Giovanni Costantini

1.7k total citations
115 papers, 1.0k citations indexed

About

Giovanni Costantini is a scholar working on Signal Processing, Artificial Intelligence and Computer Vision and Pattern Recognition. According to data from OpenAlex, Giovanni Costantini has authored 115 papers receiving a total of 1.0k indexed citations (citations by other indexed papers that have themselves been cited), including 51 papers in Signal Processing, 44 papers in Artificial Intelligence and 36 papers in Computer Vision and Pattern Recognition. Recurrent topics in Giovanni Costantini's work include Music and Audio Processing (38 papers), Speech and Audio Processing (33 papers) and Music Technology and Sound Studies (25 papers). Giovanni Costantini is often cited by papers focused on Music and Audio Processing (38 papers), Speech and Audio Processing (33 papers) and Music Technology and Sound Studies (25 papers). Giovanni Costantini collaborates with scholars based in Italy, United States and United Kingdom. Giovanni Costantini's co-authors include Massimiliano Todisco, Giovanni Saggio, R. Perfetti, Francesco Asci, Antonio Suppa, Emilia Parada‐Cabaleiro, Elisa Ricci, Pietro Leo, Antonio Pisani and Björn W. Schuller and has published in prestigious journals such as PLoS ONE, Chemical Physics Letters and Expert Systems with Applications.

In The Last Decade

Giovanni Costantini

104 papers receiving 986 citations

Peers — A (Enhanced Table)

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

Name h Career Trend Papers Cites
Giovanni Costantini Italy 20 378 370 250 232 192 115 1.0k
Izhak Shafran United States 21 636 1.7× 1.0k 2.7× 185 0.7× 153 0.7× 211 1.1× 73 1.7k
Juan Camilo Vásquez-Correa Colombia 19 359 0.9× 461 1.2× 181 0.7× 646 2.8× 65 0.3× 68 1.2k
Zdeněk Smékal Czechia 19 179 0.5× 278 0.8× 131 0.5× 600 2.6× 264 1.4× 68 1.5k
Pedro Gómez‐Vilda Spain 18 720 1.9× 893 2.4× 314 1.3× 978 4.2× 84 0.4× 114 1.6k
Musa Peker Türkiye 12 274 0.7× 178 0.5× 79 0.3× 114 0.5× 146 0.8× 27 855
Mohammad Pooyan Iran 17 207 0.5× 186 0.5× 45 0.2× 112 0.5× 253 1.3× 59 924
Karthikeyan Umapathy Canada 17 239 0.6× 174 0.5× 38 0.2× 123 0.5× 84 0.4× 75 1.0k
Rajamanickam Yuvaraj Singapore 21 308 0.8× 177 0.5× 275 1.1× 131 0.6× 105 0.5× 48 1.8k
Carlos A. Reyes-García Mexico 17 323 0.9× 320 0.9× 71 0.3× 45 0.2× 40 0.2× 52 885
Jesús Villalba United States 20 968 2.6× 1.1k 3.0× 96 0.4× 210 0.9× 121 0.6× 92 1.4k

Countries citing papers authored by Giovanni Costantini

Since Specialization
Citations

This map shows the geographic impact of Giovanni Costantini'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 Giovanni Costantini with the expected number of citations based on a country's size and research output (numbers larger than one mean the country cites Giovanni Costantini more than expected).

Fields of papers citing papers by Giovanni Costantini

Since Specialization
Physical SciencesHealth SciencesLife SciencesSocial Sciences

This network shows the impact of papers produced by Giovanni Costantini. 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 Giovanni Costantini. The network helps show where Giovanni Costantini may publish in the future.

