Marcello Ferro


Marcello FerroMarcello Ferro, electronic engineer
Istituto di Linguistica Computazionale - CNR
marcello.ferro(at)ilc.cnr.it
(+39)050.315.3487
building B, entrance 21, 1st floor, room 8

I am a researcher at the Institute for Computational Linguistics of the National Research Council of Pisa (Italy), where my main research activity is focused on the development of neuro-computational models for the memorisation and categorisation of time-series of input stimuli in linguistic tasks.

In 2006 I got the PhD in “Automatics, Robotics and Bioengineering” at the “E. Piaggio” Bioengineering and Robotics Research Center of the Faculty of Engineering of the University of Pisa, Italy, with the thesis “High efficiency real-time sensor and actuator control and data processing: a framework solution for control systems in biomimetic autonomous robots”. By focusing on non-verbal human-robot interaction, I continued my research activity as a post-doc fellow in bioengineering up to 2009.

In 2001 I got the MD at the University of Rome “La Sapienza” with the thesis “Design and realisation of a software architecture for the management of real-time autonomous agents: OpenAI”

My scientific areas of interest include artificial intelligence for biomimetic robotics, computational neurosciences, artificial neural networks, sensing and actuation interfaces, biometrics, data analysis and signal processing. My skills are also related to software architectures and parallel programming with experience in different operating systems, programming languages and development environments.

I am currently involved in the ReadLet project, focusing on R&D activities and on the multi-modal analysis and modelling of linguistic tasks related to word reading and word segmentation from speech.

Research interests: neurocomputational linguistics, artificial intelligence, mental lexicon, parallel computing

curriculum vitae



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Selected publications
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2022 - Book chapters
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Crepaldi D., Ferro M., Marzi C., Nadalini A., Pirrelli V., and Taxitari L. (2022) “Finger movements and eye movements during adults' silent and oral reading”, Developing language and literacy-Studies in Honor of Dorit Diskin Ravid, ISBN 978-3-030-99890-5, Levie R., Bar On A., Ashkenazi O., Dattner E., and Brandes G. (eds.), published by Springer (Dordrecht, NLD), vol. 23, pp. 443-471.
2022 - Conference contributions
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Marzi C., Narzisi A., Ferro M., Masi G., Milone A., Viglione V., Pelagatti S., Tomassini I., and Pirrelli V. (2022) “Patterns of finger-tracking in Italian early readers with Autism Spectrum Disorder”, 2022 annual meeting abstract book, INSAR, Austin, Texas, 11-14/05/2022, vol. 2022, pp. 192-192.
2021 - Book chapters
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Cappa C., Ferro M., and Giulivi S. (2021) “Valutare l'efficienza di lettura in classe, fra "ecologia" e tecnologie”, Didattica dell'italiano, ISBN 978-88-6923-829-1, Garulli V., Pasetti L., and Viale M. (eds.), published by Bononia University Press (Bologna, ITA), vol. 3, pp. 49-69.
2021 - Conference papers
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Bruno E., Giulivi S., Cappa C., Marini M., and Ferro M. (2021) “Evaluating the accuracy of decoding in children who read aloud”, Proceedings of the 12th International Workshop on Models and Analysis of Vocal Emissions for Biomedical Applications (MAVEBA'21), ISBN 978-88-5518-449-6, 12th International Workshop on Models and Analysis of Vocal Emissions for Biomedical Applications (MAVEBA'21), Firenze (Italy), 14-16/12/2021, Manfredi C. (ed.), published by Firenze University Press (Firenze, ITA), pp. 145-148.
View web resources5
Taxitari L., Cappa C., Ferro M., Marzi C., Nadalini A., and Pirrelli V. (2021) “Using mobile technology for reading assessment”, ISBN 9781728166469, 6th IEEE Congress on Information Science & Technology (IEEE CIST'20), online, 05/06/2021, pp. 1-6.
2021 - Conference contributions
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Marzi C., Taxitari L., Ferro M., Nadalini A., and Pirrelli V. (2021) “Valutare la lettura "in tempo reale": un esempio di integrazione tra linguistica computazionale e linguistica applicata”, FARE LINGUISTICA APPLICATA CON LE DIGITAL HUMANITIES, XXI Congresso Internazionale di AItLA, Bergamo (I), 11-12/02/2021, vol. 2021, pp. 5-5.
