This research is inspired by the consideration that language represents a significant dimension of perception and description of the soundscape. A language is a strategic tool that can consistently describe the qualities of physical acoustic environments, introducing an efficient metric to describe the sound perception by people. In this paper, we explore the possibility of using sentiment analysis for extracting the emotional impact of noise from lists of adjectives that describe sounds.To address this, an investigation campaign was conducted to identify the Italian adjectives that best describe the noise sources associated with port and retro-port infrastructures. 402 Italian university students responded to a listening experiment. They were asked to associate adjectives with audios. The association of these adjectives with the sources of sound formed the basis for sentiment analysis. Psychoacoustic parameters were calculated following measurements and processed for each of the sounds administered to look for possible correlations between the different perceptual aspects. The first results show how industrial or traffic sounds are as expected associated with negative sentiment whereas natural sounds evoke positive emotions. The proposed sentiment analysis, in connection with the psychoacoustic investigations developed, provides a framework for future research in the investigation of sound perception.
A linguistic and psychoacoustic study for questionnaire analysis: first results
Ferretti Melissa;Chiarella Davide
;Cutugno Paola;Marconi Lucia;
2021
Abstract
This research is inspired by the consideration that language represents a significant dimension of perception and description of the soundscape. A language is a strategic tool that can consistently describe the qualities of physical acoustic environments, introducing an efficient metric to describe the sound perception by people. In this paper, we explore the possibility of using sentiment analysis for extracting the emotional impact of noise from lists of adjectives that describe sounds.To address this, an investigation campaign was conducted to identify the Italian adjectives that best describe the noise sources associated with port and retro-port infrastructures. 402 Italian university students responded to a listening experiment. They were asked to associate adjectives with audios. The association of these adjectives with the sources of sound formed the basis for sentiment analysis. Psychoacoustic parameters were calculated following measurements and processed for each of the sounds administered to look for possible correlations between the different perceptual aspects. The first results show how industrial or traffic sounds are as expected associated with negative sentiment whereas natural sounds evoke positive emotions. The proposed sentiment analysis, in connection with the psychoacoustic investigations developed, provides a framework for future research in the investigation of sound perception.| Campo DC | Valore | Lingua |
|---|---|---|
| dc.authority.orgunit | Istituto di Elettronica e di Ingegneria dell'Informazione e delle Telecomunicazioni - IEIIT | en |
| dc.authority.orgunit | Istituto di linguistica computazionale "Antonio Zampolli" - ILC | en |
| dc.authority.people | Ferretti Melissa | en |
| dc.authority.people | Chiarella Davide | en |
| dc.authority.people | Cutugno Paola | en |
| dc.authority.people | Marconi Lucia | en |
| dc.authority.people | Di Feo Gelsomina | en |
| dc.authority.people | Cerniglia Andrea | en |
| dc.authority.people | Magrini Anna | en |
| dc.collection.id.s | 71c7200a-7c5f-4e83-8d57-d3d2ba88f40d | * |
| dc.collection.name | 04.01 Contributo in Atti di convegno | * |
| dc.contributor.appartenenza | Istituto di linguistica computazionale "Antonio Zampolli" - ILC | * |
