Vote/veto meta-classifier for authorship identification notebook for PAN at CLEF 2011

Roman Kern; Christin Seifert; Mario Zechner; Michael Granitzer

Vote/veto meta-classifier for authorship identification notebook for PAN at CLEF 2011

Roman Kern, Christin Seifert, Mario Zechner, Michael Granitzer

Research output: Chapter in Book/Report/Conference proceeding › Chapter › Academic › peer-review

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Abstract

For the PAN 2011 authorship identification challenge we have devel- oped a system based on a meta-classifier which selectively uses the results of multiple base classifiers. In addition we also performed feature engineering based on the given domain of e-mails. We present our system as well as results on the evaluation dataset. Our system performed second and third best in the authorship attribution task on the large data sets, and ranked middle for the small data set in the attribution task and in the verification task.

Original language	English
Title of host publication	CLEF 2011
Subtitle of host publication	CLEF2011 Working Notes
Editors	Vivien Petras, Pamela Forner, Paul Clough, Nicola Ferro
Publisher	CEUR
Number of pages	10
ISBN (Print)	978-88-904810-1-7
Publication status	Published - 2011
Event	CLEF (Cross-Language Evaluation Forum) Conference on Multilingual and Multimodal Information Access Evaluation 2011 - Amsterdam, Netherlands Duration: 19 Sep 2011 → 22 Sep 2011 http://clef2011.clef-initiative.eu/

Publication series

Name	CEUR Workshop Proceedings
Publisher	CEUR-WS.org
Volume	1177
ISSN (Print)	1613-0073

Conference

Conference	CLEF (Cross-Language Evaluation Forum) Conference on Multilingual and Multimodal Information Access Evaluation 2011
Abbreviated title	CLEF
Country	Netherlands
City	Amsterdam
Period	19/09/11 → 22/09/11
Internet address	http://clef2011.clef-initiative.eu/

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http://ceur-ws.org/Vol-1177/

Cite this

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title = "Vote/veto meta-classifier for authorship identification notebook for PAN at CLEF 2011",

abstract = "For the PAN 2011 authorship identification challenge we have devel- oped a system based on a meta-classifier which selectively uses the results of multiple base classifiers. In addition we also performed feature engineering based on the given domain of e-mails. We present our system as well as results on the evaluation dataset. Our system performed second and third best in the authorship attribution task on the large data sets, and ranked middle for the small data set in the attribution task and in the verification task.",

author = "Roman Kern and Christin Seifert and Mario Zechner and Michael Granitzer",

year = "2011",

language = "English",

isbn = "978-88-904810-1-7",

series = "CEUR Workshop Proceedings",

publisher = "CEUR",

editor = "Vivien Petras and Pamela Forner and Paul Clough and Nicola Ferro",

booktitle = "CLEF 2011",

note = "CLEF (Cross-Language Evaluation Forum) Conference on Multilingual and Multimodal Information Access Evaluation 2011, CLEF ; Conference date: 19-09-2011 Through 22-09-2011",

url = "http://clef2011.clef-initiative.eu/",

}

Kern, R, Seifert, C, Zechner, M & Granitzer, M 2011, Vote/veto meta-classifier for authorship identification notebook for PAN at CLEF 2011. in V Petras, P Forner, P Clough & N Ferro (eds), CLEF 2011: CLEF2011 Working Notes. CEUR Workshop Proceedings, vol. 1177, CEUR, CLEF (Cross-Language Evaluation Forum) Conference on Multilingual and Multimodal Information Access Evaluation 2011, Amsterdam, Netherlands, 19/09/11. <http://ceur-ws.org/Vol-1177/>

Vote/veto meta-classifier for authorship identification notebook for PAN at CLEF 2011. / Kern, Roman; Seifert, Christin; Zechner, Mario; Granitzer, Michael.

CLEF 2011: CLEF2011 Working Notes. ed. / Vivien Petras; Pamela Forner; Paul Clough; Nicola Ferro. CEUR, 2011. (CEUR Workshop Proceedings; Vol. 1177).

Research output: Chapter in Book/Report/Conference proceeding › Chapter › Academic › peer-review

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T1 - Vote/veto meta-classifier for authorship identification notebook for PAN at CLEF 2011

AU - Kern, Roman

AU - Seifert, Christin

AU - Zechner, Mario

AU - Granitzer, Michael

PY - 2011

Y1 - 2011

N2 - For the PAN 2011 authorship identification challenge we have devel- oped a system based on a meta-classifier which selectively uses the results of multiple base classifiers. In addition we also performed feature engineering based on the given domain of e-mails. We present our system as well as results on the evaluation dataset. Our system performed second and third best in the authorship attribution task on the large data sets, and ranked middle for the small data set in the attribution task and in the verification task.

AB - For the PAN 2011 authorship identification challenge we have devel- oped a system based on a meta-classifier which selectively uses the results of multiple base classifiers. In addition we also performed feature engineering based on the given domain of e-mails. We present our system as well as results on the evaluation dataset. Our system performed second and third best in the authorship attribution task on the large data sets, and ranked middle for the small data set in the attribution task and in the verification task.

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M3 - Chapter

SN - 978-88-904810-1-7

T3 - CEUR Workshop Proceedings

BT - CLEF 2011

A2 - Petras, Vivien

A2 - Forner, Pamela

A2 - Clough, Paul

A2 - Ferro, Nicola

PB - CEUR

T2 - CLEF (Cross-Language Evaluation Forum) Conference on Multilingual and Multimodal Information Access Evaluation 2011

Y2 - 19 September 2011 through 22 September 2011

ER -

Vote/veto meta-classifier for authorship identification notebook for PAN at CLEF 2011

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