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Publications

2025

Multilayer horizontal visibility graphs for multivariate time series analysis

Authors
Silva, VF; Silva, ME; Ribeiro, P; Silva, F;

Publication
DATA MINING AND KNOWLEDGE DISCOVERY

Abstract
Multivariate time series analysis is a vital but challenging task, with multidisciplinary applicability, tackling the characterization of multiple interconnected variables over time and their dependencies. Traditional methodologies often adapt univariate approaches or rely on assumptions specific to certain domains or problems, presenting limitations. A recent promising alternative is to map multivariate time series into high-level network structures such as multiplex networks, with past work relying on connecting successive time series components with interconnections between contemporary timestamps. In this work, we first define a novel cross-horizontal visibility mapping between lagged timestamps of different time series and then introduce the concept of multilayer horizontal visibility graphs. This allows describing cross-dimension dependencies via inter-layer edges, leveraging the entire structure of multilayer networks. To this end, a novel parameter-free topological measure is proposed and common measures are extended for the multilayer setting. Our approach is general and applicable to any kind of multivariate time series data. We provide an extensive experimental evaluation with both synthetic and real-world datasets. We first explore the proposed methodology and the data properties highlighted by each measure, showing that inter-layer edges based on cross-horizontal visibility preserve more information than previous mappings, while also complementing the information captured by commonly used intra-layer edges. We then illustrate the applicability and validity of our approach in multivariate time series mining tasks, showcasing its potential for enhanced data analysis and insights.

2025

Automating Code Generation from User Interface Prototypes

Authors
Castro, JP; Campos, JC;

Publication
2025 INTERNATIONAL CONFERENCE ON GRAPHICS AND INTERACTION, ICGI

Abstract
User-centred design is an iterative process that involves ideation, testing, and refinement to enhance usability, functionality, and overall user experience. However, there is still a need to code the final design. This transition from design to implementation is a time-consuming task. In this paper, we propose an approach and its supporting tool to generate a web application's front-end code from a prototype of its user interface. Our goal is to generate code that can be easily integrated into the overall application development. The results demonstrate that the proposed tool can achieve visual fidelity comparable to that of existing commercial plugins, while producing higher-quality code that better reflects the behaviour specified in the prototype.

2025

Blockchain governance: reducing trusted third parties with Decred project

Authors
Martins, M; Campos, P; Mota, I;

Publication
International Journal of Information Technology and Management

Abstract
Decred is a cryptocurrency with its own blockchain and has several similarities with bitcoin but implements a governance model that resembles a company with thousands of investors. These stakeholders invest their coins, receive the right to direct the project as they see fit and are rewarded for doing so. Everyone else not invested may use the coin as means of exchange, trading it for goods or services or consuming other services provided by the blockchain as the digital notary. This paper investigates how Decred project created its own version of money and implemented security measures to improve governance and remove trusted third parties from money issuance and e-voting. This topic is particularly relevant to understand how blockchain technologies improve governance and avoid the tyranny of the majority. In order to reach our goal, we use multi-agent simulation and statistical modelling to verify to what extent Decred is capable of providing a predictable, scarce, trustworthy digital asset. We show that Decred increased blockchain security with its hybrid proof-of-work+proof-of-stake (PoW + PoS) security mechanism, making an attack more expensive. © 2025 Inderscience Enterprises Ltd.

2025

A Systematic Literature Review on Multi-label Data Stream Classification

Authors
Oliveira, HF; de Faria, ER; Gama, J; Khan, L; Cerri, R;

Publication
CoRR

Abstract

2025

Data Science: Foundations and Applications - 29th Pacific-Asia Conference on Knowledge Discovery and Data Mining, PAKDD 2025, Sydney, NSW, Australia, June 10-13, 2025, Proceedings, Part VI

Authors
Wu, X; Spiliopoulou, M; Wang, C; Kumar, V; Cao, L; Zhou, X; Pang, G; Gama, J;

Publication
PAKDD (6)

Abstract

2025

High-Birefringence and Quarter-Wave Plates at 1550 nm Using Azopolymers

Authors
Soares, B; Silva, S; Ribeiro, P; Frazao, O;

Publication
IEEE PHOTONICS TECHNOLOGY LETTERS

Abstract
Azobenzenes are a class of compounds which allow the writing and erasure of linear birefringence along any desired direction, through their ability to photoisomerize. This property enables applications requiring polarization control, which, despite extensive exploration in the visible spectrum, have yet to be fully capitalized in the infrared region. This study aims to systematically characterize the creation and relaxation of induced linear birefringence dynamics in azopolymers thin films for the 1550 nm region. Maximum birefringence values as high as 6.02 x 10(-2) were attained during the recording phase with a 445 nm pump laser, that stabilized at 5.40 x 10(-2) during the relaxation phase, achieved for a 2.4 mu m sample. In addition, a maximum phase shift of Delta Phi = 0.54 pi stabilizing at Delta Phi = 0.50 pi, was observed for a 9.7 mu m sample with a 532 nm writing laser. Accordingly, this shows the promising potential of azopolymers for many applications.

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