Associate Professor at universidad Politécnica de Madrid, Spain
Gustavo Hernandez is an enthusiastic and multidisciplinary professional with a passion for tackling high-level challenges in research, innovation, development, and entrepreneurship. His diverse educational background and technical expertise enable him to excel in coordination, management, and problem-solving roles. 🌟🔬🤖
Publication Profile
Scopus
Educational Background 🎓
- Ph.D. in Deep Learning applied to Human Behavior Analysis
Universidad Politécnica de Madrid (UPM) (2015–2019)
- Master of Business Administration (MBA)
Universidad Politécnica de Madrid (UPM) (2018–2019)
- M.Sc. in Telecommunication Technologies, Systems, and Networks
Universitat Politècnica de València (UPV) (2007–2009)
- Especialista Universitario en Redes Corporativas e Integración de Sistemas
Universitat Politècnica de València (UPV) (2006–2007)
- B.Sc. in Telecommunication Engineering, Computer Science
Universidad Santo Tomas (2000–2005)
Professional Experience 💼
Universidad Politécnica de Madrid (UPM)
Assistant Professor (Jan 2023–Present)
- Teaching and research responsibilities in advanced topics within telecommunications and machine learning.
Telecommunication Engineer (Apr 2013–Oct 2021)
- Developed deep learning algorithms for human behavior analysis.
- Coordinated and managed multidisciplinary European-funded projects under H2020.
- Created wireless sensor networks and related software systems.
Medidee
Project Associate (Oct 2021–Oct 2022)
- Supported medical technology projects in Munich, Germany.
Visiona Ingeniería de Proyectos
Software Developer (Sep 2015–May 2016)
- Developed APIs for smart applications and worked on embedded systems.
University of Valencia
Research Associate (Jun 2009–Jun 2012)
- Conducted research on distributed algorithms for wireless sensor networks.
- Published papers in top signal processing conferences.
SERMICRO
Computer Technician (Nov 2012–Apr 2013)
- Hardware/software maintenance and troubleshooting using bug-tracking systems.
Research Interests 🔬
- Deep learning and machine learning for human behavior analysis.
- Wireless sensor networks and distributed algorithms.
- Smart applications and environmental monitoring.
- Coordination of multidisciplinary research projects.
Awards and Honors🏆✨
- Selected for the FRACTALS Accelerator program for his initiative GROW-&-LINK, a crowd-commerce platform.
- Published over 20 research works, including 10+ journal articles and 10+ conference papers.
Conclusion🌟
Gustavo Hernandez combines technical expertise in machine learning, telecommunications, and software development with strong project management and coordination skills. His research and practical experience make him a valuable contributor to multidisciplinary innovation and technology. 🚀🌐
Publications 📚
- 🧠 Paediatric Cancer Pathways with AI
Title: General Context and Relevant Public Datasets Available for Improving Pathways in Paediatric Cancer Applying Artificial Intelligence. A Review
Authors: Hernández-Peñaloza, G., Uribe, S., García, F.M., Graf, N., Álvarez, F.
Journal: EJC Paediatric Oncology, 2024, 4, 100196
Citations: 🌟 0
- 🌟 Childhood Cancer Data Integration
Title: Common Core Variables for Childhood Cancer Data Integration
Authors: Di Carlo, D., Ladenstein, R., Graf, N., Kearns, P., Bisogno, G.
Journal: EJC Paediatric Oncology, 2024, 4, 100186
Citations: 🌟 0
- 🤖 Twitter Conspiracies
Title: Conspiracy or Not? A Deep Learning Approach to Spot It on Twitter
Authors: Galende, B.A., Hernandez-Penaloza, G., Uribe, S., Garcia, F.A.
Journal: IEEE Access, 2022, 10, pp. 38370–38378
Citations: 🌟 10
- 🚀 Bot Detection Using Transformers
Title: A Deep Learning Approach for Robust Detection of Bots in Twitter Using Transformers
Authors: Martin-Gutierrez, D., Hernandez-Penaloza, G., Hernandez, A.B., Lozano-Diez, A., Alvarez, F.
Journal: IEEE Access, 2021, 9, pp. 54591–54601
Citations: 🌟 42
- 💻 FPGA Test-Bench Framework
Title: A Novel FPGA-Based Test-Bench Framework for SDI Stream Verification
Authors: Conti, G., Kyrkou, C., Theocharides, T., Hernández-Peñaloza, G., Jiménez, D.
Journal: Eurasip Journal on Image and Video Processing, 2020, 2020(1), 31
Citations: 🌟 1
- 📡 Indoor Tracking with Generative Networks
Title: Recurrent Model for Wireless Indoor Tracking and Positioning Recovering Using Generative Networks
Authors: Belmonte-Hernandez, A., Hernandez-Penaloza, G., Martin Gutierrez, D., Alvarez, F.
Journal: IEEE Sensors Journal, 2020, 20(6), pp. 3356–3365
Citations: 🌟 28
- 🎵 Predicting Music Popularity
Title: A Multimodal End-to-End Deep Learning Architecture for Music Popularity Prediction
Authors: Martin-Gutierrez, D., Hernandez Penaloza, G., Belmonte-Hernandez, A., Alvarez Garcia, F.
Journal: IEEE Access, 2020, 8, pp. 39361–39374
Citations: 🌟 30
- 🏥 E-Health Platforms
Title: TeNDER: Towards Efficient Health Systems Through E-Health Platforms Employing Multimodal Monitoring
Authors: Solachidis, V., Moreno, J.R., Hernandez-Penaloza, G., Alvarez, F., Daras, P.
Conference: 2021 IEEE/ACM Conference on Connected Health, 2021, pp. 185–192
Citations: 🌟 3
- 🌍 AI for Migrant Integration
Title: A Novel Multi-Modal Framework for Migrants Integration Based on AI Tools and Digital Companion
Authors: Martin-Gutierrez, D., Hernandez-Penaloza, G., Semertzidis, T., Alvarez, F., Daras, P.
Conference: 2020 IEEE International Conference on Multimedia and Expo Workshops, 2020
Citations: 🌟 0
- 🛠️ Correction: FPGA Test-Bench Framework
Title: Correction to: A Novel FPGA-Based Test-Bench Framework for SDI Stream Verification
Authors: Conti, G., Kyrkou, C., Theocharides, T., Hernández-Peñaloza, G., Jiménez, D.
Journal: Eurasip Journal on Image and Video Processing, 2020, 2020(1), 45
Citations: 🌟 0