Associate Professor
Department of Control and Computer Engineering (DAUIN)
- Member of Interdepartmental Center SmartData@PoliTO - Big Data and Data Science Laboratory
- Member Specialising Master’s Programmes and Lifelong Learning School
- Member Commissione Open Access di Ateneo
Profile
Research interests
Biography
Giovanni Squillero is a professor of computer science at Politecnico di Torino, Department of Control and Computer Engineering. His research mixes computational intelligence and machine learning, with particular emphasis on evolutionary computation, bio-inspired meta-heuristics, and multi-agent systems; in more down-to-earth activities, he develops approximate optimization techniques able to achieve acceptable solutions with reasonable amount of resources. The industrial applications of his work range from electronic CAD to bio-informatics.
Scientific branch
(Area 0009 - Industrial and information engineering)
Skills
ERC sectors
SDG
Awards and Honors
- Best Paper Award at the IEEE Asian Test Symposium conferred by ATS (IEEE Asian Test Symposium) program committee, Italy (2001)
- Silver medal for Human-competitive Results Produced by Genetic and Evolutionary Computation conferred by Association for Computing Special Interest Group on Genetic and Evolutionary Computation (SIGEVO), Italy (2005)
- Best Paper Award at the IEEE Conference on Design, Automation and Test in Europe conferred by DATE Program Committee, Italy (2006)
- Honorable mention award for Human-competitive Results Produced by Genetic and Evolutionary Computation conferred by Association for Computing Special Interest Group on Genetic and Evolutionary Computation (SIGEVO), Italy (2012)
Fellowships
- Fellow - IEEE, Stati Uniti (2014-)
Senior Member - Fellow - Genetic Programming and Evolvable Machines, Stati Uniti (2012-)
Editorial board member - Fellow - IEEE Computational Intelligence Society Games, Stati Uniti (2007-)
Technical Committee Member
Conferences
- Publication chair of 18th European Conference on the Applications of Evolutionary Computation, Program chair
- Organizer/Chair of the Workshop on Evolutionary Hardware Optimization Techniques, Program chair
- ALIFE Chair for Genetic and Evolutionary Computation Conference (GECCO), Program chair
- Chair for the "General Track" at the European Conference on the Applications of Evolutionary Computation, Program chair
- Organizer/Chair of the Workshop on Evolutionary Hardware Optimization Techniques, Program chair
- ALIFE Chair for Genetic and Evolutionary Computation Conference (GECCO), Program chair
- Organizer/Chair of the Workshop on Evolutionary Hardware Optimization Techniques, Program chair
- Ph.D. Forum Chair in International Conference on Field Programmable Logic and Applications, Program chair
- Organizer/Chair of the Workshop on Evolutionary Hardware Optimization Techniques, Program chair
- ALIFE Chair for Genetic and Evolutionary Computation Conference (GECCO), Program chair
- Organizer/Chair of the Workshop on Evolutionary Hardware Optimization Techniques, Program chair
- "Special Session on Evolutionary Computation for Electronic Design Automation" at the IEEE Congress on Evolutionary Computation, Program chair
- Organizer/Chair of the Workshop on Evolutionary Hardware Optimization Techniques, Program chair
- Organizer/Chair of the Workshop on Evolutionary Hardware Optimization Techniques, Program chair
- Organizer/Chair of the Workshop on Evolutionary Hardware Optimization Techniques, Program chair
- Topic Chair for the IEEE Congress on Evolutionary Computation, Program chair
