Assessing the performance of physics-informed neural networks for tumor growth prediction under noisy and sparse data conditions.

Gastón Marquez Gastón Márquez Universidad Técnica Federico Santa María, Valparaíso, Chile https://gastonmarquez.com/publications/ https://orcid.org/0000-0003-0167-5969

Nicolás Murúa Aníbal Coronel Gastón Márquez Assessing the performance of physics-informed neural networks for tumor growth prediction under noisy and sparse data conditions. 108915 2026 122 Comput. Biol. Chem. https://doi.org/10.1016/j.compbiolchem.2026.108915 db/journals/candc/candc122.html#MuruaCM26 streams/journals/candc

Gastón Márquez Muhammad Waseem 0011 Tommi Mikkonen Security discussions in quantum software projects on GitHub. 112585 2026 231 J. Syst. Softw. https://doi.org/10.1016/j.jss.2025.112585 db/journals/jss/jss231.html#MarquezWM26 streams/journals/jss

Daniel Jara Diego Williams Gastón Márquez Defining a Modifiability Scenario for Quantum Software. 1-4 2025 CLEI https://doi.org/10.1109/CLEI67442.2025.11420468 conf/clei/2025 db/conf/clei/clei2025.html#JaraWM25 Gastón Márquez Hernán Astudillo Framework to Support Students in Defining DevOps Technology Stacks. 1-10 2025 CLEI https://doi.org/10.1109/CLEI67442.2025.11420366 conf/clei/2025 db/conf/clei/clei2025.html#MarquezA25 Diego Arteaga Gastón Márquez Claudio Muñoz Michelle Pacheco Exploring Security Controls in Health Information Systems Using CodeBERT. SCCC 2025 1-8 conf/sccc/2025 https://doi.org/10.1109/SCCC67219.2025.11420648 db/conf/sccc/sccc2025.html#ArteagaMMP25 streams/conf/sccc Danelys Brito González Julio Sotelo Gastón Márquez Marcello Visconti Machine Learning Techniques in Microservices: A Systematic Mapping. SCCC 2025 1-8 conf/sccc/2025 https://doi.org/10.1109/SCCC67219.2025.11420492 db/conf/sccc/sccc2025.html#GonzalezSMV25 streams/conf/sccc Rodrigo Jara Gastón Márquez Liz González Michelle Pacheco Carla Taramasco Exploring Machine Learning and Explainable Artificial Intelligence Models to Identify Potential Hidden Risk Factors in Breast Cancer Data. SCCC 2025 1-8 conf/sccc/2025 https://doi.org/10.1109/SCCC67219.2025.11420602 db/conf/sccc/sccc2025.html#JaraMGPT25 streams/conf/sccc Nicolás Murúa Aníbal Coronel Gastón Márquez Learning and Predicting Competitive Tumor-Immune-Normal Cell Dynamics Using Physics-Informed Neural Networks. SCCC 2025 1-7 conf/sccc/2025 https://doi.org/10.1109/SCCC67219.2025.11420576 db/conf/sccc/sccc2025.html#MuruaCM25 streams/conf/sccc

Pablo Ormeño Gastón Márquez Carla Taramasco Evaluation of Machine Learning Techniques for Classifying and Balancing Data on an Unbalanced Mini-Mental State Examination Test Data Collection Applied in Chile. 49376-49386 2024 12 IEEE Access https://doi.org/10.1109/ACCESS.2024.3383837 db/journals/access/access12.html#OrmenoMT24

Gastón Márquez Michelle Pacheco Hernán Astudillo Carla Taramasco Esteban Calvo Inclusion of individuals with autism spectrum disorder in Software Engineering. 107434 2024 170 Inf. Softw. Technol. https://doi.org/10.1016/j.infsof.2024.107434 db/journals/infsof/infsof170.html#MarquezPATC24

Carlos Manzano Gastón Márquez Hernán Astudillo Security Mechanisms Used in Systems Based on Zero Trust Architecture: A Systematic Mapping. 1-10 2024 CLEI https://doi.org/10.1109/CLEI64178.2024.10700484 conf/clei/2024 db/conf/clei/clei2024.html#ManzanoMA24 Carlos Manzano Gastón Márquez Hernán Astudillo Quality Attributes for Zero Trust Architecture-Based Systems. 1-11 2024 SCCC https://doi.org/10.1109/SCCC63879.2024.10767657 conf/sccc/2024 db/conf/sccc/sccc2024.html#ManzanoMA24

Carla Taramasco Diego Rivera Camilo Guerrero Gastón Márquez Design of an Electronic Health Record for Treating and Monitoring Oncology Patients in Chile. 119254-119269 2023 11 IEEE Access https://doi.org/10.1109/ACCESS.2023.3327058 db/journals/access/access11.html#TaramascoRGM23

