervous System’s Behavior using Machine Learning Techniques EVALUATED

  Author: Gonçalo Leote Cardoso Mestre (ist187005)

  Coordenação: Luís Miguel Teixeira D'Avila Pinto da Silveira (ist12270) Ruxandra Georgeta Barbulescu (ist428600)

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• Interpretable Machine Learning for Predicting Emergency Departments Waiting Times EVALUATED

  Author: Maria Soares de Almeida (ist197136)

  Coordenação: Cláudia Alexandra Magalhães Soares (ist152210)

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• Differentiable Causal Discovery under latent interventions EVALUATED

  Author: Gonçalo Rui Alves Faria (ist197031)

  Coordenação: André Filipe Torres Martins (ist46911) Mário Alexandre Teles de Figueiredo (ist12403)

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• Distinguishing Cause from Effect with Observational Categorical Data EVALUATED

  Author: Catarina Alexandra Conde Ribeiro Oliveira (ist186963)

  Coordenação: Mário Alexandre Teles de Figueiredo (ist12403) Alexandra Sofia Martins de Carvalho (ist45173)

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• Detecting fraudulent student communication in a multiple choice online test environment EVALUATED

  Author: Mariana Sacramento Espada Venâncio Carrasco (ist186594)

  Coordenação: Rui Miguel Carrasqueiro Henriques (ist156846) António Manuel Ferreira Rito da Silva (ist12628)

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• Finding What To Wear: Product Retrieval on a Structured Multimodal Catalog EVALUATED

  Author: João Bernardo Garcia de Morais (ist197160)

  Coordenação: João Paulo Salgado Arriscado Costeira (ist12390) Carlos Jorge Andrade Mariz Santiago (ist158445)

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• Detection of Dopamine Deficiency for Parkinson’s Disease Diagnosis with Machine Learning and Structural MRI EVALUATED

  Author: Carolina Isabel Matias Vicente (ist186581)

  Coordenação: David Manuel Martins de Matos (ist13500)

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• Predicting Frequency and Claims of Health Insurance with Machine Learning techniques EVALUATED

  Author: Pedro Octávio Couto Gonçalves (ist424954)

  Coordenação: Arlindo Manuel Limede de Oliveira (ist12282) Luís Miguel Veiga Vaz Caldas de Oliveira (ist12316)

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• Biomedical Question Answering with Deep Learning EVALUATED

  Author: Margarida Gerald Oliveira Moreira de Campos (ist177039)

  Coordenação: Maria Luísa Torres Ribeiro Marques da Silva Coheur (ist24630)

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• Building Retrieval-Based Dialogue Systems with Transformers and Hierarchical Neural Network Models EVALUATED

  Author: André Filipe Vaz Godinho (ist425306)

  Coordenação: Bruno Emanuel Da Graça Martins (ist24686)

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• Online learning for 4D models of digital humans DRAFT

  Author: Francisco Miguel Gomes Pereira Lemos Caldas (ist425352)

  Coordenação: Cláudia Alexandra Magalhães Soares (ist152210)

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