- Track organizer "Evolutionary Computation and Optimization" for the ACM Symposium on Applied Computing, Program chair
- Vice-Chair for IEEE Congress on Evolutionary Computation, Program chair
- Organizer/Chair of the Workshop on Evolutionary Hardware Optimization Techniques, Program chair
- Organizer of the "Special Session on Evolutionary Design Automation" at the IEEE Congress on Evolutionary Computation, Program chair
- Organizer of the "Special Session on Design Automation" at the IEEE Congress on Evolutionary Computation, Program chair
Other research or teaching roles outside Politecnico
- Visiting Professor, presso Tongji University (1/10/2011-30/11/2011)
- Visiting Professor, presso Tongji University (1/9/2007-30/11/2007)
Teaching
PhD Boards
- INGEGNERIA INFORMATICA E DEI SISTEMI, 2018/2019 (35. ciclo)
Politecnico di TORINO
Courses of Study Boards
Teachings
PhD
- Mimetic learning. A.A. 2017/18, INGEGNERIA INFORMATICA E DEI SISTEMI. Main teacher
- Mimetic learning. A.A. 2018/19, INGEGNERIA INFORMATICA E DEI SISTEMI. Main teacher
- Mimetic learning. A.A. 2018/19, INGEGNERIA INFORMATICA E DEI SISTEMI. Main teacher
- Mimetic learning. A.A. 2019/20, INGEGNERIA INFORMATICA E DEI SISTEMI. Main teacher
- Mimetic learning. A.A. 2020/21, INGEGNERIA INFORMATICA E DEI SISTEMI. Main teacher
- Mimetic learning. A.A. 2021/22, INGEGNERIA INFORMATICA E DEI SISTEMI. Main teacher
- Mimetic learning. A.A. 2022/23, INGEGNERIA INFORMATICA E DEI SISTEMI. Main teacher
Master of Science
- Computational intelligence. A.A. 2021/22, INGEGNERIA INFORMATICA (COMPUTER ENGINEERING). Titolare del corso
- Computational intelligence. A.A. 2022/23, INGEGNERIA INFORMATICA (COMPUTER ENGINEERING). Titolare del corso
- Computational intelligence. A.A. 2023/24, INGEGNERIA INFORMATICA (COMPUTER ENGINEERING). Titolare del corso
Bachelor of Science
- Future of Work (Grandi Sfide - Tecnologie e Umanità). A.A. 2021/22, INGEGNERIA INFORMATICA. Titolare del corso
- Future of Work (Grandi Sfide - Tecnologie e Umanità). A.A. 2022/23, INGEGNERIA INFORMATICA. Titolare del corso
- Future of Work (Grandi Sfide - Tecnologie e Umanità). A.A. 2023/24, INGEGNERIA INFORMATICA. Collaboratore del corso
- Computer sciences. A.A. 2017/18, INGEGNERIA DELL'AUTOVEICOLO (AUTOMOTIVE ENGINEERING). Collaboratore del corso
- Computer sciences. A.A. 2017/18, INGEGNERIA DELL'AUTOVEICOLO (AUTOMOTIVE ENGINEERING). Titolare del corso
- Computer sciences. A.A. 2018/19, INGEGNERIA DELL'AUTOVEICOLO (AUTOMOTIVE ENGINEERING). Collaboratore del corso
- Computer sciences. A.A. 2018/19, INGEGNERIA DELL'AUTOVEICOLO (AUTOMOTIVE ENGINEERING). Titolare del corso
- Computer sciences. A.A. 2019/20, INGEGNERIA DELL'AUTOVEICOLO (AUTOMOTIVE ENGINEERING). Collaboratore del corso
- Computer sciences. A.A. 2019/20, INGEGNERIA DELL'AUTOVEICOLO (AUTOMOTIVE ENGINEERING). Titolare del corso
- Object oriented programming. A.A. 2017/18, INGEGNERIA INFORMATICA (COMPUTER ENGINEERING). Titolare del corso
- Object oriented programming. A.A. 2018/19, INGEGNERIA INFORMATICA (COMPUTER ENGINEERING). Titolare del corso
- Object oriented programming. A.A. 2019/20, INGEGNERIA INFORMATICA (COMPUTER ENGINEERING). Titolare del corso
- Object oriented programming. A.A. 2020/21, INGEGNERIA INFORMATICA (COMPUTER ENGINEERING). Titolare del corso
- Computer sciences. A.A. 2020/21, INGEGNERIA DELL'AUTOVEICOLO (AUTOMOTIVE ENGINEERING). Collaboratore del corso
- Computer sciences. A.A. 2020/21, INGEGNERIA DELL'AUTOVEICOLO (AUTOMOTIVE ENGINEERING). Titolare del corso
- Computer sciences. A.A. 2021/22, INGEGNERIA DELL'AUTOVEICOLO (AUTOMOTIVE ENGINEERING). Collaboratore del corso
