Collection
Special Issue: Foundations of Data Science
- Submission status
- Closed
Guest Editors: João Gama, Alípio Jorge, Salvador García
Editors
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João Gama
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Alípio Jorge
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Salvador García
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Articles (29 in this collection)
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PAC-learning with approximate predictors
Authors
- Andrew J. Turner
- Ata Kabán
- Content type: OriginalPaper
- Open Access
- Published: 08 February 2023
- Pages: 1693 - 1732
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Reconciling privacy and utility: an unscented Kalman filter-based framework for differentially private machine learning
Authors (first, second and last of 4)
- Kunsheng Tang
- Ping Li
- Tian Luo
- Content type: OriginalPaper
- Published: 07 December 2022
- Pages: 311 - 351
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Attacking neural machine translations via hybrid attention learning
Authors (first, second and last of 5)
- Mingze Ni
- Ce Wang
- Wei Liu
- Content type: OriginalPaper
- Open Access
- Published: 20 October 2022
- Pages: 3977 - 4002
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Scaling up stochastic gradient descent for non-convex optimisation
Authors
- Saad Mohamad
- Hamad Alamri
- Abdelhamid Bouchachia
- Content type: OriginalPaper
- Open Access
- Published: 07 October 2022
- Pages: 4039 - 4079
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Machine learning in corporate credit rating assessment using the expanded audit report
Authors (first, second and last of 4)
- Nora Muñoz-Izquierdo
- María Jesús Segovia-Vargas
- Yolanda Pérez-Pérez
- Content type: OriginalPaper
- Published: 30 September 2022
- Pages: 4183 - 4215
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A unified framework for online trip destination prediction
Authors (first, second and last of 4)
- Victor Eberstein
- Jonas Sjöblom
- Morteza Haghir Chehreghani
- Content type: OriginalPaper
- Open Access
- Published: 05 July 2022
- Pages: 3839 - 3865
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Robust reputation independence in ranking systems for multiple sensitive attributes
Authors
- Guilherme Ramos
- Ludovico Boratto
- Mirko Marras
- Content type: OriginalPaper
- Open Access
- Published: 10 June 2022
- Pages: 3769 - 3796
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Traditional and context-specific spam detection in low resource settings
Authors
- Kornraphop Kawintiranon
- Lisa Singh
- Ceren Budak
- Content type: OriginalPaper
- Published: 09 June 2022
- Pages: 2515 - 2536
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Semi-parametric Bayes regression with network-valued covariates
Authors
- Xin Ma
- Suprateek Kundu
- Jennifer Stevens
- Content type: OriginalPaper
- Published: 02 June 2022
- Pages: 3733 - 3767
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InfoGram and admissible machine learning
Authors
- Subhadeep Mukhopadhyay
- Content type: OriginalPaper
- Published: 10 January 2022
- Pages: 205 - 242
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Efficient fair principal component analysis
Authors (first, second and last of 4)
- Mohammad Mahdi Kamani
- Farzin Haddadpour
- Mehrdad Mahdavi
- Content type: OriginalPaper
- Published: 06 January 2022
- Pages: 3671 - 3702
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SAMBA: safe model-based & active reinforcement learning
Authors (first, second and last of 7)
- Alexander I. Cowen-Rivers
- Daniel Palenicek
- Haitham Bou-Ammar
- Content type: OriginalPaper
- Published: 04 January 2022
- Pages: 173 - 203
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A network-based positive and unlabeled learning approach for fake news detection
Authors (first, second and last of 6)
- Mariana Caravanti de Souza
- Bruno Magalhães Nogueira
- Solange Oliveira Rezende
- Content type: OriginalPaper
- Published: 18 November 2021
- Pages: 3549 - 3592
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ZipLine: an optimized algorithm for the elastic bulk synchronous parallel model
Authors (first, second and last of 6)
- Xing Zhao
- Manos Papagelis
- Yonggang Hu
- Content type: OriginalPaper
- Published: 19 October 2021
- Pages: 2867 - 2903
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MLife: a lite framework for machine learning lifecycle initialization
Authors (first, second and last of 7)
- Cong Yang
- Wenfeng Wang
- John See
- Content type: OriginalPaper
- Published: 14 October 2021
- Pages: 2993 - 3013
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RB-CCR: Radial-Based Combined Cleaning and Resampling algorithm for imbalanced data classification
Authors
- Michał Koziarski
- Colin Bellinger
- Michał Woźniak
- Content type: OriginalPaper
- Open Access
- Published: 14 October 2021
- Pages: 3059 - 3093
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Deep learning and multivariate time series for cheat detection in video games
Authors
- José Pedro Pinto
- André Pimenta
- Paulo Novais
- Content type: OriginalPaper
- Published: 14 October 2021
- Pages: 3037 - 3057
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Large-scale pinball twin support vector machines
Authors (first, second and last of 4)
- M. Tanveer
- A. Tiwari
- M. A. Ganaie
- Content type: OriginalPaper
- Published: 04 October 2021
- Pages: 3525 - 3548
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Non-technical losses detection in energy consumption focusing on energy recovery and explainability
Authors
- Bernat Coma-Puig
- Josep Carmona
- Content type: OriginalPaper
- Open Access
- Published: 29 September 2021
- Pages: 487 - 517
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Time-aware tensor decomposition for sparse tensors
Authors
- Dawon Ahn
- Jun-Gi Jang
- U Kang
- Content type: OriginalPaper
- Published: 27 September 2021
- Pages: 1409 - 1430
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Tensor decision trees for continual learning from drifting data streams
Authors
- Bartosz Krawczyk
- Content type: OriginalPaper
- Published: 24 September 2021
- Pages: 3015 - 3035
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A unified framework for closed-form nonparametric regression, classification, preference and mixed problems with Skew Gaussian Processes
Authors
- Alessio Benavoli
- Dario Azzimonti
- Dario Piga
- Content type: OriginalPaper
- Open Access
- Published: 13 September 2021
- Pages: 3095 - 3133
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ResGCN: attention-based deep residual modeling for anomaly detection on attributed networks
Authors (first, second and last of 4)
- Yulong Pei
- Tianjin Huang
- Mykola Pechenizkiy
- Content type: OriginalPaper
- Open Access
- Published: 03 September 2021
- Pages: 519 - 541
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Ordinal regression with explainable distance metric learning based on ordered sequences
Authors
- Juan Luis Suárez
- Salvador García
- Francisco Herrera
- Content type: OriginalPaper
- Published: 07 July 2021
- Pages: 2729 - 2762
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Embed2Detect: temporally clustered embedded words for event detection in social media
Authors (first, second and last of 4)
- Hansi Hettiarachchi
- Mariam Adedoyin-Olowe
- Mohamed Medhat Gaber
- Content type: OriginalPaper
- Open Access
- Published: 24 May 2021
- Pages: 49 - 87
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Analyzing and repairing concept drift adaptation in data stream classification
Authors (first, second and last of 8)
- Ben Halstead
- Yun Sing Koh
- Guy Coulson
- Content type: OriginalPaper
- Published: 24 May 2021
- Pages: 3489 - 3523
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Misalignment problem in matrix decomposition with missing values
Authors (first, second and last of 4)
- Sofia Fernandes
- Mário Antunes
- Rui L. Aguiar
- Content type: OriginalPaper
- Published: 28 April 2021
- Pages: 3157 - 3175
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Conditional t-SNE: more informative t-SNE embeddings
Authors (first, second and last of 5)
- Bo Kang
- Darío García García
- Tijl De Bie
- Content type: OriginalPaper
- Open Access
- Published: 06 December 2020
- Pages: 2905 - 2940