Dissertações
2024/2025
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Multi-Source Data Fusion for Semantic Segmentation on Amazon Deforestation Images. DRAFT
Author: Ricardo Machado Almeida (ist199317)
Coordenação: Jacinto Carlos Marques Peixoto do Nascimento (ist33543)
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Bayesian Networks for omics patients’ data integration DRAFT
Author: Catarina Alexandra Gameiro Carvalho (ist195738)
Coordenação: Susana de Almeida Mendes Vinga Martins (ist14109) Alexandra Sofia Martins de Carvalho (ist45173)
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Dissertação: Graph neural networks for extracting rich features in real-world network science DRAFT
Author: António Figueiras (ist199402)
Coordenação: Alexandre Paulo Lourenço Francisco (ist14152)
2023/2024
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MRI data augmentation through acquisition parameters modification using conditional diffusion models DRAFT
Author: Pedro Afonso dos Santos Moreira Cavaco Morão (ist196463)
Coordenação: Mário Alexandre Teles de Figueiredo (ist12403)
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Retrieving and summarizing legal content with large language models DRAFT
Author: Beatriz Maria Estevens Canaverde (ist195736)
Coordenação: André Filipe Torres Martins (ist46911)
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Enhancing Rail Transportation Efficiency through Machine Learning-based Temporal Prediction DRAFT
Author: Emma Rose Dennis-Knieriem (ist1105545)
Coordenação: Mário Jorge Costa Gaspar da Silva (ist124073)
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Trust and Explainability in Human-AI Interaction DRAFT
Author: Mónica Costa Abreu (ist193312)
Coordenação: Ana Maria Severino de Almeida e Paiva (ist12371)
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Data Architectures for the Analysis of Massive Mobile Phone Data DRAFT
Author: Diogo Miguel Pimpão Vilela (ist196193)
Coordenação: Francisco Afonso Severino Regateiro (ist13522)
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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) José Carlos Fernandes Pereira (ist11668)
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(Under)Mining European justice: Database organisation and pattern identification DRAFT
Author: Mariana Simões Lopes (ist1102094)
Coordenação: Miguel Brau Canadas Alves Pereira (ist176052)
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Enhancing Information Retrieval Models through Click and Synthetic Data EVALUATED
Author: Gonçalo Francisco de Meneses Marques (ist192630)
Coordenação: Bruno Emanuel Da Graça Martins (ist24686)
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Machine Learning for Aberration Correction with Spatial Light Modulators EVALUATED
Author: Alexandre Rodrigues Lopes Ferreira (ist187144)
Coordenação: Diogo Manuel Ribeiro Ferreira (ist24629) Marta Leitão Mota Fajardo (ist24368)
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Hosting capacity spatial mapping models to support decision making DRAFT
Author: Antonio Vitor da Cruz Villas Boas (ist1105429)
Coordenação: Pedro Manuel Santos de Carvalho (ist13407) Hugo Gabriel Valente Morais (ist428549)
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LLM-enabled chatbots for customer support DRAFT
Author: Pedro Maria Dias Ferreira Fernandes Rodrigues (ist196301)
Coordenação: Arlindo Manuel Limede de Oliveira (ist12282)
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Optimizing Prompts for Large Language Models Using Evolutionary Algorithms DRAFT
Author: Nuno de Vasconcelos Machado (ist194021)
Coordenação: Bruno Emanuel Da Graça Martins (ist24686) João Paulo Baptista de Carvalho (ist14039)
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Data-centric models for the sustainable development of the multimodal Sines-Madrid transport corridor DRAFT
Author: José Pedro Martins Campião Antunes (ist196260)
Coordenação: Rui Miguel Carrasqueiro Henriques (ist156846)
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Advanced Vessel Detection in Multispectral Satellite Imagery using Machine Learning Techniques DRAFT
Author: Rita Afonso de Magalhães (ist195967)
Coordenação: Ana Paula Martins Falcão Flor (ist13814)
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Exploring the Impact of Future Self-Perception on Healthcare Decision-Making DRAFT
Author: Francisca Maria Pais Horta Leite (ist30911)
Coordenação: José Maria da Silva Moreira (ist169817) Rui Miguel Carrasqueiro Henriques (ist156846)
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Deciphering Darkness: A Linguistic Analysis of Criminal and Serial Killer Communication in Cinematic and Real-World Contexts DRAFT
Author: Tiago Matos de Oliveira (ist195677)
Coordenação: João Paulo Baptista de Carvalho (ist14039) Rui Orlando Magalhães Ribeiro (ist424865)
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Simulação (Simio) com supervised learning para prever outputs da simulação com base em inputs DRAFT
Author: Guilherme Monteiro Soares (ist195873)
Coordenação: José Rui De Matos Figueira (ist14525)
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Using embeddings to infer diagnostics from medical prescriptions DRAFT
Author: Tiago José de Oliveira Miranda (ist193416)
Coordenação: Bruno Emanuel Da Graça Martins (ist24686)
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Explaining multi-omics generative models for drug and biomarker discovery DRAFT
Author: Inês Amado Santos Pinheiro Lucas (ist193383)
Coordenação: Emanuel José Vieira Gonçalves (ist429071) Maria Inês Camarate de Campos Lynce de Faria (ist14029)
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Artificial Creativity: combining LLM and Evolutionary Computation DRAFT
Author: Rodrigo Silva Dias Lopes (ist1107255)
