COMPUTATIONAL & DATA SCIENCE PREPRINT REPOSITORY

Computational & Data Science Preprint Repository

2024
- K Biza, A Ntroumpogiannis, S Triantafillou, I Tsamardinos (2024) Towards Automated Causal Discovery: a case study on 5G telecommunication data, arXiv preprint arXiv:2402.14481
- K Ellrott, CK Wong, C Yau, MA Castro, J Lee, B Karlberg, JK Grewal, V Lagani, B Tercan, V Friedl, T Hinoue, V Uzunangelov, L Westlake, X Loinaz, I Felau, P Wang, A Kemal, SJ Caesar-Johnson, I Shmulevich, AJ Lazar, I Tsamardinos, KA Hoadley, Cancer Genome Atlas Analysis Network, GA Robertson, TA Knijnenburg, CC Benz, JM Stuart, JC Zenklusen, AD Cherniack, PW Laird (2024) Leveraging compact feature sets for TCGA-based molecular subtype classification on new samples, Cancer Research 84 (6_Supplement), 6548-6548. (abstract)
- J Fagin, G Vernardos, G Tsagkatakis, Y Pantazis, AJ Shajib, M O'Dowd (2024) Measuring the Substructure Mass Power Spectrum of 23 SLACS Strong Galaxy-Galaxy Lenses with Convolutional Neural Networks, arXiv preprint arXiv:2403.13881
- A Fayomi, Y Pantazis, M Tsagris, ATA Wood (2024) Cauchy robust principal component analysis with applications to high-dimensional data sets, Statistics and Computing 34 (1), 1-14. (html file)
- F Goudarzi, A Doxa, MR Hemami, AD Mazaris (2024) Thermal vulnerability of sea turtle foraging grounds around the globe, Communications Biology 7 (1), 347. (html file)
- Y Kamarianakis, Y Pantazis, E Kalligiannaki, TD Katsaounis, K Kotsovos, I Gereige, M Abdullah, A Jamal, A Tzavaras (2024) Robust day-ahead solar forecasting with endogenous data and sliding windows, J. Renewable Sustainable Energy 16 (026103), 1-13. (html file)
- OTD Nguyen, I Fotopoulos, M Markaki, I Tsamardinos, V Lagani, OD Røe (2024) Improving Lung Cancer Screening Selection: The HUNT Lung Cancer Risk Model for Ever-Smokers Versus the NELSON and 2021 United States Preventive Services Task Force Criteria in the Cohort of Norway: A Population-Based Prospective Study, JTO Clinical and Research Reports 5 (4), 100660. (html file)
- G Paterakis, S Fafalios, P Charonyktakis, V Christophides, I Tsamardinos (2024) Do we really need imputation in AutoML predictive modeling? ACM Transactions on Knowledge Discovery from Data (pdf file)
- MA Zervou, E Doutsi, Y Pantazis, P Tsakalides (2024) Multitask Classification of Antimicrobial Peptides for Simultaneous Assessment of Antimicrobial Property and Structural Fold, ICASSP 2024-2024 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), 1836-1840. (pdf file)
2023
- G Baxevani, V Harmandaris, E Kalligiannaki, I Tsantili, Bottom-up transient time models in coarse-graining molecular systems, arXiv preprint arXiv:2302.05159, 2023
- J Birrell, Y Pantazis, P Dupuis, MA Katsoulakis, L Rey-Bellet, Function-space regularized Rényi divergences, The Eleventh International Conference on Learning Representations 2023 (pdf file)
- D Gazoulis, I Gkanis, CG Makridakis, On the Stability and Convergence of Physics Informed Neural Networks, arXiv preprint arXiv:2308.05423, 2023
- EH Georgoulis, M Loulakis, A Tsiourvas, Discrete gradient flow approximations of high dimensional evolution partial differential equations via deep neural networks, Communications in Nonlinear Science and Numerical Simulation 117, 106893, 2023 (html file)
- EH Georgoulis, CG Makridakis, Lower bounds, elliptic reconstruction and a posteriori error control of parabolic problems, IMA Journal of Numerical Analysis, drac080, 2023 (html file).