- Computer sciences. A.A. 2021/22, INGEGNERIA DELL'AUTOVEICOLO (AUTOMOTIVE ENGINEERING). Titolare del corso
- Computer sciences. A.A. 2022/23, INGEGNERIA DELL'AUTOVEICOLO (AUTOMOTIVE ENGINEERING). Collaboratore del corso
- Computer sciences. A.A. 2022/23, INGEGNERIA DELL'AUTOVEICOLO (AUTOMOTIVE ENGINEERING). Titolare del corso
- Computer sciences. A.A. 2023/24, INGEGNERIA DELL'AUTOVEICOLO (AUTOMOTIVE ENGINEERING). Titolare del corso
- Informatica. A.A. 2017/18, INGEGNERIA AEROSPAZIALE. Collaboratore del corso
Teaching and training projects
Projects funded by commercial contracts
- Linguaggio Python, (2022-2022) - Responsabile Scientifico
Commercial contracts - Introduzione al C++ moderno, (2022-2022) - Responsabile Scientifico
Commercial contracts - Linguaggio Python, (2021-2022) - Responsabile Scientifico
Commercial contracts
Research
Research groups
Research projects
Projects funded by competitive calls
- ART-IFICIAL INTELLIGENCE — in Support of Museums , (2021-2023) - Responsabile Scientifico
Corporate-funded and donor-funded research - SG - SMART GAMER , (2013-2014) - Responsabile Scientifico
Regionally funded research - Poli di Innovazione
Projects funded by commercial contracts
- A3G Speed Monitor Modelling , (2021-2021) - Responsabile Scientifico
Commercial Research - Extraction and Identification of Information from Mass Spectra , (2021-2022) - Responsabile Scientifico
Commercial Research - Progetto COLIBRI #2 , (2020-2022) - Responsabile Scientifico
Commercial Research - Machine Learning Techniques for Virtual Antimicrobial Susceptibility Testing , (2019-2019) - Responsabile Scientifico
Commercial Research - Machine Learning techniques for the prediction of failures based on in-situ sensors values , (2018-2018) - Responsabile Scientifico
Commercial Research - Algoritmo di Ottimizzazione , (2017-2017) - Responsabile Scientifico
Consulting - OTTIMIZZAZIONE PERCORSI FP , (2011-2011) - Responsabile Scientifico
Consulting
Supervised PhD students
- Nicolo' Bellarmino. Programme in Ingegneria Informatica E Dei Sistemi (cycle 37, 2021-in progress)
Research subject: AI, Data Analysis and Machine Learning in MicroController Performance Screening
Life and medical sciences Dependable and fault-tolerant systems and networks Machine Learning Artificial intelligence Hardware test & Validation Education in Computer Engineering Life and medical sciences Dependable and fault-tolerant systems and networks Machine Learning Artificial intelligence Hardware test & Validation Education in Computer Engineering - Andrea Calabrese. Programme in Ingegneria Informatica E Dei Sistemi (cycle 36, 2020-in progress)
- Eliana Giovannitti. Programme in Ingegneria Informatica E Dei Sistemi (cycle 34, 2018-in progress)
Research subject: Data-driven Computational Intelligence approach for robotics industial solutions
Machine Learning Modeling and simulation Control Systems Machine Learning Modeling and simulation Control Systems
Publications
Publications by type
Last years publications
Last years publications View all publications in Porto@Iris
- Bellarmino, Nicolo'; Cantoro, Riccardo; Huch, Martin; Kilian, Tobias; Schlichtmann, Ulf; ... (2023)
Feature Selection for Cost Reduction in MCU Performance Screening. In: 24th IEEE Latin-American Test Symposium (LATS), Veracruz (MEX), 21-24 Marzo 2023, pp. 1-6. ISBN: 979-8-3503-2597-3
Contributo in Atti di Convegno (Proceeding) - Bellarmino, Nicolo; Cantoro, Riccardo; Huch, Martin; Kilian, Tobias; Martone, Raffaele; ... (2023)