2020 - Book chapters
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Pirrelli V., Marzi C., Ferro M., Cardillo F. A., Baayen H. R., and Milin P. (2020) “Psycho-computational modelling of the mental lexicon”, Word Knowledge and Word Usage, ISBN 9783110440577, Pirrelli V., Plag I., and Dressler W. U. (eds.), published by De Gruyter Saur (Berlin/Munich, DEU), vol. 337, pp. 23-82.
2020 - Conference papers
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Ferro M., Giulivi S., and Cappa C. (2020) “The AEREST reading database”, CEUR workshop proceedings, ISSN 1613-0073, ISBN 9791280136282, 7th Italian Conference on Computational Linguistics (CLIC-IT'20), Bologna, Italy, 01-03/03/2021, published by Accademia University Press (Torino, ITA), vol. 2769, pp. 1-6.
2020 - Conference contributions
View web resources9
Pirrelli V., Cappa C., Crepaldi D., Del Pinto V., Ferro M., Giulivi S., Marzi C., Nadalini A., and Taxitari L. (2020) “Tracking the pace of reading with finger movements”, Words in the World International Conference, Montreal (Canada), 16-18/10/2020, 1 page.
2019 - Journal articles
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Marzi C., Ferro M., and Pirrelli V. (2019) “A processing-oriented investigation of inflectional complexity”, Frontiers in communication, ISSN 2297-900X, published by Frontiers Media (Lausanne, Svizzera), vol. 4, pp. 1-23.
2018 - Journal articles
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Cardillo F. A., Ferro M., Marzi C., and Pirrelli V. (2018) “Deep Learning of Inflection and the Cell-Filling Problem”, Italian Journal of Computational Linguistics, ISSN 2499-4553, published by aAccademia University Press, Torino (Italia), vol. 4, pp. 57-75.
View web resourcesView DOI resources12
Ferro M., Marzi C., and Pirrelli V. (2018) “Discriminative word learning is sensitive to inflectional entropy”, Lingue e linguaggio, ISSN 1720-9331, published by Il Mulino, Bologna (Italia), vol. XVII, pp. 307-327.
2018 - Conference papers
View web resources13
Ferro M., Cappa C., Giulivi S., Marzi C., Nahli O., Cardillo F. A., and Pirrelli V. (2018) “ReadLet: Reading for Understanding”, ISBN 978-1-5386-4385-3, IEEE-CIST2018 LED-ICT, Marrakech, Morocco, 21-27/10/2018, published by IEEE (New York, USA), pp. 404-409.
View web resources14
Marzi C., Ferro M., Nahli O., Belik P., Bompolas S., and Pirrelli V. (2018) “Evaluating Inflectional Complexity Crosslinguistically: a Processing Perspective”, Proceedings of the Eleventh International Conference on Language Resources and Evaluation (LREC 2018), ISBN 979-10-95546-00-9, Eleventh International Conference on Language Resources and Evaluation (LREC 2018), Miyazaki, Japan, 7-12/05/2018, Calzolari N., Choukri K., Cieri C., Declerck T., Goggi S., Hasida K., Isahara H., Maegaard B., Mariani J., Mazo H., Moreno A., Odijk J., Piperidis S., and Tokunaga T. (eds.), published by European language resources association (ELRA) (Paris, FRA), vol. 2018, pp. 3860-3866.
2018 - Conference contributions
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Cappa C., Ferro M., Giulivi S., Marzi C., Nahli O., Cardillo F. A., and Pirrelli V. (2018) “ReadLet: piattaforma ICT per valutare l'efficienza di lettura”, XXVII Congresso Nazionale AIRIPA, Arezzo (Italy), 28-29/09/2018.
View web resources16
Ferro M., Cappa C., Giulivi S., Marzi C., Cardillo F. A., and Pirrelli V. (2018) “ReadLet: an ICT platform for the assessment of reading efficiency in early graders”, 11th International Conference on the Mental Lexicon, Edmonton, Alberta (Canada), 25-28/09/2018, pp. 61-61.
View web resources17
Leoni F., Muzio C., Cappa C., Ferro M., and Giulivi S. (2018) “Il progetto AEREST: primi risultati in Italia e in Canton Ticino”, XXVII Congresso Nazionale AIRIPA, Arezzo (Italy), 28-29/09/2018.
