## Pubblicazioni

## Articoli su rivista

[J1] D. Vigliano, **M. Scarpiniti**, R. Parisi and A. Uncini, "Flexible nonlinear blind signal separation in the complex domain", *International Journal of Neural Systems*, Vol. 18, No. 2, pp. 105-122, April 2008.

[J2] **M. Scarpiniti**, D. Vigliano, R. Parisi and A. Uncini, "Generalized Splitting Functions for Blind Separation of Complex Signals", *Neurocomputing*, Vol. 71, No. 10-12, pp. 2245-2270, June 2008.

[J3] J. F. Borsani, C. W. Clark, B. Nani and **M.**** Sca****rpiniti**, "Fin whales avoid loud rhythmic low-frequency sounds in the Ligurian Sea", *Bioacoustics*, Vol. 17, No. 1-3, pp. 161-163, 2008.

[J4] M. Mecozzi, **M. Scarpiniti**, E. Ragosta, M. Pietroletti and R. Di Mento, "Proposal for a deconvolution procedure for the gas chromatographic estimation of pristane and phytane in marine sediments", *International Journal of Environment and Health*, Vol. 3, No. 1, pp. 126-138, January 2009.

[J5] **M. Scarpiniti**, R. Parisi and A. Uncini, "Flexible estimation of probability and cumulative density functions", *Electronics Letters*, Vol. 45, No. 21, pp. 1095-1096, October 2009.

[J6] **M. Scarpiniti**, R. Parisi and A. Uncini, "Flexible estimation of joint probability and joint cumulative density functions", *Electronics Letters*, Vol. 46, No. 15, p. 1084-1086, July 2010.

[J7] N. Calace, M. Pietroletti, B. M. Petronio, **M. Scarpiniti** and M. Mecozzi, "Fourier transform infrared spectroscopic investigation of humic substance samples of different origin and typology supported by chemometric tools", *International Journal of Environment and Health,* Vol. 5, No. 3, pp. 246-261, July 2011.

[J8] R. Parisi, F. Camoes, **M. Scarpiniti** and A. Uncini, "Cepstrum Prefiltering for Binaural Source Localization in Reverberant Environments", *IEEE Signal Processing Letters*, Vol. 19, N. 2, pp. 99-102, February 2012.

[J9] F. Garzia, N. Tirocchi, **M. Scarpiniti** and R. Cusani, "Optimization of Security Communication Wired Network by Means of Genetic Algorithms", *Communications and Network*, Vol. 4, No. 3, pp. 196-204, August 2012.

[J10] M. Mecozzi, M. Pietroletti, **M. Scarpiniti**, R. Acquistucci and M. E. Conti, "Monitoring of marine mucilage formation in Italian seas investigated by infrared spectroscopy and independent component analysis", *Environmental Monitoring and Assessment*, Vol. 184, No. 10, pp. 6025-6036, October 2012.

[J11] A. Maesa, F. Garzia, **M. Scarpiniti** and R. Cusani, "Text Independent Automatic Speaker Recognition System Using Mel-Frequency Cepstrum Coefficients and Gaussian Mixture Models", *Journal of Information Security*, Vol. 3, No. 4, pp. 335-340, October 2012.

[J12] **M. Scarpiniti**, D. Comminiello, R. Parisi and A. Uncini, "Nonlinear Spline Adaptive Filtering", *Signal** **Processing*, Vol. 93, No. 4, pp. 772-783, April 2013.

[J13] M. Mecozzi and **M. Scarpiniti**, "An Empirical and Semi Blind Algorithm for Resolving Overlapped Peaks in Chromatography: Application to the Analysis of Environmental Samples", *APCBEE Procedia*, Vol. 5, N. 1, pp. 145-151, June 2013.

[J14] D. Comminiello, **M. Scarpiniti**, L. A. Azpicueta-Ruiz, J. Arenas-García, and A. Uncini, "Functional Link Adaptive Filters for Nonlinear Acoustic Echo Cancellation", *IEEE Transactions on Audio, Speech, and Language Processing*, Vol. 21, N. 7, pp. 1502-1512, July 2013.

[J15] D. Comminiello, **M. Scarpiniti**, R. Parisi, and A. Uncini, "Convergence Properties of Nonlinear Functional Link Adaptive Filters", *Electronics Letters*, Vol. 49, N. 14, pp. 873-875, July 2013.

[J16] D. Comminiello, **M. Scarpiniti**, R. Parisi, and A. Uncini, "Combined Adaptive Beamforming Schemes for Nonstationary Interfering Noise Reduction", *Signal Processing*, Vol. 93, N. 12, pp. 3306-3318, December 2013.

[J17] **M. Scarpiniti**, D. Comminiello, R. Parisi and A. Uncini, "Hammerstein Uniform Cubic Spline Adaptive Filters: Learning and Convergence Properties", *Signal Processing*, Vol. 100, pp. 112-123, July 2014.

[J18] D. Comminiello, **M. Scarpiniti**, L. A. Azpicueta-Ruiz, J. Arenas-García and A. Uncini, "Nonlinear Acoustic Echo Cancellation Based on Sparse Functional Link Representations", *IEEE/ACM** **Transactions on Audio, Speech, and Language Processing*, Vol. 22, N. 7, pp. 1172-1183, July 2014.

[J19] **M. Scarpiniti**, D. Comminiello, R. Parisi and A. Uncini, "Nonlinear System Identification using IIR Spline Adaptive Filters", *Signal Processing*, Vol. 108, pp. 30-35, March 2015.

[J20] **M. Scarpiniti**, D. Comminiello, R. Parisi and A. Uncini, "Novel Cascade Spline Architectures for the Identification of Nonlinear Systems", *IEEE Transactions on** **Circuits and Systems I: Regular Papers*, Vol. 62, N. 7, pp. 1825-1835, July 2015.