A Multi-Label Active Learning Framework for Microcontroller Performance Screening. In: IEEE TRANSACTIONS ON COMPUTER-AIDED DESIGN OF INTEGRATED CIRCUITS AND SYSTEMS, pp. 1-14. ISSN 0278-0070
Contributo su Rivista - Bellarmino, Nicolo; Cantoro, Riccardo; Huch, Martin; Kilian, Tobias; Schlichtmann, Ulf; ... (2023)
Semi-Supervised Deep Learning for Microcontroller Performance Screening. In: 2023 IEEE European Test Symposium (ETS), Venezia (IT), 22-26 May 2023, pp. 1-6. ISBN: 979-8-3503-3634-4
Contributo in Atti di Convegno (Proceeding) - Albertin, Umberto; Pedone, Giuseppe; Brossa, Matilde; Squillero, Giovanni; Chiaberge, ... (2023)
A Real-Time Novelty Recognition Framework Based on Machine Learning for Fault Detection. In: ALGORITHMS, vol. 16, pp. 1-26. ISSN 1999-4893
Contributo su Rivista - Tonda, Alberto; Alvarez, Isabelle; Martin, Sophie; Squillero, Giovanni; Lutton, Evelyne (2023)
Towards Evolutionary Control Laws for Viability Problems. In: GECCO'23, Lisbon (Portugal), July 15 - 19, 2023, pp. 1464-1472. ISBN: 9798400701191
Contributo in Atti di Convegno (Proceeding) - Giovannitti, Eliana; Nabavi, Sayyidshahab; Squillero, Giovanni; Tonda, Alberto (2022)
A Virtual Sensor for Backlash in Robotic Manipulators. In: JOURNAL OF INTELLIGENT MANUFACTURING, vol. 33, pp. 1921-1937. ISSN 0956-5515
Contributo su Rivista - Leszkiewicz, Agata; Bucur, Doina; Grimme, Christian; Michalski, Radoslaw; Clever, Lena; ... (2022)
Social Influence Analysis (SIA) in Online Social Networks. In: MISDOOM 2022, Boise, Idaho (USA), 11-12 October 2022, pp. 1-2
Contributo in Atti di Convegno (Proceeding) - Bellarmino, Nicolo'; Cantoro, Riccardo; Huch, Martin; Kilian, Tobias; Schlichtmann, Ulf; ... (2022)
Microcontroller Performance Screening: Optimizing the Characterization in the Presence of Anomalous and Noisy Data. In: IEEE International Symposium on On-Line Testing and Robust System 2022, Torino, 12-14 September 2022. ISBN: 978-1-6654-7355-2
Contributo in Atti di Convegno (Proceeding) - Angione, F.; Appello, D.; Aribido, J.; Athavale, J.; Bellarmino, N.; Bernardi, P.; ... (2022)
Test, Reliability and Functional Safety Trends for Automotive System-on-Chip. In: 2022 IEEE European Test Symposium (ETS), Barcelona (Spain), 23-27 May 2022, pp. 1-10. ISBN: 978-1-6654-6706-3
Contributo in Atti di Convegno (Proceeding) - Angione, F.; Appello, D.; Aribido, J.; Bellarmino, N.; Bernardi, P.; Cantoro, R.; de ... (2022)
Test, Reliability and Functional Safety trends for Automotive System-on-Chip. In: IEEE European Test Symposium
Contributo in Atti di Convegno (Proceeding) - Barbiero, Pietro; Squillero, Giovanni; Tonda, Alberto (2022)
Predictable Features Elimination: An Unsupervised Approach to Feature Selection. In: LOD 2021: Machine Learning, Optimization, and Data Science, pp. 399-412. ISBN: 978-3-030-95466-6
Contributo in Atti di Convegno (Proceeding) - Damljanovic, Aleksa; Ruospo, Annachiara; Sanchez, Ernesto; Squillero, Giovanni (2022)
Machine Learning for Hardware Security: Classifier-based Identification of Trojans in Pipelined Microprocessors. In: APPLIED SOFT COMPUTING, vol. 116, pp. 1-16. ISSN 1568-4946
Contributo su Rivista - Pellegrino, Simone; Rebuglio, Massimo; Squillero, Giovanni (2022)
Public-Private Partnership: Evolutionary Algorithms as a Solution to Information Asymmetry. In: EvoApplications 2022: Applications of Evolutionary Computation, pp. 110-123. ISBN: 978-3-031-02461-0
Contributo in Atti di Convegno (Proceeding) - Squillero, Giovanni; Giovannitti, Eliana; Tonda, Alberto; Nabavi, Sayyidshahab (2021)