View web resources18
Marzi C., Ferro M., and Pirrelli V. (2018) “Is inflectional irregularity dysfunctional to human processing?”, 11th International Conference on the Mental Lexicon, Edmonton, Alberta (Canada), 25-28/09/2018, pp. 60-60.
View web resources19
Pirrelli V., Ferro M., Marzi C., Gagné C., Spalding T., and Marelli M. (2018) “Processing compounds: what frequency (alone) cannot explain”, 11th International Conference on the Mental Lexicon, Edmonton (Canada), 25-28/09/2018, pp. 60-60.
2017 - Journal articles
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Bompolas S., Ferro M., Marzi C., Cardillo F. A., and Pirrelli V. (2017) “For a performance-oriented notion of regularity in inflection: the case of Modern Greek conjugation”, Italian Journal of Computational Linguistics, ISSN 2499-4553, published by aAccademia University Press, Torino (Italia), vol. 3, pp. 77-92.
View web resourcesView DOI resources21
Marzi C., Ferro M., and Nahli O. (2017) “Arabic word processing and morphology induction through adaptive memory self-organisation strategies”, Journal of King Saud University. Computer and information sciences (Online), ISSN 2213-1248, published by Elsevier (Amsterdam, Paesi Bassi), vol. 29, pp. 179-188.
2017 - Conference papers
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Cardillo F. A., Ferro M., Marzi C., and Pirrelli V. (2017) “How "deep" is learning word inflection?”, Proceedings of the Fourth Italian Conference on Computational Linguistics (CLiC-it 2017), ISSN 1613-0073, ISBN 978-88-99982-76-8, Fourth Italian Conference on Computational Linguistics, Roma, 11-13/12/2017, Basili R., Nissim M., and Satta G. (eds.), published by Accademia University Press (Torino, ITA), vol. 2006, pp. 77-82.
2017 - Conference contributions
View web resources23
Bompolas S., Marzi C., Ferro M., Cardillo F. A., Pirrelli V., and Ralli A. (2017) “Transparency and predictability in Modern Greek conjugation: Implications for models of word processing”, MMM 11: 11th Mediterranean Morphology Meeting, Cyprus, 22-25/06/2017, pp. 17-19.
View web resources24
Pirrelli V., Marzi C., Ferro M., and Cardillo F. A. (2017) “Paradigm Relative Entropy and Discriminative Learning”, ParadigMo 2017: First Workshop on Paradigmatic Word Formation Modeling, Toulouse, 19-20/06/2017, 5 pages.
2016 - Journal articles
View web resources25
Marzi C., Ferro M., Cardillo F. A., and Pirrelli V. (2016) “Effects of frequency and regularity in an integrative model of word storage and processing”, Rivista di Linguistica, ISSN 1120-2726, published by Pacini (Ospedaletto, Italia), vol. 28, pp. 79-114.
2016 - Conference papers
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Bompolas S., Marzi C., Ferro M., Cardillo F. A., and Pirrelli V. (2016) “Reassessing inflectional regularity in Modern Greek conjugation”, CLiC-it & EVALITA 2016-Proceedings of Third Italian Conference on Computational Linguistics (CLiC-it 2016) & Fifth Evaluation Campaign of Natural Language Processing and Speech Tools for Italian. Final Workshop (EVALITA 2016), ISSN 1613-0073, ISBN 978-88-99982-08-9, Third Italian Conference on Computational Linguistics (CLiC-it 2016) & Fifth Evaluation Campaign of Natural Language Processing and Speech Tools for Italian. Final Workshop (EVALITA 2016), Napoli, Italy, 05-07/12/2016, Basile P., Corazza A., Monetmagni S., Nissim M., Patti V., Semeraro G., and Sprugnoli R. (eds.), published by Accademia University Press (Torino, ITA), vol. 1749, pp. 72-77.
View web resourcesView DOI resources27
Ferro M., Cardillo F. A., Pirrelli V., Gagné C. L., and Spalding T. L. (2016) “Written word production and lexical self-organisation: evidence from English (pseudo)compounds”, Proceedings CLiC-it 2016, ISSN 1613-0073, ISBN 9788899982546, Third Italian Conference on Computational Linguistics (CLiC-it 2016), Napoli (Italia), 5-6/12/2016, Basile P., Corazza A., Cutugno F., Montemagni S., Nissim M., Patti V., Semeraro G., and Sprugnoli R. (eds.), published by Accademia University Press (Torino, ITA), vol. 1749, pp. 146-151.