Gastón Márquez Hernán Astudillo Rick Kazman Architectural tactics in software architecture: A systematic mapping study. 111558 2023 197 J. Syst. Softw. https://doi.org/10.1016/j.jss.2022.111558 db/journals/jss/jss197.html#MarquezAK23

Gastón Márquez Hernán Astudillo Selecting Application Frameworks Using Architectural Patterns and Tactics. 1-8 2023 SCCC https://doi.org/10.1109/SCCC59417.2023.10315698 conf/sccc/2023 db/conf/sccc/sccc2023.html#MarquezA23

Gastón Márquez Alejandro Veloz Jean-Gabriel Minonzio Claudio Reyes Esteban Calvo Carla Taramasco Using Low-Resolution Non-Invasive Infrared Sensors to Classify Activities and Falls in Older Adults. 2321 2022 22 Sensors 6 https://doi.org/10.3390/s22062321 db/journals/sensors/sensors22.html#MarquezVMRCT22

Muhammad Waseem 0011 Peng Liang 0001 Aakash Ahmad Mojtaba Shahin Arif Ali Khan Gastón Márquez Decision Models for Selecting Patterns and Strategies in Microservices Systems and their Evaluation by Practitioners. 135-144 2022 ICSE (SEIP) https://doi.org/10.1109/ICSE-SEIP55303.2022.9793911 conf/icse/2022seip db/conf/icse/seip2022.html#WaseemLASKM22

Muhammad Waseem 0011 Peng Liang 0001 Aakash Ahmad Mojtaba Shahin Arif Ali Khan Gastón Márquez Decision Models for Selecting Patterns and Strategies in Microservices Systems and their Evaluation by Practitioners. 2022 abs/2201.05825 CoRR https://arxiv.org/abs/2201.05825 db/journals/corr/corr2201.html#abs-2201-05825

Gastón Márquez Carla Taramasco Hernán Astudillo Vincent Zalc Dan Istrate Involving Stakeholders in the Implementation of Microservice-Based Systems: A Case Study in an Ambient-Assisted Living System. 9411-9428 2021 9 IEEE Access https://doi.org/10.1109/ACCESS.2021.3049444 https://www.wikidata.org/entity/Q115409616 db/journals/access/access9.html#MarquezTAZI21

Anelis Pereira Vale Eduardo B. Fernández Raúl Monge Hernán Astudillo Gastón Márquez Security in microservice-based systems: A Multivocal literature review. 102200 2021 103 Comput. Secur. https://doi.org/10.1016/j.cose.2021.102200 https://www.wikidata.org/entity/Q115049254 db/journals/compsec/compsec103.html#ValeFMAM21

Muhammad Waseem 0011 Peng Liang 0001 Mojtaba Shahin Amleto Di Salle Gastón Márquez Design, monitoring, and testing of microservices systems: The practitioners' perspective. 111061 2021 182 J. Syst. Softw. https://doi.org/10.1016/j.jss.2021.111061 db/journals/jss/jss182.html#WaseemLSSM21

Gastón Márquez Carla Taramasco Evaluating Dissemination and Implementation Strategies to Develop Clinical Software. 60-67 2021 SEH@ICSE https://doi.org/10.1109/SEH52539.2021.00017 conf/icse-seh/2021 db/conf/icse-seh/icse-seh2021.html#MarquezT21 Muhammad Waseem 0011 Peng Liang 0001 Gastón Márquez Mojtaba Shahin Arif Ali Khan Aakash Ahmad A Decision Model for Selecting Patterns and Strategies to Decompose Applications into Microservices. 850-858 2021 ICSOC https://doi.org/10.1007/978-3-030-91431-8_62 conf/icsoc/2021 db/conf/icsoc/icsoc2021.html#Waseem0MSKA21

Gastón Márquez Carla Taramasco Evaluating Dissemination and Implementation Strategies to Develop Clinical Software. 2021 abs/2103.12687 CoRR https://arxiv.org/abs/2103.12687 db/journals/corr/corr2103.html#abs-2103-12687

Muhammad Waseem 0011 Peng Liang 0001 Mojtaba Shahin Amleto Di Salle Gastón Márquez Design, Monitoring, and Testing of Microservices Systems: The Practitioners' Perspective. 2021 abs/2108.03384 CoRR https://arxiv.org/abs/2108.03384 db/journals/corr/corr2108.html#abs-2108-03384

Muhammad Waseem 0011 Peng Liang 0001 Gastón Márquez Mojtaba Shahin Arif Ali Khan Aakash Ahmad A Decision Model for Selecting Patterns and Strategies to Decompose Applications into Microservices. 2021 abs/2110.03889 CoRR https://arxiv.org/abs/2110.03889 db/journals/corr/corr2110.html#abs-2110-03889