- S Gidaris, A Bursuc, O Simeoni, A Vobecky, N Komodakis, M Cord, P Pérez, MOCA: Self-supervised Representation Learning by Predicting Masked Online Codebook Assignment, arXiv preprint arXiv:2307.09361, 2023
- G Grekas, K Koumatos, C Makridakis, A Vikelis, A class of Discontinuous Galerkin methods for nonlinear variational problems, arXiv preprint arXiv:2308.12891, 2023
- A Koutsimpela, M Loulakis, On the optimally controlled stochastic shallow lake, arXiv preprint arXiv:2309.02885, 2023
- K Lakiotaki, Z Papadovasilakis, V Lagani, S Fafalios, P Charonyktakis, M Tsagris, I Tsamardinos, Automated machine learning for Genome Wide Association Studies, 2023 (pdf file)
- T Le, J Li, R Ness, S Triantafillou, S Shimizu, P Cui, K Kuang, J Pei, ..., Preface: The 2023 ACM SIGKDD Workshop on Causal Discovery, Prediction and Decision, The KDD'23 Workshop on Causal Discovery, Prediction and Decision, 2023 (html file)
- M Loulakis, CG Makridakis, A new approach to generalisation error of machine learning algorithms: Estimates and convergence, arXiv preprint arXiv:2306.13784, 2023
- S Martinot, N Komodakis, M Vakalopoulou, N Bus, C Robert, E Deutsch, N Paragios, Differentiable Gamma Index-Based Loss Functions: Accelerating Monte-Carlo Radiotherapy Dose Simulation, International Conference on Information Processing in Medical Imaging, 485-496, 2023 (html file)
- S Martinot, N Komodakis, M Vakalopoulou, N Bus, C Robert, E Deutsch, N Paragios, Check for Differentiable Gamma Index-Based Loss Functions: Accelerating Monte-Carlo Radiotherapy Dose Simulation, Information Processing in Medical Imaging: 28th International Conference, IPMI 2023, San Carlos de Bariloche, Argentina, June 18–23, 2023. (html file)
- S Martinot, N Komodakis, M Vakalopoulou, N Bus, C Robert, E Deutsch, N Paragios, PO-1802 Deep Particles Embedding: accelerating Monte-Carlo dose simulations, Radiotherapy and Oncology 182, S1526-S1527, 2023 (html file)
- AD Mazaris, C Dimitriadis, M Papazekou, G Schofield, A Doxa, ..., Priorities for Mediterranean marine turtle conservation and management in the face of climate change, Journal of Environmental Management 339, 117805, 2023. (html file)
- K Mouloudakis, F Vouzinas, A Margaritakis, A Koutsimpela, G Mouloudakis, V Koutrouli, M Skotiniotis, GP Tsironis, M Loulakis, MW Mitchell, G Vasilakis, IK Kominis, Inter-species spin-noise correlations in hot atomic vapors, arXiv preprint arXiv:2308.13090, 2023
- A Ntroumpogiannis, M Giannoulis, N Myrtakis, V Christophides, E Simon, I Tsamardinos, A meta-level analysis of online anomaly detectors, The VLDB Journal, 1-42, 2023 (html file)
- OD Røe, OTD Nguyen, Y Fotopoulos, V Lagani, I Tsamardinos, Prediction of 6-year risk of bladder cancer using the HUNT Lung Cancer Risk Model in ever-smokers: A HUNT study, Journal of Clinical Oncology 41 (16_suppl), e16581-e16581, 2023 (html file)
- GV Thomaidis, K Papadimitriou, S Michos, E Chartampilas, I Tsamardinos, Corrigendum to “A characteristic cerebellar biosignature for bipolar disorder, identified with fully automatic machine learning”, IBRO Neuroscience Reports 15, 178, 2023 (html file)
- GV Thomaidis, K Papadimitriou, S Michos, E Chartampilas, I Tsamardinos, A characteristic cerebellar biosignature for bipolar disorder, identified with fully automatic machine learning, IBRO Neuroscience Reports 15, 77-89 2023 (html file)