2016 - Conference contributions
View web resources28
Recchia V., Ferro M., Maglie R., and Dodaro A. (2016) “Readability of current patient information leaflets for informed consent in UK radiotherapy centers”, COMMUNICATION, MEDICINE AND ETHICS CONFERENCE 2016, Aalborg, Denmark, 4-6/6/2016, 1 page.
2015 - Book chapters
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Pirrelli V., Ferro M., and Marzi C. (2015) “Computational complexity of abstractive morphology”, Understanding and Measuring Mprphological Complexity, ISBN 978-0-19-872376-9, Baerman M., Brown D., and Corbett G. G. (eds.), published by Oxford University Press (Oxford, GBR), pp. 141-166.
2015 - Edited volumes
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Pirrelli V., Marzi C., and Ferro M. (eds.) (2015) “Proceedings of the NetWordS Final Conference on Word Knowledge and Word Usage: Representations and Processes in the Mental Lexicon”, published by CEUR-WS. org (Aachen, DEU), vol. 1347, pp. 1-189.
2015 - Conference papers
View web resources31
Ferro M., Marzi C., and Pirrelli V. (2015) “Lexical parsability and morphological structure”, Morphology and Semantics, ISSN 1826-7491, Morphology and Semantics-Ninth Mediterranean Morphology Meeting, Dubrovnik (Croatia), 15-18/09/2013, Audring J., Koutsoukos N., Masini F., and Raffaelli I. (eds.), published by Università degli Studi di Bologna (Bologna, Italia), pp. 22-37.
View web resources32
Marzi C., Ferro M., and Pirrelli V. (2015) “Lexical emergentism and the "frequency-by-regularity" interaction”, Word Knowledge and Word Usage 2015, ISSN 1613-0073, NetWordS Final Conference on Word Knowledge and Word Usage: Representations and Processes in the Mental Lexicon, Pisa (Italy), 30-31/03 01/04 2015, Pirrelli V., Marzi C., and Ferro M. (eds.), published by M. Jeusfeld c/o Redaktion Sun SITE, Informatik V, RWTH Aachen (Aachen, Germania), vol. 1347, pp. 37-41.
2014 - Journal articles
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Chersi F., Ferro M., Pezzulo G., and Pirrelli V. (2014) “Topological Self-Organization and Prediction Learning Support Both Action and Lexical Chains in the Brain”, Topics in cognitive science (Print), ISSN 1756-8757, published by Cognitive Science Society, Inc (Hoboken, NJ, Stati Uniti d'America), vol. 6, pp. 476-491.
View web resources34
Marzi C., Ferro M., and Keuleers E. (2014) “Perception of typicality in the lexicon: Wordlikeness, lexical density and morphonotactic constraints”, Suvremena lingvistika, ISSN 0586-0296, published by Zavod za lingvistiku Filozofskog fakulteta (Zagreb, Croazia), vol. 40, pp. 171-191.
View web resourcesView DOI resources35
Marzi C., Ferro M., and Pirrelli V. (2014) “Morphological structure through lexical parsability”, Lingue e linguaggio, ISSN 1720-9331, published by Il Mulino, Bologna (Italia), vol. XIII, pp. 263-290.
2014 - Conference papers
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Gaggioli A., Cipresso P., Serino S., Pioggia G., Tartarisco G., Baldus G., Corda D., Ferro M., Carbonaro N., Tognetti A., De Rossi D., Giakoumis D., Tzovaras D., Riera A., and Riva G. (2014) “A decision support system for real-time stress detection during virtual reality exposure”, Medicine Meets Virtual Reality, ISSN 0926-9630, Medicine Meets Virtual Reality (MMVR21), Westwood J. D. (ed.), published by IOS Press (Tokyo, Paesi Bassi), vol. 196, pp. 114-120.