[J21] D. Comminiello, S. Cecchi, **M. Scarpiniti**, M. Gasparini, L. Romoli, F. Piazza and A. Uncini, "Intelligent Acoustic Interfaces with Multisensor Acquisition for Immersive Reproduction", *IEEE Transactions on Multimedia*, Vol. 17, N. 8, pp. 1262-1272, August 2015.

[J22] D. Comminiello, S. Scardapane, **M. Scarpiniti**, R. Parisi and A. Uncini, "Improving Nonlinear Modeling Capabilities of Functional Link Adaptive Filters", *Neural Networks*, Vol. 69, pp. 51-59, September 2015.

[J23] S. Scardapane, D. Comminiello, **M. Scarpiniti** and A. Uncini, "Online Sequential Extreme Learning Machine with Kernels", *IEEE Transactions on Neural Networks and Learning Systems*, Vol. 26, N. 9, pp. 2214-2220, September 2015.

[J24] S. Scardapane, **M. Scarpiniti**, M. Bucciarelli, F. Colone, M. V. Mansueto and R. Parisi, "Microphone Array Based Classification for Security Monitoring in Unstructured Environments", *AEÜ** **– International Journal of Electronics and Communications*, Vol. 69, N. 11, pp. 1715-1723, November 2015.

[J25] **M. Scarpiniti**, D. Comminiello, G. Scarano, R. Parisi and A. Uncini, "Steady-State Performance of Spline Adaptive Filters", *IEEE Transactions on Signal Processing*, Vol. 64, N. 4, pp. 816-828, February 2016.

[J26] S. Scardapane, D. Comminiello, **M. Scarpiniti** and A. Uncini, "A Semi-Supervised Random Vector Functional-Link Network Based on the Transductive Framework", *Information Sciences*, Vol. 364-365, pp. 156-166, October 2016.

[J27] E. Baccarelli, P. G. Vinueza Naranjo, M. Shojafar and **M. Scarpiniti**, "Q*: Energy and Delay-efficient Dynamic Queue Management in TCP/IP Virtualized Data Centers", *Computer Communications*, Vol. 102, pp. 89-106, April 2017.

[J28] D. Comminiello, **M. Scarpiniti**, L. A. Azpicueta-Ruiz, J. Arenas-García and A. Uncini, "Combined Nonlinear Filtering Architectures Involving Sparse Functional Link Adaptive Filters", *Signal Processing*, Vol. 135, pp. 168-178, June 2017.

[J29] F. Ortolani, D. Comminiello, **M. Scarpiniti** and A. Uncini, "Frequency Domain Quaternion Adaptive Filters: Algorithms and Convergence Performance", *Signal Processing*, Vol. 136, pp. 69-80, July 2017.

[J30] E. Baccarelli, P. G. Vinueza Naranjo, **M. Scarpiniti**, M. Shojafar and J. H. Abawajy, "Fog of Everything: Energy-efficient Networked Computing Architectures, Research Challenges, and a Case Study", *IEEE Access*, Vol. 5, pp. 9882-9910, 2017.

[J31] **M. Scarpiniti**, E. Baccarelli, P. G. Vinueza Naranjo, and A. Uncini, "Energy performance of heuristics and meta-heuristics for real-time joint resource scaling and consolidation in virtualized networked data centers", *The Journal of Supercomputing*, Vol. 74, N. 5, pp. 2161-2198, May 2018.

[J32] P. G. Vinueza Naranjo, E. Baccarelli and **M. Scarpiniti**, "Design and energy-efficient resource management of virtualized networked Fog architectures for the real-time support of IoT applications", *The Journal of Supercomputing*, Vol. 74, N. 6, pp. 2470-2507, June 2018.

[J33] E. Baccarelli, **M. Scarpiniti**, P. G. Vinueza Naranjo and L. Vaca-Cardenas, "Fog of Social IoT: When the Fog Becomes Social", *IEEE Network*, Vol. 32, N. 4, pp. 68-80, July/August 2018.

[J34] E. Baccarelli, **M. Scarpiniti** and A. Momenzadeh, "Fog-supported delay-constrained energy-saving live migration of VMs over MultiPath TCP/IP 5G connections", *IEEE Access*, Vol. 6, pp. 42327-42354, 2018.

[J35] D. Comminiello, **M. Scarpiniti**, L. A. Azpicueta-Ruiz and A. Uncini, "Steady-State Performance of an Adaptive Combined MISO Filter Using the Multichannel Affine Projection Algorithm", *Algorithms*, Vol. 12, N. 1, Paper 2, pp. 1-20, January 2019.

[J36] **M. Scarpiniti**, E. Baccarelli and A. Momenzadeh, "VirtFogSim: A Parallel Toolbox for Dynamic Energy-Delay Performance Testing and Optimization of 5G Mobile-Fog-Cloud Virtualized Platforms", *Applied Sciences*, Vol. 9, N. 6, Paper 1160, pp. 1-48, March 2019.

[J37] E. Baccarelli, **M. Scarpiniti** and A. Momenzadeh, "EcoMobiFog - Design and dynamic optimization of a 5G Mobile-Fog-Cloud multi-tier ecosystem for the real-time distributed execution of stream applications", *IEEE Access*, Vol. 7, pp. 55565-55608, 2019.

[J38] **M. Scarpiniti**, E. Baccarelli, A. Momenzadeh and A. Uncini, "SmartFog: Training the Fog for the Energy-Saving Analytics of Smart-Meter Data",* Applied Sciences*, Vol. 9, N. 19, Paper 4193, pp. 1-15, October 2019.

[J39] E. Baccarelli, S. Scardapane, **M. Scarpiniti**, A. Momenzadeh and A. Uncini, "Optimized Training and Scalable Implementation of Conditional Deep Neural Networks with Early Exits for Fog-supported IoT Applications", *Information Sciences*, Vol. 521, pp. 107-143, June 2020.