- S Triantafillou, F Jabbari, GF Cooper, Learning Treatment Effects from Observational and Experimental Data, International Conference on Artificial Intelligence and Statistics, 7126-7146, 2023 (pdf file)
- K Tzirakis, Y Kamarianakis, N Kontopodis, CV Ioannou, Selection of Bifurcated Grafts’ Dimensions during Aorto-Iliac Vascular Reconstruction Based on Their Hemodynamic Performance, Bioengineering 10 (7), 776, 2023 (html file)
- K Tzirakis, Y Kamarianakis, N Kontopodis, CV Ioannou, Classification of Blood Rheological Models through an Idealized Symmetrical Bifurcation, Symmetry 15 (3), 630, 2023 (html file)
- K Tzirakis, Y Kamarianakis, N Kontopodis, CV Ioannou, The Effect of Blood Rheology and Inlet Boundary Conditions on Realistic Abdominal Aortic Aneurysms under Pulsatile Flow Conditions, Bioengineering 10 (2), 272, 2023 (html file)
2022
- G Akrivis, C Makridakis, On maximal regularity estimates for discontinuous Galerkin time-discrete methods, SIAM Journal on Numerical Analysis 60 (1), 180-194, 2022 (pdf file)
- G Akrivis, CG Makridakis, A posteriori error estimates for Radau IIA methods via maximal parabolic regularity, Numerische Mathematik 150 (3), 691-717, 2022 (html file)
- L Banjai, C Makridakis, A posteriori error analysis for approximations of time-fractional subdiffusion problems, Mathematics of Computation 91 (336), 1711-1737, 2022 (html file).
- J Birrell, P Dupuis, MA Katsoulakis, Y Pantazis, L Rey-Bellet, (f,Gamma)-Divergences: Interpolating between f-Divergences and Integral Probability Metrics, Journal of Machine Learning Research, 2022(html file)
- J Birrell, MA Katsoulakis, Y Pantazis, Optimizing variational representations of divergences and accelerating their statistical estimation, IEEE Transactions on Information Theory, 2022 (html file)
- K Biza, I Tsamardinos, S Triantafillou, Out-of-sample tuning for causal discovery, IEEE Transactions on Neural Networks and Learning Systems, 2022 (html file)
- S Bowler, G Papoutsoglou, A Karanikas, I Tsamardinos, MJ Corley, L Ndhlovu, A machine learning approach utilizing DNA methylation as an accurate classifier of COVID-19 disease severity, Scientific Reports 12 (1), 17480, 2022 (html file)
- S Bowler, G Papoutsoglou, A Karanikas, I Tsamardinos, MJ Corley, L Ndhlovu, Machine Learning Analysis of DNA Methylation in COVID-19 Disease, Topics in Antiviral Medicine, 75-76, 2022 (html file)
- A Doxa, Y Kamarianakis, AD Mazaris, Spatial heterogeneity and temporal stability characterize future climatic refugia in Mediterranean Europe, Global Change Biology 28 (7), 2413-2424, 2022 (html file)
- M Fasoulakis, E Markakis, Y Pantazis, C Varsos, Forward looking best-response multiplicative weights update methods for bilinear zero-sum games, International Conference on Artificial Intelligence and Statistics, 11096-11117, 2022 (html file)
- A Fayomi, Y Pantazis, M Tsagris, ATA Wood, Cauchy robust principal component analysis with applications to high-deimensional data sets, arXiv preprint arXiv:2211.03181, 2022.
- G Grekas, K Koumatos, C Makridakis, P Rosakis, Approximations of Energy Minimization in Cell-Induced Phase Transitions of Fibrous Biomaterials: -Convergence Analysis, SIAM Journal on Numerical Analysis 60 (2), 715-750, 2022 (pdf file)
- H Gu, P Birmpa, Y Pantazis, L Rey-Bellet, MA Katsoulakis, Lipschitz regularized gradient flows and latent generative particles, arXiv preprint arXiv:2210.17230, 2022.