Coordenação: Nuno Cavaco Gomes Horta (ist13947)
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(Under)Mining European justice: Database organisation and pattern identification DRAFT
Author: Mariana Simões Lopes (ist1102094)
Coordenação: Miguel Brau Canadas Alves Pereira (ist176052)
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Explainable AI - Understanding and Trusting Machine Learning Models DRAFT
Author: Francisco Manuel Leal Mitha Ribeiro (ist195578)
Coordenação: Luís Miguel Teixeira D'Avila Pinto da Silveira (ist12270) Ruxandra Georgeta Barbulescu (ist428600)
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Sparse Transformations and Loss Functions for Machine Learning DRAFT
Author: Nuno Miguel Matos Torgo Gonçalves (ist196557)
Coordenação: André Filipe Torres Martins (ist46911)
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Generation of counterfactuals for medical image analysis DRAFT
Author: Ana Carolina Batista Filipe (ist189723)
Coordenação: Carlos Jorge Andrade Mariz Santiago (ist158445) Ana Catarina Fidalgo Barata (ist158472)
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Dissertação: Optimized Order Delivery Planning using Machine Learning DRAFT
Author: João Miguel Ribeiro Barbosa Fernandes (ist198575)
Coordenação: Pedro Alexandre Simões dos Santos (ist12886)
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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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Stochastic Process Change Detection and Visualization DRAFT
Author: Pedro Filipe Lopes Marques de Sousa (ist142022)
Coordenação: Maria do Rosário De Oliveira Silva (ist12954)
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Conformal Predictions for Human-AI Collaboration DRAFT
Author: Vasco Thomas Serrão Pearson (ist197015)
Coordenação: Mário Alexandre Teles de Figueiredo (ist12403)
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Self-supervised learning for medical image representation learning DRAFT
Author: Leonardo Rafael Amado Brito (ist1105257)
Coordenação: Paulo Luís Serras Lobato Correia (ist13111)
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Conformal Risk Control for Centralized Ensemble Models in Fraud Detection DRAFT
Author: Duarte Calado de Almeida (ist195565)
Coordenação: Mário Alexandre Teles de Figueiredo (ist12403)
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Forecasting Baseline and Promotional Sales Using Machine Learning and Time Series Analysis DRAFT
Author: Wanghao Zhu (ist195764)
Coordenação: Mário Jorge Costa Gaspar da Silva (ist124073)
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Jokes - types and features that make them "work" DRAFT
Author: Sebastião Miguel Gomes Pereira Lemos Caldas (ist196321)
Coordenação: Maria Luísa Torres Ribeiro Marques da Silva Coheur (ist24630) Helena Sofia Andrade Nunes Pereira Pinto (ist12906)
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Federated Learning Forecasting Algorithms Applied to Distributed Energy Resources DRAFT
Author: Diogo Rafael Pinto Monteiro (ist1102093)
Coordenação: Amâncio Lucas de Sousa Pereira (ist428524) Hugo Gabriel Valente Morais (ist428549)
2022/2023
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Stochastic Undirected Neural Networks EVALUATED
Author: Ricardo Manuel Madeira Fraga Fernandes Simões (ist193674)
Coordenação: André Filipe Torres Martins (ist422480) Mário Alexandre Teles de Figueiredo (ist12403)
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Accurate and Well-Calibrated ICD Code Assignment with a Chunk-Based Classifier Attending over Diverse Label Embeddings EVALUATED
Author: Gonçalo Emanuel Cavaco Gomes (ist193072)
Coordenação: Bruno Emanuel Da Graça Martins (ist24686)
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Data-Driven Methods for Efficient Generation of Physically-Coherent Models EVALUATED
Author: Paulo Carduck Borba Machado (ist193977)
Coordenação: Luís Miguel Teixeira D'Avila Pinto da Silveira (ist12270)
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Applying PINN's for the reconstruction of blood flow from patient-specific data EVALUATED
Author: João Carlos Pereira Fernandes (ist192635)
Coordenação: Duarte Manuel Salvador Freire Silva de Albuquerque (ist153273) Jorge Filipe Duarte Tiago (ist90590)
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Automatic Diagnosis of Events in Water Consumption Time Series EVALUATED
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 EVALUATED
Author: Netra Kulkarni (ist1101226)
Coordenação: Daniel Pedro de Jesus Faria (ist147707)
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Multi-Document Keyphrase Extraction with Transformer Models and Geospatial Association Measures EVALUATED
Author: Helder José de Sousa Dias (ist146541)
Coordenação: Bruno Emanuel Da Graça Martins (ist24686)
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Explainable Artificial Intelligence for Multivariate Time Series Regression Models EVALUATED
Author: Pedro André Gonçalves Zenário (ist1102348)
Coordenação: Luís Miguel Teixeira D'Avila Pinto da Silveira (ist12270)
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Predicting Protein-Ligand Binding Affinity using Graph Neural Networks EVALUATED
Author: Ana Sofia Silva Guerreiro (ist192620)
Coordenação: Mário Alexandre Teles de Figueiredo (ist12403)
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Towards Synergistic Human-AI Teaming in Decision-Making: Addressing Challenges in Data Scarcity, Error Costs and Capacity Constraints for Learning to Defer EVALUATED
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)
2021/2022
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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)
2020/2021
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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)