Danilo Comminiello

2.8k total citations · 1 hit paper
100 papers, 1.8k citations indexed

About

Danilo Comminiello is a scholar working on Signal Processing, Computational Mechanics and Computer Vision and Pattern Recognition. According to data from OpenAlex, Danilo Comminiello has authored 100 papers receiving a total of 1.8k indexed citations (citations by other indexed papers that have themselves been cited), including 59 papers in Signal Processing, 47 papers in Computational Mechanics and 32 papers in Computer Vision and Pattern Recognition. Recurrent topics in Danilo Comminiello's work include Advanced Adaptive Filtering Techniques (45 papers), Speech and Audio Processing (44 papers) and Music and Audio Processing (19 papers). Danilo Comminiello is often cited by papers focused on Advanced Adaptive Filtering Techniques (45 papers), Speech and Audio Processing (44 papers) and Music and Audio Processing (19 papers). Danilo Comminiello collaborates with scholars based in Italy, Spain and United Kingdom. Danilo Comminiello's co-authors include Aurelio Uncini, Michele Scarpiniti, Simone Scardapane, Raffaele Parisi, Amir Hussain, Eleonora Grassucci, Luis A. Azpicueta-Ruiz, Jerónimo Arenas‐García, C. Marinoni and Gaetano Scarano and has published in prestigious journals such as IEEE Transactions on Signal Processing, IEEE Communications Magazine and Information Sciences.

In The Last Decade

Danilo Comminiello

94 papers receiving 1.8k citations

Hit Papers

Group sparse regularization for deep neural networks 2017 2026 2020 2023 2017 50 100 150 200 250
What are hit papers?

Hit papers significantly outperform the citation benchmark for their cohort. A paper qualifies if it has ≥500 total citations, achieves ≥1.5× the top-1% citation threshold for papers in the same subfield and year (this is the minimum needed to enter the top 1%, not the average within it), or reaches the top citation threshold in at least one of its specific research topics.

  1. Group sparse regularization for deep neural networks
    2017 274 citations Simone Scardapane, Danilo Comminiello et al. profile →

Peers — A (Enhanced Table)

Peers by citation overlap · career bar shows stage (early→late) cites · hero ref

Name h Career Trend Papers Cites
Danilo Comminiello Italy 21 877 827 611 487 319 100 1.8k
Puskal P. Pokharel United States 10 1.4k 1.6× 1.3k 1.6× 688 1.1× 541 1.1× 308 1.0× 16 2.4k
Hon Keung Kwan Canada 22 598 0.7× 842 1.0× 435 0.7× 567 1.2× 282 0.9× 241 1.9k
Felix Albu Romania 25 1.2k 1.4× 1.2k 1.4× 201 0.3× 312 0.6× 204 0.6× 124 1.9k
Franz Pernkopf Austria 24 324 0.4× 794 1.0× 735 1.2× 427 0.9× 113 0.4× 165 2.0k
J.C.M. Bermudez Brazil 25 1.7k 1.9× 1.5k 1.8× 260 0.4× 503 1.0× 361 1.1× 160 2.4k
Constantin Paleologu Romania 25 1.8k 2.1× 1.7k 2.0× 147 0.2× 250 0.5× 400 1.3× 156 2.3k
Rui Seara Brazil 17 687 0.8× 613 0.7× 114 0.2× 336 0.7× 293 0.9× 134 1.3k
R.H. Kwong Canada 20 687 0.8× 650 0.8× 244 0.4× 241 0.5× 630 2.0× 77 2.4k
Zhaoshui He China 21 261 0.3× 276 0.3× 337 0.6× 450 0.9× 103 0.3× 98 1.3k
Tokunbo Ogunfunmi United States 18 412 0.5× 577 0.7× 192 0.3× 344 0.7× 162 0.5× 140 1.3k

Countries citing papers authored by Danilo Comminiello

Since Specialization
Citations

This map shows the geographic impact of Danilo Comminiello's research. It shows the number of citations coming from papers published by authors working in each country. You can also color the map by specialization and compare the number of citations received by Danilo Comminiello with the expected number of citations based on a country's size and research output (numbers larger than one mean the country cites Danilo Comminiello more than expected).

Fields of papers citing papers by Danilo Comminiello

Since Specialization
Physical SciencesHealth SciencesLife SciencesSocial Sciences

This network shows the impact of papers produced by Danilo Comminiello. Nodes represent research fields, and links connect fields that are likely to share authors. Colored nodes show fields that tend to cite the papers produced by Danilo Comminiello. The network helps show where Danilo Comminiello may publish in the future.

Co-authorship network of co-authors of Danilo Comminiello

This figure shows the co-authorship network connecting the top 25 collaborators of Danilo Comminiello. A scholar is included among the top collaborators of Danilo Comminiello based on the total number of citations received by their joint publications. Widths of edges represent the number of papers authors have co-authored together. Node borders signify the number of papers an author published with Danilo Comminiello. Danilo Comminiello is excluded from the visualization to improve readability, since they are connected to all nodes in the network.