View web resourcesView DOI resources37
Marzi C., Nahli O., and Ferro M. (2014) “Word Processing for Arabic Language: A reappraisal of morphology induction through adaptive memory self-organisation strategies”, IEEE Conference Publications-Catalog Number: CFP1467R-ART, ISBN 978-1-4799-5979-2, Third IEEE International Colloquium in Information Science and Technology (CIST), Tetuan (Morocco), 20-22/10/2014, El Mohajir M., Al Achhab M., Chahhou M., Mounir A., El Mohajir B., Pirrelli V., Zarghili A., and Elfar M. (eds.), published by IEEE (New York, USA), pp. 241-247.
View web resourcesView DOI resources38
Pirrelli V., Marzi C., and Ferro M. (2014) “Two-dimensional Wordlikeness Effects in Lexical Organisation”, The First Italian Conference on Computational Linguistics-Proceedings, ISBN 978-8-86741-472-7, First Italian Conference on Computational Linguistics CLiC-it 2014 & Fourth International Workshop EVALITA 2014, Pisa, Italy, 9-11/12/2014, Basili R., Lenci A., and Magnini B. (eds.), vol. 1, pp. 301-305.
2013 - Journal articles
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Marzi C. and Ferro M. (2013) “Adaptive strategies in lexical acquisition”, Lingue e linguaggio, ISSN 1720-9331, published by Il Mulino, Bologna (Italia), vol. XII, pp. 307-328.
2013 - Conference contributions
View web resources40
Marzi C., Ferro M., and Pirrelli V. (2013) “Lexical parsability and morphological structure”, Morphology and Semantics-Books of Abstracts, 9th Mediterannean Morphology Meeting on "Morphology and Semantics" (9th MMM), Dubrovnik, Croatia, 15-18/09/2013, pp. 33-34.
View web resources41
Ruta L., Siracusano R., Tortorella G., Boncoddo M., Colombi C., Crifaci G., Billeci L., Tartarisco G., Ferro M., Narzisi A., Muratori F., and Pioggia G. (2013) “The PRIMA-PIETRA Project: A Web-Based Platform for Early Autism Risk Assessment”, International Meeting for Autism Research, International Meeting for Autism Research 2013, San Sebastian, Spain, 2 May 2013.
2012 - Journal articles
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Marzi C., Ferro M., and Pirrelli V. (2012) “Word alignment and paradigm induction”, Lingue e linguaggio, ISSN 1720-9331, published by Il Mulino, Bologna (Italia), vol. XI, pp. 251-274.
View web resourcesView DOI resources43
Tartarisco G., Baldus G., Corda D., Raso R., Arnao A., Ferro M., Gaggioli A., and Pioggia G. (2012) “Personal Health System architecture for stress monitoring and support to clinical decisions”, Computer communications, ISSN 0140-3664, published by IPC Science and Technology Press (Guildford, Regno Unito), vol. 35, pp. 1296-1305.
View web resourcesView DOI resources44
Terranova G., Ferro M., Carpeggiani C., Recchia V., Braga L., Semelka R. C., and Picano E. (2012) “Low Quality and Lack of Clarity of Current Informed Consent Forms in Cardiology: How to Improve Them”, JACC-CARDIOVASCULAR IMAGING, ISSN 1936-878X, published by ELSEVIER SCIENCE INC (NEW YORK, USA, Stati Uniti d'America), vol. 5, pp. 649-655.
2012 - Book chapters
View web resourcesView DOI resources45
Ioanndis D., Tzovaras D., Dalle Mura G., Ferro M., Valenza G., Tognetti A., and Pioggia G. (2012) “Gait and Anthropometric Profile Biometrics: A Step Forward”, Second Generation Biometrics: The Ethical, Legal and Social Context, ISBN 978-94-007-3891-1, Mordini E. and Tzovaras D. (eds.), published by Springer Verlag (Norwell MA, USA), vol. 11, pp. 105-127.
View web resourcesView DOI resources46
Pirrelli V., Ferro M., and Calderone B. (2012) “Learning Paradigms in Time and Space: Computational Evidence from Romance Languages”, Morphological Autonomy: Perspectives for Romance Inflectional Morphology, ISBN 978-0-19-958998-2, Maiden M., Smith J. C., Goldbach M., and Hinzelin M. (eds.), published by Oxford University Press (Oxford, GBR), pp. 135-157.