[J40] Y.-C. Lee, **M. Scarpiniti** and A. Uncini, "Advanced Sound Classifiers and Performance Analyses for Accurate Audio-based Construction Project Monitoring", *The ASCE Journal of Computing in Civil Engineering*, Vol. 34, N. 5, Paper 04020030, pp. 1-11, September 2020.

[J41] S. Scardapane, **M. Scarpiniti**, E. Baccarelli and A. Uncini, "Why should we add early exits to neural networks?", *Cognitive Computation*, Vol. 12, N. 5, pp. 954-966, September 2020.

[J42] **M. Scarpiniti**, E. Baccarelli, A. Momenzadeh and S. Sarv Ahrabi, "DeepFogSim: A Toolbox for Execution and Performance Evaluation of the Inference Phase of Conditional Deep Neural Networks with Early Exits Atop Distributed Fog Platforms", *Applied Sciences*, Vol. 11, N. 1, Paper 377, pp. 1-42, January 2021.

[J43] S. Sarv Ahrabi, **M. Scarpiniti**, E. Baccarelli and A. Momenzadeh, "An accuracy-vs.-complexity comparison of Deep Learning architectures for the detection of COVID-19 disease", *Computation*, Vol. 9, N. 1, Paper 3, pp. 1-20, January 2021.

[J44] E. Baccarelli, **M. Scarpiniti**, A. Momenzadeh and S. Sarv Ahrabi, "Learning-in-the-Fog (LiFo): Deep Learning meets Fog Computing for the Minimum-Energy Distributed Early-Exit of Inference in delay-critical IoT realms", *IEEE Access*, Vol. 9, pp. 25716-25757, 2021.

[J45] **M. Scarpiniti**, F. Colasante, S. Di Tanna, M. Ciancia, Y.-C. Lee and A. Uncini, "Deep Belief Network based audio classification for construction sites monitoring", *Expert Systems with Applications*, Vol. 177, Paper 114839, pp. 1-14, September 2021.

[J46] **M. Scarpiniti**, S. Sarv Ahrabi, E. Baccarelli, L. Piazzo and A. Momenzadeh, "A Histogram-Based Low-Complexity Approach for the Effective Detection of COVID-19 Disease from CT and X-ray Images", *Applied Sciences*, Vol. 11, N. 19, Paper 8867, pp. 1-27, September 2021.

[J47] **M. Scarpiniti**, S. Sarv Ahrabi, E. Baccarelli, L. Piazzo and A. Momenzadeh, "A Novel Unsupervised Approach Based on Hidden Features of Deep Denoising Autoencoders for COVID-19 Disease Detection", *Expert Systems with Applications*, Vol. 192, Paper 116366, pp. 1-15, April 2022.

[J48] S. Sarv Ahrabi, L. Piazzo, A. Momenzadeh, **M. Scarpiniti** and E. Baccarelli, "Exploiting probability density function of deep convolutional autoencoders' latent space for reliable COVID-19 detection on CT scans", *The Journal of Supercomputing*, Vol. 78, N. 9, pp. 12024-12045, June 2022.

[J49] E. Baccarelli, **M. Scarpiniti**, A. Momenzadeh and S. Sarv Ahrabi, "AFAFed—Asynchronous Fair Adaptive Federated Learning for IoT Stream Applications", *Computer Communications*, Vol. 195, pp. 376-402, November 2022.

[J50] S. Sarv Ahrabi, A. Momenzadeh, E. Baccarelli, **M. Scarpiniti** and L. Piazzo, "How much BiGAN and CycleGAN-learned hidden features are effective for COVID-19 detection from CT images? A comparative study", *The Journal of Supercomputing,* Vol. 79, N. 3, pp. 2850-2881, February 2023.

[J51] D. Comminiello, A. Nezamdoust, S. Scardapane, **M. Scarpiniti**, A. Hussain and A. Uncini, "A New Class of Efficient Adaptive Filters for Online Nonlinear Modeling", *IEEE Transactions on Systems, Man, and Cybernetics: Systems*, Vol. , N. , pp. , 2023.

## Capitoli di libro

[B1] **M. Scarpiniti**, D. Vigliano, R. Parisi and A. Uncini, "Flexible Blind Signal Separation in the Complex Domain", in *Complex-Valued Neural Networks: Utilizing High-Dimensional** **Parameters*, (T. Nitta, Ed.), ISBN: 978-1-60566-214-5, pp. 284-323, IGI Global, February 2009.

[B2] **M. Scarpiniti**, D. Vigliano, R. Parisi and A. Uncini, "A Flexible Natural Gradient Approach to Blind Separation of Complex Signals", in *New Directions in Neural Networks*, (B. Apolloni, S. Bassis and M. Marinaro, Eds.), ISBN: 978-1-58603-984-4, pp. 89-98, IOS Press, March 2009.

[B3] **M. Scarpiniti**, A. Picaro, R. Parisi and A. Uncini, "A Partitioned Frequency Block Algorithm for Blind Separation in Reverberant Environments", in *Neural Nets WIRN09*, (B. Apolloni, S. Bassis and F.C. Morabito, Eds.), ISBN: 978-1-60750-072-8, pp. 81-90, IOS Press, December 2009.

[B4] **M. Scarpiniti**, F. Di Palma, R. Parisi and A. Uncini, "A Geometrically Constrained ICA Algorithm for Blind Separation in Convolutive Environments", in *Neural Nets WIRN10*, (B. Apolloni, S. Bassis, A. Esposito and F.C. Morabito, Eds.), ISBN: 978-1-60750-691-1, pp. 79-88, IOS Press, February 2011.