Gastón Márquez Hernán Astudillo Carla Taramasco Security in Telehealth Systems From a Software Engineering Viewpoint: A Systematic Mapping Study. 10933-10950 2020 8 IEEE Access https://doi.org/10.1109/ACCESS.2020.2964988 https://www.wikidata.org/entity/Q113436056 db/journals/access/access8.html#MarquezAT20

Gastón Márquez Carla Taramasco Using Dissemination and Implementation Strategies to Evaluate Requirement Elicitation Guidelines: A Case Study in a Bed Management System. 145787-145802 2020 8 IEEE Access https://doi.org/10.1109/ACCESS.2020.3015144 db/journals/access/access8.html#MarquezT20

Muhammad Waseem 0011 Peng Liang 0001 Gastón Márquez Amleto Di Salle Testing Microservices Architecture-Based Applications: A Systematic Mapping Study. 119-128 2020 APSEC https://doi.org/10.1109/APSEC51365.2020.00020 conf/apsec/2020 db/conf/apsec/apsec2020.html#Waseem0MS20 Gastón Márquez Jacopo Soldani Francisco Ponce 0001 Hernán Astudillo Frameworks and High-Availability in Microservices: An Industrial Survey. 57-70 2020 CIbSE conf/cibse/2020 db/conf/cibse/cibse2020.html#MarquezSPA20 Gastón Márquez Carla Taramasco Hernán Astudillo Defining Security Metrics To Evaluate Electronic Health Records Systems: A Case Study in Chile. 173-180 2020 ICSA Companion https://doi.org/10.1109/ICSA-C50368.2020.00038 conf/icsa/2020c db/conf/icsa/icsa2020c.html#MarquezTA20 Gastón Márquez Yoslandy Lazo Hernán Astudillo Evaluating Frameworks Assemblies In Microservices-based Systems Using Imperfect Information. 250-257 2020 ICSA Companion https://doi.org/10.1109/ICSA-C50368.2020.00049 conf/icsa/2020c db/conf/icsa/icsa2020c.html#MarquezLA20 Anelis Pereira Vale Gastón Márquez Hernán Astudillo Eduardo B. Fernández Security Mechanisms Used in Microservices-Based Systems: A Systematic Mapping. 1-10 2019 CLEI https://doi.org/10.1109/CLEI47609.2019.235060 conf/clei/2019 db/conf/clei/clei2019.html#ValeMAF19 Gastón Márquez Hernán Astudillo Identifying availability tactics to support security architectural design of microservice-based systems. 123-129 2019 ECSA (Companion) https://doi.org/10.1145/3344948.3344996 conf/ecsa/2019c db/conf/ecsa/ecsa2019c.html#MarquezA19 Gastón Márquez Hernán Astudillo Carla Taramasco Exploring security issues in telehealth systems. 65-72 2019 SEH@ICSE https://doi.org/10.1109/SEH.2019.00019 https://dl.acm.org/citation.cfm?id=3353978 conf/icse/2019seh db/conf/icse/seh2019.html#MarquezAT19 Juan P. Brito Felipe Beroíza Gastón Márquez Marcello Visconti Hernán Astudillo Evaluating Impact of Experience in Architectural Design Decision-Making Techniques: An Experimental Study. 1-8 2019 SCCC https://doi.org/10.1109/SCCC49216.2019.8966395 conf/sccc/2019 db/conf/sccc/sccc2019.html#BritoBMVA19 Francisco Ponce 0001 Gastón Márquez Hernán Astudillo Migrating from monolithic architecture to microservices: A Rapid Review. 1-7 2019 SCCC https://doi.org/10.1109/SCCC49216.2019.8966423 conf/sccc/2019 db/conf/sccc/sccc2019.html#PonceMA19 Gastón Marquez Hernán Astudillo Actual Use of Architectural Patterns in Microservices-Based Open Source Projects. 31-40 2018 APSEC https://doi.org/10.1109/APSEC.2018.00017 conf/apsec/2018 db/conf/apsec/apsec2018.html#MarquezA18 Gastón Márquez Felipe Osses Hernán Astudillo An Exploratory Study of Academic Architectural Tactics and Patterns in Microservices: A systematic literature review. 71-84 2018 CIbSE conf/cibse/2018 db/conf/cibse/cibse2018.html#MarquezOA18 Gastón Márquez Mónica M. Villegas Hernán Astudillo A pattern language for scalable microservices-based systems. 24:1-24:7 2018 ECSA (Companion) https://doi.org/10.1145/3241403.3241429 conf/ecsa/2018c db/conf/ecsa/ecsa2018c.html#MarquezVA18 Felipe Osses Gastón Márquez Mónica M. Villegas Cristian Orellana Marcello Visconti Hernán Astudillo Security tactics selection poker (TaSPeR): a card game to select security tactics to satisfy security requirements. 54:1-54:7 2018 ECSA (Companion) https://doi.org/10.1145/3241403.3241459 conf/ecsa/2018c db/conf/ecsa/ecsa2018c.html#OssesMVOVA18 Felipe Osses Gastón Márquez Hernán Astudillo Exploration of academic and industrial evidence about architectural tactics and patterns in microservices. 256-257 2018 ICSE (Companion Volume) https://doi.org/10.1145/3183440.3194958 https://ieeexplore.ieee.org/document/8449527 conf/icse/2018c db/conf/icse/icse2018c.html#OssesMA18 Gastón Márquez Mónica M. Villegas Hernán Astudillo An Empirical Study of Scalability Frameworks in Open Source Microservices-based Systems. 1-8 2018 SCCC https://doi.org/10.1109/SCCC.2018.8705256 conf/sccc/2018 db/conf/sccc/sccc2018.html#MarquezVA18 Diego Gatica Gastón Marquez Hernán Astudillo Systematic Selection of Software Components through Architectural Tactics. Is a Relationship between Tactics and NFRs Possible? 183-195 2017 CIbSE conf/cibse/2017 db/conf/cibse/cibse2017.html#GaticaMA17 Gastón Marquez Selection of software components from business objectives scenarios through architectural tactics. 441-444 2017 ICSE (Companion Volume) https://doi.org/10.1109/ICSE-C.2017.35 https://doi.ieeecomputersociety.org/10.1109/ICSE-C.2017.35 http://dl.acm.org/citation.cfm?id=3098490 conf/icse/2017c db/conf/icse/icse2017c.html#Marquez17 Felipe Osses Gastón Marquez Cristian Orellana Hernán Astudillo Towards the selection of security tactics based on non-functional requirements: Security tactic planning poker. 1-8 2017 SCCC https://doi.org/10.1109/SCCC.2017.8405144 conf/sccc/2017 db/conf/sccc/sccc2017.html#OssesMOA17