| dc.contributor.appartenenza.mi | 918 | * |
| dc.contributor.area | Non assegn | * |
| dc.contributor.area | Non assegn | * |
| dc.contributor.area | Non assegn | * |
| dc.date.accessioned | 2024/02/20 21:31:49 | - |
| dc.date.available | 2024/02/20 21:31:49 | - |
| dc.date.firstsubmission | 2025/01/20 15:05:59 | * |
| dc.date.issued | 2021 | - |
| dc.date.submission | 2025/02/25 15:28:46 | * |
| dc.description.abstracteng | This research is inspired by the consideration that language represents a significant dimension of perception and description of the soundscape. A language is a strategic tool that can consistently describe the qualities of physical acoustic environments, introducing an efficient metric to describe the sound perception by people. In this paper, we explore the possibility of using sentiment analysis for extracting the emotional impact of noise from lists of adjectives that describe sounds.To address this, an investigation campaign was conducted to identify the Italian adjectives that best describe the noise sources associated with port and retro-port infrastructures. 402 Italian university students responded to a listening experiment. They were asked to associate adjectives with audios. The association of these adjectives with the sources of sound formed the basis for sentiment analysis. Psychoacoustic parameters were calculated following measurements and processed for each of the sounds administered to look for possible correlations between the different perceptual aspects. The first results show how industrial or traffic sounds are as expected associated with negative sentiment whereas natural sounds evoke positive emotions. The proposed sentiment analysis, in connection with the psychoacoustic investigations developed, provides a framework for future research in the investigation of sound perception. | - |
| dc.description.affiliations | CNR-IEIIT, CNR-ILC, CNR-ILC, CNR-ILC,Accon Italia Srl,Accon Italia Srl,DICAr Università degli Studi di Pavia | - |
| dc.description.allpeople | Ferretti, Melissa; Chiarella, Davide; Cutugno, Paola; Marconi, Lucia; Di Feo, Gelsomina; Cerniglia, Andrea; Magrini, Anna | - |
| dc.description.allpeopleoriginal | Ferretti Melissa, Chiarella Davide, Cutugno Paola, Marconi Lucia, Di Feo Gelsomina, Cerniglia Andrea, Magrini Anna | en |
| dc.description.fulltext | partially_open | en |
| dc.description.numberofauthors | 7 | - |
| dc.identifier.isbn | 978-83-7880-799-5 | en |
| dc.identifier.scopus | 2-s2.0-85117436126 | en |
| dc.identifier.uri | https://hdl.handle.net/20.500.14243/395180 | - |
| dc.identifier.url | https://www.iiav.org/icsv27/ | en |
| dc.language.iso | eng | en |
| dc.publisher.country | USA | en |
| dc.publisher.name | Society of Acoustics | en |
| dc.relation.allauthors | Carletti E., Crocker M., Pawelczyk M., Tuma J. | en |
| dc.relation.conferencedate | 11-16/07/2021 | en |
| dc.relation.conferencename | 27th International Congress on Sound and Vibration (ICSV27) | en |
| dc.relation.conferenceplace | Praga - Online | en |
| dc.relation.firstpage | 1181 | en |
| dc.relation.ispartofbook | Proceedings of the 27th International Congress on Sound and Vibration | en |
| dc.relation.issue | 6 | en |
| dc.relation.lastpage | 1188 | en |
| dc.relation.medium | ELETTRONICO | en |
| dc.relation.numberofpages | 8 | en |
| dc.relation.volume | 1 | en |
| dc.subject.keywordseng | Sound perception | - |
| dc.subject.keywordseng | Sentiment Analysis | - |
| dc.subject.keywordseng | Psychoacoustics | - |
| dc.subject.keywordseng | Acoustics | - |
| dc.subject.keywordseng | Synesthesia | - |
| dc.subject.singlekeyword | Sound perception | * |
| dc.subject.singlekeyword | Sentiment Analysis | * |
| dc.subject.singlekeyword | Psychoacoustics | * |
| dc.subject.singlekeyword | Acoustics | * |
| dc.subject.singlekeyword | Synesthesia | * |