[B5] **M. Scarpiniti**, G. Bunkheila, R. Parisi and A. Uncini, "A Pre-filtering and Post-filtering Approach to Blind Source Separation", in *Neural Nets WIRN10*, (B. Apolloni, S. Bassis, A. Esposito and F.C. Morabito, Eds.), ISBN: 978-1-60750-691-1, pp. 89-98, IOS Press, February 2011.

[B6] **M. Scarpiniti**, D. Comminiello, R. Parisi and A. Uncini, "A Collaborative Approach to Time-Series Prediction", in *Neural Nets WIRN11*, (B. Apolloni, S. Bassis, A. Esposito and F.C. Morabito, Eds.), ISBN: 978-1-60750-971-4, pp. 178-185, IOS Press, December 2011.

[B7] S. Scardapane, D. Comminiello, **M. Scarpiniti**, R. Parisi and A. Uncini, "PM10 Forecasting Using Kernel Adaptive Filtering: an Italian Case Study", in *Neural Nets and Surroundings*, (B. Apolloni, S. Bassis, A. Esposito and F.C. Morabito, Eds.), ISBN: 978-3-642-35466-3, pp. 93-100, Springer, January 2013.

[B8] **M. Scarpiniti**, D. Comminiello, R. Parisi and A. Uncini, "A Collaborative Filter Approach to Adaptive Noise Cancellation", in *Neural Nets and Surroundings*, (B. Apolloni, S. Bassis, A. Esposito and F.C. Morabito, Eds.), ISBN: 978-3-642-35466-3, pp. 101-109, Springer, January 2013.

[B9] S. Scardapane, D. Comminiello, **M. Scarpiniti** and A. Uncini, "A Preliminary Study on Transductive Extreme Learning Machines", in *Recent Advances of Neural Network Models and** **Applications*, (S. Bassis, A. Esposito and F.C. Morabito, Eds.), ISBN: 978-3-319-04128-5, pp. 25-32, Springer, January 2014.

[B10] **M. Scarpiniti**, D. Comminiello, S. Scardapane, R. Parisi and A. Uncini, "Proportionate Algorithms for Blind Source Separation", in *Recent Advances of Neural Network Models and Applications*, (S. Bassis, A. Esposito and F.C. Morabito, Eds.), ISBN: 978-3-319-04128-5, pp. 99-106, Springer, January 2014.

[B11] S. Scardapane, D. Comminiello, **M. Scarpiniti** and A. Uncini, "Significance-Based Pruning for Reservoir's Neurons in Echo State Networks", in *Advances in Neural Networks: Computational and** **Theoretical Issues*, (S. Bassis, A. Esposito and F.C. Morabito, Eds.), ISBN: 978-3-319-18163-9, pp. 31-38, Springer, July 2015.

[B12] D. Comminiello, S. Scardapane, **M. Scarpiniti**, R. Parisi, and A. Uncini, "Online Selection of Functional Links for Nonlinear System Identification", in *Advances** **in Neural Networks: Computational and Theoretical Issues*, (S. Bassis, A. Esposito and F.C. Morabito, Eds.), ISBN: 978-3-319-18163-9, pp. 39-47, Springer, July 2015.

[B13] R. Parisi, D. Comminiello, **M. Scarpiniti** and A. Uncini, "Integration of Audio and Video Clues for Source Localization by a Robotic Head", in *Advances in Neural Networks: Computational and Theoretical Issues*, (S. Bassis, A. Esposito and F.C. Morabito, Eds.), ISBN: 978-3-319-18163-9, pp. 149-157, Springer, July 2015.

[B14] D. Comminiello, **M. Scarpiniti**, S. Scardapane, R. Parisi, and A. Uncini, "A Nonlinear Acoustic Echo Canceller with Improved Tracking Capabilities", in *Recent Advances in** **Nonlinear Speech Processing*, (A. Esposito, M. Faundez-Zanuy, A. M. Esposito, G. Cordasco, T. Drugman, J. Solé-Casals and F. C. Morabito, Eds.), ISBN: 978-3-319-28107-0, pp. 235-243, Springer, February 2016.

[B15] F. Ortolani, D. Comminiello, **M. Scarpiniti**, and A. Uncini, "Frequency-Domain Adaptive Filtering in Hypercomplex Systems", in *Advances in Neural Networks - Computational Intelligence for ICT*, (S. Bassis, A. Esposito, F. C. Morabito and E. Pasero, Eds.), ISBN: 978-3-319-33746-3, pp. 47-56, Springer, July 2016.

[B16] S. Scardapane, D. Comminiello, **M. Scarpiniti**, R. Parisi, and A. Uncini, "Benchmarking Functional Link Expansions for Audio Classification Tasks", in *Advances in Neural Networks - Computational Intelligence for ICT*, (S. Bassis, A. Esposito, F. C. Morabito and E. Pasero, Eds.), ISBN: 978-3-319-33746-3, pp. 133-141, Springer, July 2016.

[B17] **M. Scarpiniti**, S. Scardapane, D. Comminiello, R. Parisi and A. Uncini, "Effective Blind Source Separation Based on the Adam Algorithm", in *Multidisciplinary Approaches to Neural Computing*, (A. Esposito, M. Faundez-Zanuy, F. C. Morabito and E. Pasero, Eds.), ISBN: 978-3-319-56903-1, pp. 57-66, Springer, October 2017.

[B18] **M. Scarpiniti**, S. Scardapane, D. Comminiello, R. Parisi and A. Uncini, "Spline Adaptive Filters: Theory and Applications", in *Adaptive Learning Methods for Nonlinear System Modeling*, (D. Comminiello and J. Principe, Eds.), ISBN: 9780128129760, Butterworth-Heinemann, June 2018.

