We present the first work to our knowledge on automatic age identification for Italian texts. For this work we built a dataset consisting of more than 2.400.000 posts extracted from publicly available forums and containing authorship attribution metadata, such as age and gender. We developed an age classifier and performed a set of experiments with the aim of evaluating the possibility of assigning the correct age of an user and which information is useful to tackle this task: lexical or linguistic information spanning across different levels of linguistic descriptions. The performed experiments show the importance of lexical information in age classification, but also that exists writing style that relates to the age of an user.
Quanti anni hai? Age identification for Italian
Cimino A;Dell'Orletta F
2019
Abstract
We present the first work to our knowledge on automatic age identification for Italian texts. For this work we built a dataset consisting of more than 2.400.000 posts extracted from publicly available forums and containing authorship attribution metadata, such as age and gender. We developed an age classifier and performed a set of experiments with the aim of evaluating the possibility of assigning the correct age of an user and which information is useful to tackle this task: lexical or linguistic information spanning across different levels of linguistic descriptions. The performed experiments show the importance of lexical information in age classification, but also that exists writing style that relates to the age of an user.| Campo DC | Valore | Lingua |
|---|---|---|
| dc.authority.anceserie | CEUR WORKSHOP PROCEEDINGS | - |
| dc.authority.anceserie | CEUR Workshop Proceedings | - |
| dc.authority.people | Maslennikova A | it |
| dc.authority.people | Labruna P | it |
| dc.authority.people | Cimino A | it |
| dc.authority.people | Dell'Orletta F | it |
| 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.date.accessioned | 2024/02/20 02:59:59 | - |
| dc.date.available | 2024/02/20 02:59:59 | - |
| dc.date.issued | 2019 | - |
| dc.description.abstracteng | We present the first work to our knowledge on automatic age identification for Italian texts. For this work we built a dataset consisting of more than 2.400.000 posts extracted from publicly available forums and containing authorship attribution metadata, such as age and gender. We developed an age classifier and performed a set of experiments with the aim of evaluating the possibility of assigning the correct age of an user and which information is useful to tackle this task: lexical or linguistic information spanning across different levels of linguistic descriptions. The performed experiments show the importance of lexical information in age classification, but also that exists writing style that relates to the age of an user. | - |
| dc.description.affiliations | Università di Pisa, Università di Pisa, Italy; Istituto di Linguistica Computazionale "Antonio Zampolli" (ILC-CNR), Pisa, Italy | - |
| dc.description.allpeople | Maslennikova, A; Labruna, P; Cimino, A; Dell'Orletta, F | - |
| dc.description.allpeopleoriginal | Maslennikova A.; Labruna P.; Cimino A.; Dell'Orletta F. | - |
| dc.description.fulltext | none | en |
| dc.description.numberofauthors | 4 | - |
| dc.identifier.isbn | 9791280136008 | - |
| dc.identifier.scopus | 2-s2.0-85074841934 | - |
| dc.identifier.uri | https://hdl.handle.net/20.500.14243/390425 | - |
| dc.identifier.url | http://www.scopus.com/record/display.url?eid=2-s2.0-85074841934&origin=inward | - |
| dc.language.iso | eng | - |
| dc.relation.conferencedate | 13-15/11/2019 | - |
| dc.relation.conferencename | 6th Italian Conference on Computational Linguistics (CLiC-it) | - |
| dc.relation.conferenceplace | Bari | - |
| dc.relation.volume | 2481 | - |
| dc.subject.keywords | authorship profiling | - |
| dc.subject.singlekeyword | authorship profiling | * |
| dc.title | Quanti anni hai? Age identification for Italian | 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.miur | 273 | - |
| dc.type.referee | Sì, ma tipo non specificato | - |
| dc.ugov.descaux1 | 434841 | - |
| iris.orcid.lastModifiedDate | 2024/04/04 13:30:13 | * |
| iris.orcid.lastModifiedMillisecond | 1712230213718 | * |
| iris.scopus.extIssued | 2019 | - |
| iris.scopus.extTitle | Quanti anni hai? Age identification for Italian | - |
| iris.sitodocente.maxattempts | 2 | - |
| scopus.authority.anceserie | CEUR WORKSHOP PROCEEDINGS###1613-0073 | * |
| scopus.category | 1700 | * |
| scopus.contributor.affiliation | Università di Pisa | - |
| scopus.contributor.affiliation | Università di Pisa | - |
| scopus.contributor.affiliation | ItaliaNLP Lab | - |
| scopus.contributor.affiliation | ItaliaNLP Lab | - |
| scopus.contributor.afid | 60028868 | - |
| scopus.contributor.afid | 60028868 | - |
| scopus.contributor.afid | 60008941 | - |
| scopus.contributor.afid | 60008941 | - |
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| scopus.contributor.auid | 57540567000 | - |
| 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 | 114087935 | - |
| scopus.contributor.dptid | 114087935 | - |
| scopus.contributor.name | Aleksandra | - |
| scopus.contributor.name | Paolo | - |
| scopus.contributor.name | Andrea | - |
| scopus.contributor.name | Felice | - |
| scopus.contributor.subaffiliation | - | |
| scopus.contributor.subaffiliation | - | |
| scopus.contributor.subaffiliation | Istituto di Linguistica Computazionale “Antonio Zampolli” (ILC–CNR); | - |
| scopus.contributor.subaffiliation | Istituto di Linguistica Computazionale “Antonio Zampolli” (ILC–CNR); | - |
| scopus.contributor.surname | Maslennikova | - |
| scopus.contributor.surname | Labruna | - |
| scopus.contributor.surname | Cimino | - |
| scopus.contributor.surname | Dell’Orletta | - |
| scopus.date.issued | 2019 | * |
| scopus.description.abstracteng | We present the first work to our knowledge on automatic age identification for Italian texts. For this work we built a dataset consisting of more than 2.400.000 posts extracted from publicly available forums and containing authorship attribution metadata, such as age and gender. We developed an age classifier and performed a set of experiments with the aim of evaluating the possibility of assigning the correct age of an user and which information is useful to tackle this task: lexical or linguistic information spanning across different levels of linguistic descriptions. The performed experiments show the importance of lexical information in age classification, but also that exists writing style that relates to the age of an user. | * |
| scopus.description.allpeopleoriginal | Maslennikova A.; Labruna P.; Cimino A.; Dell'Orletta F. | * |
| scopus.differences | scopus.relation.conferencename | * |
| scopus.differences | scopus.authority.anceserie | * |
| scopus.differences | scopus.publisher.name | * |
| scopus.differences | scopus.relation.conferencedate | * |
| scopus.differences | scopus.relation.conferenceplace | * |
| scopus.document.type | cp | * |
| scopus.document.types | cp | * |
| scopus.funding.funders | 501100009888 - Regione Toscana; | * |
| scopus.identifier.pui | 629833173 | * |
| scopus.identifier.scopus | 2-s2.0-85074841934 | * |
| scopus.journal.sourceid | 21100218356 | * |
| scopus.language.iso | eng | * |
| scopus.publisher.name | CEUR-WS | * |
| scopus.relation.conferencedate | 2019 | * |
| scopus.relation.conferencename | 6th Italian Conference on Computational Linguistics, CLiC-it 2019 | * |
| scopus.relation.conferenceplace | ita | * |
| scopus.relation.volume | 2481 | * |
| scopus.title | Quanti anni hai? Age identification for Italian | * |
| scopus.titleeng | Quanti anni hai? Age identification for Italian | * |
| Appare nelle tipologie: | 04.01 Contributo in Atti di convegno | |
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