2012 - Conference papers
View web resources47
Marzi C., Ferro M., Caudai C., and Pirrelli V. (2012) “Evaluating Hebbian Self-Organizing Memories for Lexical Representation and Access”, ISBN 978-2-9517408-7-7, 8th International Conference on Language Resources and Evaluation, Istanbul, Turkey, 23-25/05/2012, Calzolari N., Choukri K., Declerck T., Uğur Doğan M., Maegaard B., Mariani J., Odijk J., and Piperidis S. (eds.), pp. 886-893.
View web resources48
Marzi C., Ferro M., and Pirrelli V. (2012) “Prediction and Generalisation in Word Processing and Storage”, Eighth Mediterranean Morphology Meeting on "Morphology and the architecture of the grammar" (MMM8), Cagliari, Italy, 14-17 September 2011, Ralli A., Booij G., Scalise S., and Karasimos A. (eds.), pp. 114-131.
2012 - Conference contributions
View web resources49
Pioggia G., Billeci L., Narzisi A., Farruggio V., Arnao A., Tartarisco G., Ferro M., Siracusano R., Germanò E., Deodato M., Tortorella G., and Muratori F. (2012) “PRIMA PIETRA: Research, Integration, Enhancement, Assistance and Education Program for Autism Services and Rehabilitation Technologies”, International Meeting for Autism Research, Toronto, Canada, 18 May 2012, 4 pages.
2011 - Journal articles
View web resources50
Chersi F., Ferro M., Pezzulo G., and Pirrelli V. (2011) “Time, Language and Action-A Unified Long-Term Memory Model for Sensory-Motor Chains and Word Schemata”, ERCIM news, ISSN 0926-4981, published by ERCIM (Le Chesnay), vol. 84, pp. 27-28.
View web resourcesView DOI resources51
Ferro M., Marzi C., and Pirrelli V. (2011) “A Self-Organizing Model of Word Storage and Processing: Implications for Morphology Learning”, Lingue e linguaggio, ISSN 1720-9331, published by Il Mulino, Bologna (Italia), vol. 2, pp. 209-226.
View web resourcesView DOI resources52
Valenza G., Pioggia G., Armato A., Ferro M., Scilingo E. P., and De Rossi D. (2011) “A neuron-astrocyte transistor-like model for neuromorphic dressed neurons”, Neural networks, ISSN 0893-6080, published by Pergamon (New York, Stati Uniti d'America), vol. 24, pp. 679-685.
2011 - Conference papers
View web resources53
Ferro M., Marzi C., and Pirrelli V. (2011) “T2HSOM: Understanding the Lexicon by Simulating Memory Processes for Serial Order”, First International Workshop on Lexical Resources, First International Workshop on Lexical Resources, Ljubljana Slovenia, 1-5 Agosto 2011, Sagot B. (ed.), pp. 32-41.
2011 - Conference contributions
View web resources54
Terranova G., Ferro M., Carpeggiani C., Recchia V., Dodaro A., Gioffrè D., Richard S., and Picano E. (2011) “Unreadability of current informed consent forms in cardiology-and how to improve it”, European Society of Cardiology, Paris (France), Agosto 2011, vol. 32, pp. 69-70.
2010 - Journal articles
View web resources55
Ferro M., Ognibene D., Pezzulo G., and Pirrelli V. (2010) “Reading as active sensing: a computational model of gaze planning in word recognition”, Frontiers in neurorobotics, ISSN 1662-5218, published by Frontiers Research Foundation (Lausanne, Svizzera), vol. 4, pp. 1-16.
View web resources56
Ferro M., Pezzulo G., and Pirrelli V. (2010) “Morphology, Memory and the Mental Lexicon”, Lingue e linguaggio, ISSN 1720-9331, published by Il Mulino, Bologna (Italia), vol. 2, pp. 203-242.
2010 - Books
View web resources57
Ferro M. (2010) “High Efficiency Real-Time Sensor and Actuator Control and Data Processing: A Framework Solution for Control Systems in Biomimetic Autonomous Robots”, ISBN 978-3-639-25356-6, Ferro M. (ed.), published by VDM Verlag Dr. Müller (Saarbrücken, DEU).
2009 - Book chapters
View web resourcesView DOI resources58
Ferro M. and Pioggia G. (2009) “A biologically-based framework for distributed sensory fusion and data processing”, Sensor and Data Fusion, ISBN 978-3-902613-52-3, Milisavljevic N. (ed.), pp. 337-364.
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physiology of communication