[B19] S. Scardapane, **M. Scarpiniti**, D. Comminiello and A. Uncini, "Learning Activation Functions from Data Using Cubic Spline Interpolation", in *Neural Advances in Processing Nonlinear Dynamic Signals*, (A. Esposito, M. Faundez-Zanuy, F. C. Morabito and E. Pasero, Eds.), ISBN: 978-3-319-95097-6, pp. 73-83, Springer, 2019.

[B20] D. Comminiello, **M. Scarpiniti**, S. Scardapane, R. Parisi and A. Uncini, "A Low-Complexity Linear-in-the-Parameters Nonlinear Filter for Distorted Speech Signals", in *Neural Advances in Processing Nonlinear Dynamic Signals*, (A. Esposito, M. Faundez-Zanuy, F. C. Morabito and E. Pasero, Eds.), ISBN: 978-3-319-95097-6, pp. 107-117, Springer, 2019.

[B21] F. Ortolani, D. Comminiello, **M. Scarpiniti** and A. Uncini, "On 4-Dimensional Hypercomplex Algebras inAdaptive Signal Processing", in *Neural Advances in Processing Nonlinear Dynamic Signals*, (A. Esposito, M. Faundez-Zanuy, F. C. Morabito and E. Pasero, Eds.), ISBN: 978-3-319-95097-6, pp. 131-140, Springer, 2019.

[B22] **M. Scarpiniti**, S. Scardapane, D. Comminiello, R. Parisi and A. Uncini, "Separation of Drum and Bass from Monaural Tracks", in *Neural Advances in Processing Nonlinear Dynamic Signals*, (A. Esposito, M. Faundez-Zanuy, F. C. Morabito and E. Pasero, Eds.), ISBN: 978-3-319-95097-6, pp. 141-151, Springer, 2019.

[B23] **M. Scarpiniti**, S. Scardapane, D. Comminiello and A. Uncini, "Music Genre Classification using Stacked Auto-Encoders", in *Neural Approaches to Dynamics of Signal Exchanges*, (A. Esposito, M. Faundez-Zanuy, F. C. Morabito and E. Pasero, Eds.), ISBN: 978-981-13-8949-8, pp. 11-19, Springer, 2020.

[B24] I. Spinelli, S. Scardapane, **M. Scarpiniti** and A. Uncini, "Efficient data augmentation using graph imputation neural networks", in *Progresses in Artificial Intelligence and Neural Systems*, (A. Esposito, M. Faundez-Zanuy, F. C. Morabito and E. Pasero, Eds.), ISBN: 978-981-15-5092-8, pp. 57-66, Springer 2021.

[B25] A. Maccagno, A. Mastropietro, U. Mazziotta, **M. Scarpiniti**, Y.-C. Lee and A. Uncini, "A CNN Approach for Audio Classification in Construction Sites", in *Progresses in Artificial Intelligence and Neural Systems*, (A. Esposito, M. Faundez-Zanuy, F. C. Morabito and E. Pasero, Eds.), ISBN: 978-981-15-5092-8, pp. 371-381, Springer 2021.

[B26] **M. Scarpiniti**, D. Comminiello, F. Muciaccia and A. Uncini, "Quaternion Widely Linear Forecasting of Air Quality", in *Progresses in Artificial Intelligence and Neural Systems*, (A. Esposito, M. Faundez-Zanuy, F. C. Morabito and E. Pasero, Eds.), ISBN: 978-981-15-5092-8, pp. 393-403, Springer 2021.

[B27] A. Falvo, D. Comminiello, S. Scardapane, **M. Scarpiniti** and A. Uncini, "A Multimodal Deep Network for the Reconstruction of T2W MR Images", in *Progresses in Artificial Intelligence and Neural Systems*, (A. Esposito, M. Faundez-Zanuy, F. C. Morabito and E. Pasero, Eds.), ISBN: 978-981-15-5092-8, pp. 423-431, Springer 2021.

## Articoli presentati a conferenze internazionali

[C1] D. Vigliano, **M. Scarpiniti**, R. Parisi and A. Uncini, "Flexible ICA Approach to the Nonlinear Blind Source Separation in the Complex Domain", *Proc. of European Signal Processing** **Conference (EUSIPCO'06)*, Florence, Italy, pp. 2261-2265, September 4-8, 2006.

[C2] D. Vigliano, **M. Scarpiniti**, R. Parisi and A. Uncini, "Flexible ICA in Complex and Nonlinear Environment by Mutual Information Minimization", *Proc. of IEEE International Workshop on** **Machine Learning for Signal Processing (MLSP'06)*, Maynooth, Ireland, pp. 59-64, September 6-8, 2006.

[C3] D. Vigliano, **M. Scarpiniti**, R. Parisi and A. Uncini, "A Flexible Blind Source Recovery in Complex Nonlinear Environment", *Proc. of International Symposium on Intelligent Control (Joint CCA/CACSD/ISIC'06)*, Munich, Germany, pp. 3059-3063, October 4-6, 2006.

[C4] **M. Scarpiniti**, D. Vigliano, R. Parisi and A. Uncini, "Generalized Flexible Splitting Function Outperforms Classical Approaches in Blind Signal Separation of Complex Environment", *Proc. of 15-th International Conference on Digital Signal Processing (DSP 2007)*, Cardiff, UK, pp. 215-218, July 1-4, 2007.

[C5] J. F. Borsani, C. W. Clark, B. Nani and **M. Scarpiniti**, "Fin whales avoid loud rhythmic low-frequency sounds in the Ligurian Sea", *Proc. of International Conference on the Effects of Noise on Aquatic Life*, Nyborg, Denmark, Vol. 17, No. 1-3, pp. 161-163, August 13-17, 2007.