Exploiting Artificial Swarms for the Virtual Measurement of Backlash in Industrial Robots. In: IEEE Congress on Evolutionary Computation 2021, Kraków, Poland, 28 June 2021 - 01 July 2021, pp. 1743-1750. ISBN: 978-1-7281-8392-3
Contributo in Atti di Convegno (Proceeding) - Calabrese, A.; Quer, S.; Squillero, G. (2021)
Smart techniques for flying-probe testing. In: 16th International Conference on Software Technologies, ICSOFT 2021, 2021, pp. 285-293. ISBN: 978-989-758-523-4
Contributo in Atti di Convegno (Proceeding) - Damljanovic, Aleksa; Ruospo, Annachiara; Sanchez Sanchez, Ernesto; Squillero, Giovanni (2021)
A Benchmark Suite of RT-level Hardware Trojansfor Pipelined Microprocessor Cores. In: 24th IEEE International Symposium on Design and Diagnostics of Electronic Circuits and Systems (DDECS), Vienna, Austria, April 7-9
Contributo in Atti di Convegno (Proceeding) - Bellarmino, Nicolo; Cantoro, Riccardo; Huch, Martin; Kilian, Tobias; Martone, Raffaele; ... (2021)
Exploiting Active Learning for Microcontroller Performance Prediction. In: 2021 IEEE European Test Symposium, 24-28 May 2021, pp. 1-4. ISBN: 978-1-6654-1849-2
Contributo in Atti di Convegno (Proceeding) - Atzeni, Andrea; Diaz, Fernando; Lopez, Francisco; Marcelli, Andrea; Sanchez, Antonio; ... (2020)
The Rise of Android Banking Trojans. In: IEEE POTENTIALS, vol. 39, pp. 13-18. ISSN 0278-6648
Contributo su Rivista - Squillero, G.; Tonda, A. (2020)
Evolutionary algorithms and machine learning: Synergies, Challenges and Opportunities. In: 2020 Genetic and Evolutionary Computation Conference, GECCO 2020, mex, 2020, pp. 1190-1205. ISBN: 9781450371278
Contributo in Atti di Convegno (Proceeding) - Cantoro, Riccardo; Damljanovic, Aleksa; Sonza Reorda, Matteo; Squillero, Giovanni (2020)
A Novel Sequence Generation Approach to Diagnose Faults in Reconfigurable Scan Networks. In: IEEE TRANSACTIONS ON COMPUTERS, vol. 69, pp. 87-98. ISSN 0018-9340
Contributo su Rivista - Barbiero, Pietro; Ciravegna, Gabriele; Cirrincione, Giansalvo; Tonda, Alberto; ... (2020)
Generating Neural Archetypes to Instruct Fast and Interpretable Decisions. In: The International Conference on Decision Economics, pp. 45-52. ISSN 2194-5357. ISBN: 978-3-030-38226-1
Contributo in Atti di Convegno (Proceeding) - Cantoro, Riccardo; Huch, Martin; Kilian, Tobias; Martone, Raffaele; Schlichtmann, Ulf; ... (2020)
Machine Learning based Performance Prediction of Microcontrollers using Speed Monitors. In: IEEE International Test Conference, Washington, DC, USA, 1-6 Nov. 2020, pp. 1-5. ISBN: 978-1-7281-9113-3
Contributo in Atti di Convegno (Proceeding) - Quer, Stefano; Marcelli, Andrea; Squillero, Giovanni (2020)
The Maximum Common Subgraph Problem: A Parallel and Multi-Engine Approach. In: COMPUTATION, vol. 8, pp. 1-29. ISSN 2079-3197
Contributo su Rivista - Giovannitti, Eliana; Squillero, Giovanni; Alberto, Tonda (2020)
Virtual Measurement of the Backlash Gap in Industrial Manipulators. In: SEMCCO 2019 & FANCCO 2019, Maribor, Slovenia,EU, 10 – 12 July 2019, pp. 189-200. ISSN 1865-0929
Contributo in Atti di Convegno (Proceeding) - Sudholt, D.; Squillero, G. (2020)
Theory and practice of population diversity in evolutionary computation. In: 2020 Genetic and Evolutionary Computation Conference, GECCO 2020, mex, 2020, pp. 975-992. ISBN: 9781450371278
Contributo in Atti di Convegno (Proceeding) - Ciravegna, Gabriele; Barbiero, Pietro; Cirrincione, Giansalvo; Squillero, Giovanni; ... (2020)
Discovering Hierarchical Neural Archetype Sets. In: Progresses in Artificial Intelligence and Neural Systems / S.N., Cham, Springer, pp. 255-267. ISBN: 978-981-15-5092-8
Contributo in Volume