Co-authorship network of co-authors of Giovanni Costantini

This figure shows the co-authorship network connecting the top 25 collaborators of Giovanni Costantini. A scholar is included among the top collaborators of Giovanni Costantini 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 Giovanni Costantini. Giovanni Costantini 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.
Amato, Federica, et al.. (2024). Beyond breathalyzers: AI-powered speech analysis for alcohol intoxication detection. Expert Systems with Applications. 262. 125656–125656. 1 indexed citations
2.
Costantini, Giovanni, et al.. (2024). New Advances in Audio Signal Processing. Applied Sciences. 14(6). 2321–2321. 1 indexed citations
3.
Costantini, Giovanni, Pietro Leo, Federica Amato, et al.. (2023). Artificial Intelligence-Based Voice Assessment of Patients with Parkinson’s Disease Off and On Treatment: Machine vs. Deep-Learning Comparison. Sensors. 23(4). 2293–2293. 41 indexed citations
4.
Costantini, Giovanni, Carlo Robotti, Marco Benazzo, et al.. (2022). Deep learning and machine learning-based voice analysis for the detection of COVID-19: A proposal and comparison of architectures. Knowledge-Based Systems. 253. 109539–109539. 22 indexed citations
5.
Saggio, Giovanni, et al.. (2021). A Machine Learning-Based Voice Analysis for the Detection of Dysphagia Biomarkers. Cineca Institutional Research Information System (Tor Vergata University). 407–411. 7 indexed citations
6.
Giardino, Daniele, et al.. (2021). A new multilabel system for automatic music emotion recognition. Cineca Institutional Research Information System (Tor Vergata University). 1 indexed citations
7.
Lazzaro, Giulia Di, Mariachiara Ricci, Giovanni Saggio, et al.. (2021). Technology-based therapy-response and prognostic biomarkers in a prospective study of a de novo Parkinson’s disease cohort. npj Parkinson s Disease. 7(1). 82–82. 19 indexed citations
8.
9.
Costantini, Giovanni, Massimiliano Todisco, & R. Perfetti. (2013). NMF based dictionary learning for automatic transcription of polyphonic piano music. Cineca Institutional Research Information System (Tor Vergata University). 9(3). 148–157. 1 indexed citations
10.
Costantini, Giovanni, et al.. (2013). Quantifying the Value of Subjective and Objective Speech Intelligibility Assessment in Forensic Applications. Cineca Institutional Research Information System (Tor Vergata University). 12(11). 561–572.
11.
Saggio, Giovanni, Giovanni Costantini, & Massimiliano Todisco. (2011). Cumulative and Ratio Time Evaluations in Keystroke Dynamics To Improve the Password Security Mechanism. Cineca Institutional Research Information System (Tor Vergata University). 2(1). 2–11. 4 indexed citations
12.
Costantini, Giovanni, Massimiliano Todisco, & Giovanni Saggio. (2010). Automatic music transcription based on non-negative matrix factorization. Cineca Institutional Research Information System (Tor Vergata University). 1. 288–291. 3 indexed citations
13.
Costantini, Giovanni, Massimiliano Todisco, & Giovanni Saggio. (2010). Musical onset detection by means of non-negative matrix factorization. Cineca Institutional Research Information System (Tor Vergata University). 1. 206–209. 1 indexed citations
14.
Costantini, Giovanni, Massimiliano Todisco, & Giovanni Saggio. (2010). A new method for musical onset detection in polyphonic piano music. Cineca Institutional Research Information System (Tor Vergata University). 2. 545–548. 2 indexed citations
15.
Perfetti, R., et al.. (2008). A CNN based algorithm for retinal vessel segmentation. International Conference on Circuits. 152–157. 1 indexed citations
16.
Costantini, Giovanni, et al.. (2006). Automatic recognition of piano music compositional styles. Cineca Institutional Research Information System (Tor Vergata University). 791–794. 1 indexed citations
17.
Costantini, Giovanni, et al.. (2005). CNN based unsupervised pattern classification for linearly and non linearly separable data sets. Cineca Institutional Research Information System (Tor Vergata University). 4(5). 448–452. 2 indexed citations
18.
Costantini, Giovanni, et al.. (2004). Multilayer Spline Neural Networks for Speech Denoising in Frequency Domain. Cineca Institutional Research Information System (Tor Vergata University). 3(2). 569–572. 1 indexed citations
19.
Costantini, Giovanni, et al.. (2004). Recognition of musical chord notes. Cineca Institutional Research Information System (Tor Vergata University). 1(1). 17–20.
20.
Costantini, Giovanni, et al.. (2004). Speech noise reduction using adaptive spline neural networks. Cineca Institutional Research Information System (Tor Vergata University). 3. 155–158. 1 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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