| dc.title | A linguistic and psychoacoustic study for questionnaire analysis: first results | en |
| dc.type.circulation | Internazionale | en |
| dc.type.driver | info:eu-repo/semantics/conferenceObject | - |
| dc.type.full | 04 Contributo in convegno::04.01 Contributo in Atti di convegno | it |
| dc.type.impactfactor | si | en |
| dc.type.miur | 273 | - |
| dc.type.referee | Esperti anonimi | en |
| dc.ugov.descaux1 | 456166 | - |
| iris.mediafilter.data | 2025/04/05 13:18:06 | * |
| iris.orcid.lastModifiedDate | 2025/02/25 15:50:28 | * |
| iris.orcid.lastModifiedMillisecond | 1740495028805 | * |
| iris.scopus.extIssued | 2021 | - |
| iris.scopus.extTitle | A linguistic and psychoacoustic study for questionnaire analysis: First results | - |
| iris.scopus.ideLinkStatusDate | 2024/05/30 16:49:51 | * |
| iris.scopus.ideLinkStatusMillisecond | 1717080591111 | * |
| iris.sitodocente.maxattempts | 7 | - |
| scopus.authority.anceserie | PROCEEDINGS OF THE ... INTERNATIONAL CONGRESS ON SOUND AND VIBRATION###2329-3675 | * |
| scopus.category | 3102 | * |
| scopus.contributor.affiliation | CNR-IEIIT | - |
| scopus.contributor.affiliation | CNR-ILC | - |
| scopus.contributor.affiliation | CNR-ILC | - |
| scopus.contributor.affiliation | CNR-ILC | - |
| scopus.contributor.affiliation | San Genesio ed Uniti (Pv) | - |
| scopus.contributor.affiliation | San Genesio ed Uniti (Pv) | - |
| scopus.contributor.affiliation | Università degli Studi di Pavia | - |
| scopus.contributor.afid | 60021199 | - |
| scopus.contributor.afid | 60021199 | - |
| scopus.contributor.afid | 60021199 | - |
| scopus.contributor.afid | 60021199 | - |
| scopus.contributor.afid | 119035506 | - |
| scopus.contributor.afid | 119035506 | - |
| scopus.contributor.afid | 60015197 | - |
| scopus.contributor.auid | 57203499432 | - |
| scopus.contributor.auid | 25930765400 | - |
| scopus.contributor.auid | 6505755173 | - |
| scopus.contributor.auid | 7003568498 | - |
| scopus.contributor.auid | 55329213300 | - |
| scopus.contributor.auid | 57202188183 | - |
| scopus.contributor.auid | 55327954300 | - |
| scopus.contributor.country | Italy | - |
| scopus.contributor.country | Italy | - |
| scopus.contributor.country | Italy | - |
| scopus.contributor.country | Italy | - |
| scopus.contributor.country | Italy | - |
| scopus.contributor.country | Italy | - |
| scopus.contributor.country | Italy | - |
| scopus.contributor.dptid | - | |
| scopus.contributor.dptid | - | |
| scopus.contributor.dptid | - | |
| scopus.contributor.dptid | - | |
| scopus.contributor.dptid | 129174928 | - |
| scopus.contributor.dptid | 129174928 | - |
| scopus.contributor.dptid | - | |
| scopus.contributor.name | Melissa | - |
| scopus.contributor.name | Davide | - |
| scopus.contributor.name | Paola | - |
| scopus.contributor.name | Lucia | - |
| scopus.contributor.name | Andrea | - |
| scopus.contributor.name | Gelsomina | - |
| scopus.contributor.name | Anna | - |
| scopus.contributor.subaffiliation | - | |
| scopus.contributor.subaffiliation | - | |
| scopus.contributor.subaffiliation | - | |
| scopus.contributor.subaffiliation | - | |
| scopus.contributor.subaffiliation | Accon Italia Srl; | - |
| scopus.contributor.subaffiliation | Accon Italia Srl; | - |
| scopus.contributor.subaffiliation | DICAr; | - |
| scopus.contributor.surname | Ferretti | - |
| scopus.contributor.surname | Chiarella | - |
| scopus.contributor.surname | Cutugno | - |
| scopus.contributor.surname | Marconi | - |
| scopus.contributor.surname | Cerniglia | - |
| scopus.contributor.surname | Di Feo | - |
| scopus.contributor.surname | Magrini | - |
| scopus.date.issued | 2021 | * |