All Works

20 of 20 papers shown
1.
2.
Cuomo, Francesca, et al.. (2025). Machine learning for smart water distribution systems: exploring applications, challenges and future perspectives. Artificial Intelligence Review. 58(4). 4 indexed citations
3.
Panella, Massimo, et al.. (2025). Guess What I Think: Streamlined EEG-to-Image Generation with Latent Diffusion Models. IRIS Research product catalog (Sapienza University of Rome). 1–5. 2 indexed citations
4.
Grassucci, Eleonora, et al.. (2025). Lightweight Diffusion Models for Resource-Constrained Semantic Communication. IEEE Wireless Communications Letters. 14(9). 2743–2747. 1 indexed citations
5.
Grassucci, Eleonora, C. Marinoni, M. Andrea Rodríguez, & Danilo Comminiello. (2024). Diffusion Models for Audio Semantic Communication. IRIS Research product catalog (Sapienza University of Rome). 13136–13140. 26 indexed citations
6.
Wani, Taiba Majid, Syed Asif Ahmad Qadri, Danilo Comminiello, & Irene Amerini. (2024). Detecting Audio Deepfakes: Integrating CNN and BiLSTM with Multi-Feature Concatenation. IRIS Research product catalog (Sapienza University of Rome). 271–276. 4 indexed citations
7.
Comminiello, Danilo, Eleonora Grassucci, Danilo P. Mandic, & Aurelio Uncini. (2024). Demystifying the Hypercomplex: Inductive biases in hypercomplex deep learning. IEEE Signal Processing Magazine. 41(3). 59–71. 4 indexed citations
8.
Grassucci, Eleonora, et al.. (2024). Attention-map augmentation for hypercomplex breast cancer classification. Pattern Recognition Letters. 182. 140–146. 12 indexed citations
9.
Scarpiniti, Michele, et al.. (2024). Spline Adaptive Exponential Functional Link Filter for Nonlinear Acoustic Echo Cancellation. 216–220. 1 indexed citations
10.
Uncini, Aurelio, et al.. (2024). Hierarchical Hypercomplex Network for Multimodal Emotion Recognition. IRIS Research product catalog (Sapienza University of Rome). 1–6. 4 indexed citations
11.
Grassucci, Eleonora, et al.. (2024). Language-Oriented Semantic Latent Representation for Image Transmission. IRIS Research product catalog (Sapienza University of Rome). 1–6. 13 indexed citations
12.
Grassucci, Eleonora, et al.. (2023). Dual Quaternion Rotational and Translational Equivariance in 3D Rigid Motion Modelling. IRIS Research product catalog (Sapienza University of Rome). 1–6. 4 indexed citations
13.
Comminiello, Danilo, et al.. (2022). A New Class of Efficient Adaptive Filters for Online Nonlinear Modeling. IEEE Transactions on Systems Man and Cybernetics Systems. 53(3). 1384–1396. 10 indexed citations
14.
Grassucci, Eleonora, Danilo Comminiello, & Aurelio Uncini. (2021). A quaternion-valued variational autoencoder. IRIS Research product catalog (Sapienza University of Rome). 17 indexed citations
15.
Scardapane, Simone, Michele Scarpiniti, Danilo Comminiello, & Aurelio Uncini. (2016). Diffusion spline adaptive filtering. IRIS Research product catalog (Sapienza University of Rome). 1498–1502. 25 indexed citations
16.
Patel, Vinal, Danilo Comminiello, Michele Scarpiniti, Nithin V. George, & Aurelio Uncini. (2016). Design of hybrid nonlinear spline adaptive filters for active noise control. IRIS Research product catalog (Sapienza University of Rome). assp 33. 3420–3425. 9 indexed citations
17.
Romoli, Laura, Stefania Cecchi, Danilo Comminiello, Francesco Piazza, & Aurelio Uncini. (2014). Novel decorrelation approach for an advanced multichannel acoustic echo cancellation system. IRIS Research product catalog (Sapienza University of Rome). 651–655. 5 indexed citations
18.
Comminiello, Danilo, Michele Scarpiniti, Raffaele Parisi, & Aurelio Uncini. (2013). Intelligent acoustic interfaces for immersive audio. Journal of the Audio Engineering Society. 8 indexed citations
19.
Comminiello, Danilo, Simone Scardapane, Michele Scarpiniti, & Aurelio Uncini. (2013). User-driven quality enhancement for audio signal processing. Journal of the Audio Engineering Society. 608–615. 4 indexed citations
20.
Comminiello, Danilo, Michele Scarpiniti, Raffaele Parisi, & Aurelio Uncini. (2013). Combined adaptive beamforming schemes for nonstationary interfering noise reduction. Signal Processing. 93(12). 3306–3318. 20 indexed citations

Rankless uses publication and citation data sourced from OpenAlex, an open and comprehensive bibliographic database. While OpenAlex provides broad and valuable coverage of the global research landscape, it—like all bibliographic datasets—has inherent limitations. These include incomplete records, variations in author disambiguation, differences in journal indexing, and delays in data updates. As a result, some metrics and network relationships displayed in Rankless may not fully capture the entirety of a scholar's output or impact.

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