Paulina Silva René Noël Santiago Matalonga Hernán Astudillo Diego Gatica Gastón Marquez Software Development Initiatives to Identify and Mitigate Security Threats - Two Systematic Mapping Studies. 5 2016 19 CLEI Electron. J. 3 https://doi.org/10.19153/cleiej.19.3.5 https://www.wikidata.org/entity/Q114958488 db/journals/cleiej/cleiej19.html#SilvaNMAGM16

Gastón Marquez Hernán Astudillo Selecting components assemblies from non-functional requirements through tactics and scenarios. 1-11 2016 SCCC https://doi.org/10.1109/SCCC.2016.7836020 conf/sccc/2016 db/conf/sccc/sccc2016.html#MarquezA16 Cesar Cheuque Felipe Baeza Gastón Marquez Juan Calderón Towards to responsive web services for smart home LED control with Raspberry Pi. A first approach. 1-4 2015 SCCC https://doi.org/10.1109/SCCC.2015.7416594 conf/sccc/2015 db/conf/sccc/sccc2015.html#CheuqueBMC15 Gastón Marquez Paulina Silva René Noël Santiago Matalonga Hernán Astudillo Identifying emerging security concepts using software artifacts through an experimental case. 1-6 2015 SCCC https://doi.org/10.1109/SCCC.2015.7416581 conf/sccc/2015 db/conf/sccc/sccc2015.html#MarquezSNMA15 Aakash Ahmad Diego Arteaga Hernán Astudillo Felipe Baeza Felipe Beroíza Juan P. Brito Juan Calderón Esteban Calvo Cesar Cheuque Aníbal Coronel Eduardo B. Fernández Diego Gatica Danelys Brito González Liz González Camilo Guerrero Dan Istrate Daniel Jara Rodrigo Jara Rick Kazman Arif Ali Khan Yoslandy Lazo Peng Liang 0001 Carlos Manzano Santiago Matalonga Tommi Mikkonen Jean-Gabriel Minonzio Raúl Monge Claudio Muñoz Nicolás Murúa René Noël Cristian Orellana Pablo Ormeño Felipe Osses Michelle Pacheco Francisco Ponce 0001 Claudio Reyes Diego Rivera Amleto Di Salle Mojtaba Shahin Paulina Silva Jacopo Soldani Julio Sotelo Carla Taramasco Anelis Pereira Vale Alejandro Veloz Mónica M. Villegas Marcello Visconti Muhammad Waseem 0011 Diego Williams Vincent Zalc