| scopus.description.abstracteng | This research is inspired by the consideration that language represents a significant dimension of perception and description of the soundscape. A language is a strategic tool that can consistently describe the qualities of physical acoustic environments, introducing an efficient metric to describe the sound perception by people. In this paper, we explore the possibility of using sentiment analysis for extracting the emotional impact of noise from lists of adjectives that describe sounds. To address this, an investigation campaign was conducted to identify the Italian adjectives that best describe the noise sources associated with port and retro-port infrastructures. 402 Italian university students responded to a listening experiment. They were asked to associate adjectives with audios. The association of these adjectives with the sources of sound formed the basis for sentiment analysis. Psychoacoustic parameters were calculated following measurements and processed for each of the sounds administered to look for possible correlations between the different perceptual aspects. The first results show how industrial or traffic sounds are as expected associated with negative sentiment whereas natural sounds evoke positive emotions. The proposed sentiment analysis, in connection with the psychoacoustic investigations developed, provides a framework for future research in the investigation of sound perception. | * |
| scopus.description.allpeopleoriginal | Ferretti M.; Chiarella D.; Cutugno P.; Marconi L.; Cerniglia A.; Di Feo G.; Magrini A. | * |
| scopus.differences | scopus.relation.conferencename | * |
| scopus.differences | scopus.authority.anceserie | * |
| scopus.differences | scopus.publisher.name | * |
| scopus.differences | scopus.subject.keywords | * |
| scopus.differences | scopus.relation.conferencedate | * |
| scopus.differences | scopus.identifier.isbn | * |
| scopus.differences | scopus.description.allpeopleoriginal | * |
| scopus.differences | scopus.description.abstracteng | * |
| scopus.differences | scopus.title | * |
| scopus.document.type | cp | * |
| scopus.document.types | cp | * |
| scopus.identifier.isbn | 9788378807995 | * |
| scopus.identifier.pui | 636271184 | * |
| scopus.identifier.scopus | 2-s2.0-85117436126 | * |
| scopus.journal.sourceid | 21101134460 | * |
| scopus.language.iso | eng | * |
| scopus.publisher.name | Silesian University Press | * |
| scopus.relation.conferencedate | 2021 | * |
| scopus.relation.conferencename | 27th International Congress on Sound and Vibration, ICSV 2021 | * |
| scopus.subject.keywords | Acoustics; Psychoacoustics; Sentiment analysis; Sound perception; Synesthesia; | * |
| scopus.title | A linguistic and psychoacoustic study for questionnaire analysis: First results | * |
| scopus.titleeng | A linguistic and psychoacoustic study for questionnaire analysis: First results | * |
| Appare nelle tipologie: | 04.01 Contributo in Atti di convegno | |
| File | Dimensione | Formato | |
|---|---|---|---|
|
prod_456166-doc_176492.pdf
solo utenti autorizzati
Descrizione: Copyright © International Institute of Acoustics and Vibration (IIAV), 2021
Tipologia:
Versione Editoriale (PDF)
Licenza:
NON PUBBLICO - Accesso privato/ristretto
Dimensione
555.35 kB
Formato
Adobe PDF
|
555.35 kB | Adobe PDF | Visualizza/Apri Richiedi una copia |
|
ICSV27-060266webtoc.pdf
solo utenti autorizzati
Descrizione: Table of content Proc. ICSV27
Tipologia:
Versione Editoriale (PDF)
Licenza:
NON PUBBLICO - Accesso privato/ristretto
Dimensione
366.2 kB
Formato
Adobe PDF
|
366.2 kB | Adobe PDF | Visualizza/Apri Richiedi una copia |
|
[AAM] A LINGUISTIC AND PSYCHOACOUSTIC STUDY FOR QUESTIONNAIRE ANALYSIS.pdf
Open Access dal 01/08/2023
Descrizione: Versione AAM/post-print
Tipologia:
Documento in Post-print
Licenza:
Altro tipo di licenza
Dimensione
555.35 kB
Formato
Adobe PDF
|
555.35 kB | Adobe PDF | Visualizza/Apri |
I documenti in IRIS sono protetti da copyright e tutti i diritti sono riservati, salvo diversa indicazione.