[C6] M. Mecozzi, **M. Scarpiniti**, F. Moscato, M. Pietroletti and R. Di Mento, "Estimation of Pristane and Phytane for Assessing Biogenic and Petrogenic Contributions in the Analysis of Hydrocarbons from Marine Sediments by Gaschromatography", *Proc. of International Symposium on Green Chemistry for Environment and Health*, Munich, Germany, October 13-16, 2008.

[C7] G. Bunkheila, **M. Scarpiniti**, R. Parisi and A. uncini, "Stereo Acoustical Echo Cancellation Based on Common Poles", *Proc. of 16-th International Conference on Digital Signal Processing (DSP 2009)*, Santorini, Greece, pp. 1-6, July 5-7, 2009.

[C8] **M. Scarpiniti**, A. Picaro, R. Parisi and A. Uncini, "A Partitioned Frequency Domain Algorithm for Convolutive Blind Source Separation", *Proc. of IEEE International Workshop on Machine Learning for Signal Processing (MLSP'09)*, Grenoble, France, pp. 1-6, September 2-4, 2009.

[C9] R. Parisi, R. Russo, **M. Scarpiniti** and A. Uncini, "Performance of Acoustic Nonlinear Echo Cancellation in the Presence of Reverberation", in *Proc. of International Symposium on** **Frontiers of Research Speech and Music* *(FRSM2009)*, Gwalior, India, pp. 106-111, December 15-16, 2009.

[C10] D. Comminiello, **M. Scarpiniti**, R. Parisi and A. Uncini, "A Novel Affine Projection Algorithm for Superdirective Microphone Array Beamforming", in *Proc. of IEEE** **International Symposium on Circuits and Systems (ISCAS2010*), Paris, France, pp. 2127-2130, May 30 - June 2, 2010.

[C11] A. Cirillo, R. Parisi, **M. Scarpiniti** and A. Uncini, "Simplified Optimal Line Selection for Acoustic Localization in the Presence of Reverberation", in *Proc. of European Signal Processing Conference (EUSIPCO2010)*, Aalborg, Denmark, August 23-27, 2010.

[C12] D. Comminiello, **M. Scarpiniti**, R. Parisi and A. Uncini, "A Functional Link Based Nonlinear Echo Canceller Exploiting Sparsity", in *Proc. of International Workshop on Acoustic Echo and Noise Control (IWAENC2010)*, Tel Aviv, Israel, August 30 - September 2, 2010.

[C13] D. Comminiello, L. A. Azpicueta-Ruiz, **M. Scarpiniti**, A. Uncini and J. Arenas-García, "Functional Link Based Architectures for Nonlinear Acoustic Echo Cancellation", in *Proc. of Hands-free** **Speech Communication and Microphone Arrays (HSCMA2011)*, Edinburgh, UK, pp. 180-184, May 30 – June 1, 2011.

[C14] **M.**** ****Scarpiniti**, D. Comminiello, R. Parisi and A. Uncini, "Comparison of Hammerstein and Wiener Systems for Nonlinear Acoustic Echo Cancelers in Reverberant Environments", in *Proc. of 17th International Conference on Digital Signal Processing (DSP2011)*, Corfù, Greece, pp. 1-6, July 6-8, 2011.

[C15] D. Comminiello, **M. Scarpiniti**, R. Parisi, A. Cirillo, M. Falcone and A. Uncini, "Multi-stage Collaborative Microphone Array Beamforming in Presence of Nonstationary Interfering Signals", in *Proc. of International Workshop on Machine Listening in Multisource Environments (CHiME2011)*, Florence, Italy, pp. 64-67, 1st September, 2011.

[C16] F. Albu, D. Coltuc, D. Comminiello and **M. Scarpiniti**, "The Variable Step Size Regularized Block Exact Affine Projection Algorithm", in *Proc. of 10th International** **Symposium on Electronics and Telecommunications (ISETC2012)*, Timisoara, Romania, pp. 283-286, 15-16 November, 2012.

[C17] D. Comminiello, S. Scardapane, **M. Scarpiniti** and A. Uncini, "User-Driven Quality Enhancement for Audio Signal Processing", in *134-th AES Convention*, Rome, Italy, 4-7 May, 2013.

[C18] D. Comminiello, **M. Scarpiniti**, R. Parisi and A. Uncini, "Intelligent Acoustic Interfaces for Immersive Audio", in *134-th AES Convention*, Rome, Italy, 4-7 May, 2013.

[C19] R. Parisi, R. Russo, **M. Scarpiniti** and A. Uncini, "Localization of Audio Sources by Multiple Binaural Sensors", in *Proc. of 18th International Conference on Digital Signal Processing** **(DSP2013)*, Santorini, Greece, July 1-3, 2013.

[C20] D. Comminiello, S. Scardapane, **M. Scarpiniti** and A. Uncini, "Interactive Quality Enhancement in Acoustic Echo Cancellation", in *Proc. of 36th International Conference on Telecommunications and** **Signal Processing (TSP2013)*, Rome, Italy, pp. 488-492, July 2-4, 2013.

[C21] D. Comminiello, **M. Scarpiniti**, R. Parisi and A. Uncini, "Combined Adaptive Beamforming Techniques for Noise Reduction in Changing Environments", in *Proc. of 36th International Conference on** **Telecommunications and Signal Processing (TSP2013)*, Rome, Italy, pp. 690-694, July 2-4, 2013.

[C22] S. Scardapane, D. Comminiello, **M. Scarpiniti** and A. Uncini, "Music Classification Using Extreme Learning Machines", in *Proc. of 8-th International Symposium on Image and Signal Processing and** **Analysis (ISPA2013)*, Trieste, Italy, pp. 370-374, September 4-6, 2013.

[C23] D. Comminiello, S. Scardapane, **M. Scarpiniti**, R. Parisi and A. Uncini, "Convex Combination of MIMO Filters for Multichannel Acoustic Echo Cancellation", in *Proc. of 8-th International Symposium on Image and Signal** **Processing and Analysis (ISPA2013)*, Trieste, Italy, pp. 771-775, September 4-6, 2013.