- A Jamal A Tzavaras Y Kamarianakis, Y Pantazis, E Kalligiannaki, T Katsaounis, K Kotsovos, I Gereige, M Abdullah, Efficiency evaluation and comparisons of solar cell technologies based on measurements from the Arabian peninsula, EuroSun, 1755-1766, 2022 (html file)
- I Kakogeorgiou, S Gidaris, B Psomas, Y Avrithis, A Bursuc, K Karantzalos, N Komodakis, What to hide from your students: Attention-guided masked image modeling, European Conference on Computer Vision, 300-318, 2022 (pdf file)
- C Kalaitzidou, G Grekas, A Zilian, C Makridakis, P Rosakis, Compressive Instabilities Enable Cell-Induced Extreme Densification Patterns in the Fibrous Extracellular Matrix: Discrete Model Predictions, arXiv preprint arXiv:2212.01213, 2022.
- Y Kamarianakis, Y Pantazis, E Kalligiannaki, K Kotsovos, I Gereige, M Abdullah, A Tzavaras, T Katsaounis, Day-ahead forecasting of solar irradiance: KNN-based ensembles, 8th World Conference on Photovoltaic Energy Conversion, 2022 (html file)
- Y Kamarianakis, Y Pantazis, E Kalligiannaki, T Katsaounis, K Kotsovos, I Gereige, M Abdullah, A Jamal, A Tzavaras, Day-Ahead Forecasting of Solar Irradiance & PV Power Output Through Statistical Machine Learning Methods, 2022 Saudi Arabia Smart Grid (SASG), 1-5, 2022 (pdf file).
- I Karagiannaki, K Gourlia, V Lagani, Y Pantazis, I Tsamardinos, Learning biologically-interpretable latent representations for gene expression data: Pathway Activity Score Learning Algorithm, Machine Learning, 1-31, 2022 (html file)
- M Karaglani, M Panagopoulou, I Baltsavia, P Apalaki, T Theodosiou, I Iliopoulos, I Tsamardinos, E Chatzaki, Tissue-Specific Methylation Biosignatures for Monitoring Diseases: An In Silico Approach, International Journal of Molecular Sciences 23 (6), 2959, 2022 (html file)
- M Karaglani, M Panagopoulou, C Cheimonidi, I Tsamardinos, E Maltezos, N Papanas, D Papazoglou, G Mastorakos, E Chatzaki, Liquid Biopsy in Type 2 Diabetes Mellitus Management: Building Specific Biosignatures via Machine Learning, Journal of Clinical Medicine 11 (4), 1045, 2022 (html file)
- T Katsaounis Y Pantazis, E Kalligiannaki, Y Kamarianakis, K Kotsovos, I Gereige, M Abdullah, A Jamal, A Tzavaras, Efficiency evaluation and comparisons of solar cell technologies based on measurements from the Arabian peninsula, EuroSun2022: ISES and IEA SHC International Conference on Solar Energy for Buildings and Industry, 2022 (html file)
- I Kominis, M Loulakis, Quantum biometric identification of ultrahigh security based on the quantum statistics of photodetection by the human retina, US Patent 11,275,937, 2022 (html file)
- I Kominis, M Loulakis, Quantum advantage in biometric authentication with single photons, Journal of Applied Physics 131 (8) 2022 (html file)
- I Kominis, M Loulakis, ÖE Müstecaplıoglu, Quantum biometrics, Recent Advances in Biometrics 131, 2022 (html file)
- L Lastilla, S Ammirati, D Firmani, N Komodakis, P Merialdo, S Scardapane, Self-supervised learning for medieval handwriting identification: A case study from the Vatican Apostolic Library, Information Processing & Management 59 (3), 102875, 2022 (html file)
- I Marinescu, S Triantafillou, K Kording, Regression discontinuity threshold optimization, Plos one 17 (11), e0276755, 2022 (html file)
- M Markaki, I Tsamardinos, A Langhammer, V Lagani, K Hveem, OD Roe, A validated clinical risk prediction model for lung cancer in smokers of all ages and exposure types: A HUNT study (vol 31, pg 36, 2018) EBIOMEDICINE 82, 2022 (html file)