[C24] D. Comminiello, S. Cecchi, M. Gasparini, **M. Scarpiniti**, A. Uncini and F. Piazza, "Advanced Intelligent Acoustic Interfaces for Multichannel Audio Reproduction", in *Proc. of 2014 International Joint Conference on Neural** **Networks (IJCNN2014)*, Beijing, China, pp. 3577-3584, July 6-11, 2014.

[C25] S. Scardapane, G. Nocco, D. Comminiello, **M. Scarpiniti** and A. Uncini, "An Effective Criterion for Pruning Reservoir’s Connections in Echo State Networks", in *Proc. of 2014** **International Joint Conference on Neural Networks (IJCNN2014)*, Beijing, China, pp. 1205-1212, July 6-11, 2014.

[C26] S. Scardapane, D. Comminiello, **M. Scarpiniti** and A. Uncini, "GP-Based Kernel Evolution for L2-Regularization Networks", in *Proc. of 2014 IEEE Congress on Evolutionary Computation (IEEE CEC 2014)*, Beijing, China, pp. 1674-1681, July 6-11, 2014.

[C27] **M. Scarpiniti** and F. Garzia, "Security Monitoring Based on Joint Automatic Speaker Recognition and Blind Source Separation", in *Proc. of 48-th International Carnahan Conference on Security Technology (ICCST2014)*, Rome, Italy, pp. 140-145, October 13-16, 2014.

[C28] D. Comminiello, S. Scardapane, **M. Scarpiniti**, R. Parisi and A. Uncini, "Functional Link Expansions for Nonlinear Modeling of Audio and Speech Signals", in *Proc. of 2015 International Joint Conference on Neural Networks (IJCNN2015)*, Killarney, Ireland, pp. 1-8, July 12-17, 2015.

[C29] L. Romoli, S. Cecchi, F. Piazza, D. Comminiello, **M. Scarpiniti** and A. Uncini, "An Interactive Optimization Procedure for Stereophonic Acoustic Echo Cancellation Systems", in *Proc. of 2015 International Joint Conference on Neural Networks (IJCNN2015)*, Killarney, Ireland, pp. 1-7, July 12-17, 2015.

[C30] D. Comminiello, **M. Scarpiniti**, L. A. Azpicueta-Ruiz, J. Arenas-García and A. Uncini, "A Nonlinear Architecture Involving a Combination of Proportionate Functional Link Adaptive Filters", in *Proc. of European** **Signal Processing conference (EUSIPCO2015)*, Nice, France, pp. 2919-2923, August 31 – September 4, 2015.

[C31] V. Patel, D. Comminiello, **M. Scarpiniti**, N. George and A. Uncini, "Design of Hybrid Nonlinear Spline Adaptive Filters for Active Noise Control", in *Proc. of 2016 International Joint Conference on Neural** **Networks (IJCNN2016)*, Vancouver, Canada, pp. 3420-3425, July 24-29, 2016.

[C32] S. Scardapane, **M. Scarpiniti**, D. Comminiello and A. Uncini, "Diffusion Spline Adaptive Filtering", in *Proc.** **of European Signal Processing Conference (EUSIPCO2016)*, Budapest, Hungary, pp. 1498-1502, August 29 – September 2, 2016.

[C33] D. Comminiello, **M. Scarpiniti**, L. A. Azpicueta-Ruiz, J. Arenas-García and A. Uncini, "A Block-Based Combined Scheme Exploiting Sparsity in Nonlinear Acoustic Echo Cancellation", in *Proc. of IEEE International Workshop on Machine Learning** **for Signal Processing (MLSP2016)*, Vietri sul Mare, Italy, pp. 1-6, September 13-16, 2016.

[C34] F. Ortolani, **M. Scarpiniti**, D. Comminiello and A. Uncini, "Advances in Hypercomplex Adaptive Filtering for 3D Audio Processing", in *Proc. of 2017 IEEE First Ukraine Conference on Electrical and Computer Engineering (UKRCON 2017)*, Kyiv, Ukraine, pp. 1125-1130, May 29 – 02 June, 2017.

[C35] D. Comminiello, **M. Scarpiniti**, L. A. Azpicueta-Ruiz, J. Arenas-García and A. Uncini, "Full Proportionate Functional Link Adaptive Filters for Nonlinear Acoustic Echo Cancellation", in *Proc. of European Signal Processing Conference (EUSIPCO2017)*, Kos island, Greece, pp. 1185-1189, August 28 – September 2, 2017.

[C36] F. Ortolani, **M. Scarpiniti**, D. Comminiello and A. Uncini, "On the Influence of Microphone Array Geometry on the Behavior of Hypercomplex Adaptive Filters", in *Proc. of 2017 IEEE Microwaves, Radar and Remote Sensing** **Symposium (MRRS 2017)*, Kiev, Ukraine, pp. 37-42, August 29-31, 2017.

[C37] T. Zhang, Y.-C. Lee, **M. Scarpiniti** and A. Uncini, "A Supervised Machine Learning-Based Sound Identification for Construction Activity Monitoring and Performance Evaluation", in *Proc. of 2018 Construction Research Congress (CRC 2018)*, New Orleans, Louisiana, USA, pp. 358-366, April 2-4, 2018.

[C38] D. Comminiello, **M. Scarpiniti**, S. Scardapane and A. Uncini, "Sparse Functional Link Adaptive Filter Using anℓ1-Norm Regularization", in *Proc. of 2018 IEEE International Symposium on Circuits and Systems (ISCAS 2018)*, Florence, Italy, pp. 1-5, May 27-30, 2018.