- M Markaki, I Tsamardinos, A Langhammer, V Lagani, K Hveem, OD Røe, Corrigendum to “A validated clinical risk prediction model for lung cancer in smokers of all ages and exposure types: A HUNT study”[EBioMedicine 31 (2018) 36–46], EBioMedicine 82, 2022 (html file)
- JL Marshall, BN Peshkin, T Yoshino, J Vowinckel, HE Danielsen, G Melino, I Tsamardinos, C Haudenschild, DJ Kerr, C Sampaio, SY Rha, KT FitzGerald, EC Holland, DGallagher, J Garcia-Foncillas, H Juhl, The essentials of multiomics, The oncologist 27 (4), 272-284, 2022 (html file)
- OTD Nguyen, I Fotopoulos, TH Nøst, M Markaki, V Lagani, I Tsamardinos, OD Røe, MA11. 04 Genetic Variants of HUNT Lung Cancer Model Improve Lung Cancer Risk Assessment Over Clinical Models, Journal of Thoracic Oncology 17 (9), S81, 2022 (html file)
- Y Pantazis, E Kalligiannaki, Y Kamarianakis, K Kotsovos, I Gereige, M Abdullah, A Jamal, A Tzavaras, T Katsaounis, Efficiency Evaluation and Comparisons of Solar Cell Technologies Based on Measurements from the Arabian Peninsula, 2022 (pdf file)
- Y Pantazis, D Paul, M Fasoulakis, Y Stylianou, MA Katsoulakis, Cumulant GAN, IEEE Transactions on Neural Networks and Learning Systems, 2022 (html file)
- V Plakandaras, P Gogas, T Papadimitriou, I Tsamardinos, Credit card fraud detection with automated machine learning systems, Applied Artificial Intelligence 36 (1), 2086354, 2022 (html file)
- OD Roe, I Fotopoulos, OTD Nguyen, TH Nost, M Markaki, V Lagani, R Mjelle, TM Sandanger, P Saetrom, I Tsamardinos, Common MicroRNAs in Pre-diagnostic Serum Associated with Lung Cancer in Two Cohorts up to Eight Years Before Diagnosis: A HUNT Study, 2022 (html file)
- OD Røe, I Fotopoulos, OTD Nguyen, TH Nøst, M Markaki, V Lagani, R Mjelle, TM Sandanger, P Sætrom, I Tsamardinos, EP01. 01-009 Common MicroRNAs in Pre-diagnostic Serum Associated with Lung Cancer in Two Cohorts up to Eight Years Before Diagnosis: A HUNT Study, Journal of Thoracic Oncology 17 (9), S164, 2022 (html file)
- GV Thomaidis, S Michos, K Papadimitriou, E Chartampilas, I Tsamardinos, Identifying Bipolar patients from controls, using post-mortem cerebellum gene expression data and fully Automated Machine Learning, medRxiv, 2022.01. 22.22269384, 2022 (pdf file)
- I Tsamardinos, Don’t lose samples to estimation, Patterns 3 (12) 2022 (html file)
- I Tsamardinos, P Charonyktakis, G Papoutsoglou, G Borboudakis, K Lakiotaki, JC Zenklusen, H Juhl, E Chatzaki, V Lagani, Just Add Data: automated predictive modeling for knowledge discovery and feature selection, NPJ precision oncology 6 (1), 38, 2022 (html file)
- A Tsourtis, G Papoutsoglou, Y Pantazis, GAN-Based Training of Semi-Interpretable Generators for Biological Data Interpolation and Augmentation, Applied Sciences 12 (11), 5434, 2022 (html file)
- A. Tzavaras Y. Kamarianakis, Y. Pantazis, E. Kalligiannaki, K. Kotsovos, I. Gereige, M. Abdullah, Day-Ahead Forecasting of Solar Irradiance: KNN-Based Ensembles, 8th World Conference on Photovoltaic Energy Conversion, 2022 (pdf file)
- A. Tzavaras Y. Pantazis, E. Kalligiannaki, Y. Kamarianakis, K. Kotsovos, I. Gereige, M. Abdullah, Performance Evaluation and Comparison of Solar Cell Technologies Based on Historical Data, 39th European Photovoltaic Solar Energy Conference and Exhibition (EUPVSEC2022) 2022 (html file)