[C39] D. Comminiello, **M. Scarpiniti**, S. Scardapane, L. A. Azpicueta-Ruiz and A. Uncini, "Combined Sparse Regularizationfor Nonlinear Adaptive Filters", in *Proc. of European Signal Processing Conference (EUSIPCO2018)*, Rome, Italy, pp. 341-345, September 3-7, 2018.

[C40] D. Comminiello, **M. Scarpiniti**, R. Parisi and A. Uncini, "Frequency-domain Adaptive Filtering: from Real to Hypercomplex Signal Processing", in *Proc. of 2019 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP 2019)*, Brighton, UK, pp. 7745-7749, May 12-17, 2019.

[C41] **M. Scarpiniti**, D. Comminiello and A. Uncini, "Convex Combination of Spline Adaptive Filters", in *Proc. of European Signal Processing Conference (EUSIPCO2019)*, A Coruña, Spain, pp. 1-5, September 2-6, 2019.

[C42] A. Falvo, D. Comminiello, S. Scardapane, **M. Scarpiniti** and A. Uncini, "A Multimodal Dense U-Net for AcceleratingMultiple Sclerosis MRI", in *Proc. of* *IEEE International Workshop on Machine Learning for Signal Processing (MLSP2019),* Pittsburg, PA, USA, pp. , October 13-16, 2019.

[C43] S. Scardapane, D. Comminiello, **M. Scarpiniti**, E. Baccarelli and A. Uncini, "Differentiable Branching in DeepNetworks for Fast Inference", in *Proc. of 2020 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP 2020)*, Barcelona, Spain, pp. 4167-4171, May 4-8, 2020.

[C44] **M. Scarpiniti**, D. Comminiello, A. Uncini and Y.-C. Lee, "Deep recurrent neural networks for audio classification in construction sites", in *Proc. of the 28th European Signal Processing Conference (EUSIPCO 2020)*, Amsterdam, The Netherlands, pp. 810-814, 2020.

[C45] A. Falvo, D. Comminiello, S. Scardapane, **M. Scarpiniti** and A. Uncini, "A Wide Multimodal Dense U-Net for Fast Magnetic Resonance Imaging", in *Proc. of European Signal Processing Conference (EUSIPCO2020)*, Amsterdam, The Netherlands, pp. 1274-1278, 2020.

[C46] **M. Scarpiniti**, C. Mauri, D. Comminiello, A. Uncini and Y.-C. Lee, "CoVal-SGAN: A Complex-Valued Spectral GAN architecture for the effective audio data augmentation in construction sites", in *Proc. of 2022 International Joint Conference on Neural Networks (IJCNN 2022)*, Padova, Italy, pp. 1-8, July 18-23, 2022.

## Articoli presentati a conferenze nazionali

[N1] G. Bunkheila, A. Cirillo, **M. Scarpiniti**, R. Parisi and A. Uncini, "Interfacce Acustiche Intelligenti in Ambienti Confinati", *Proc. of AES** **Italian Section, Annual Meeting*, Parma, Italy, November 23-25, 2007.

[N2] M. Mecozzi, M. Pietroletti, **M. Scarpiniti**, R. Acquistucci, M. E. Conti, "Studio Spettroscopico dei Meccanismi di Formazione e Sviluppo Colore in Macroaggregati di Sostanza Organica Marina", *Giornata** **della Geochimica Ambientale (So.Ge.I.)*, Roma, Italia, 22 Novembre, 2010.

[N3] D. Comminiello, R. Parisi, **M. Scarpiniti**, A. Uncini, "Algoritmi per l'Inversione Acustica Multicanale in Ambienti Reali", *Atti del 38-esimo Convegno Nazionale AIA*, (A. Cocchi, G. Semprini, P. Guidorzi and L. Barbaresi, Eds.), ISBN: 978-88-88942-34-6, Rimini, Italia, 8-10 Giugno, *Alma Mater Studiorum* 2011.

[N4] D. Comminiello, **M. Scarpiniti**, A. Cirillo, R. Parisi, M. Falcone, A. Uncini, "Un'interfaccia acustica intelligente per comunicazioni immersive in ambienti non stazionari", in *“La voce nelle applicazioni”, Atti dell’VIII Convegno Nazionale dell'Associazione Italiana di Scienze della Voce (AISV2012)*, (A. Paoloni and M. Falcone, Eds.), ISBN: 978-88-7870-7740, pp. 237-252, Roma, Italia, 25-27 Gennaio, *Bulzoni Editore* 2012.

## Monografie

[L1] **M. Scarpiniti**, "Flexible Methods for Blind Separation of Complex Signals", *Tesi di Dottorato*, pp. 1-246, Università degli Studi di Roma “La Sapienza”, Roma, Italia, Aprile 2009.

[L2] R. Besson, S. Cavallini, G. Orlandi, M. Panella, F. Piazza, **M. Scarpiniti**, "Il Sistema Radiocinetelevisivo e le Competenze Territoriali", pp. 1-212, ISBN: 88-904639-0-2, *Editoriale Blu S.r.l.*, Roma, Italia, Dicembre 2009.

[L3] **M. Scarpiniti**, Laboratorio di Programmazione: MATLAB per l'Ingegnere dell'Informazione, *Versione 1.**8*, pp. 1-722, ISBN: 979-8689225487, Self-published, Amazon KDP, Settembre 2020.

[L4] **M. Scarpiniti**, MATLAB per l'Audio, *Versione 1.4*, pp. 1-466, ISBN: 979-8709410411, Self-published, Amazon KDP, Febbraio 2021.

[L5] **M. Scarpiniti** e A. Salini, Introduzione all'audio real-time: Basi teoriche e prime applicazioni, *Edizione 2021*, pp. 1-358, ISBN: 979-8516660337, Self-published, Amazon KDP, Giugno 2021.