Semantic Categorization Using Simple Word Co-occurrence Statistics

John Bullinaria

Semantic Categorization Using Simple Word Co-occurrence Statistics

John Bullinaria

Computer Science

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

Abstract

This paper presents a series of new results on corpus derived semantic representations based on vectors of simple word co-occurrence statistics, with particular reference to word categorization performance as a function of window type and size, semantic vector dimension, and corpus size. A number of outstanding problems and difficulties with this approach are identified and discussed.

Original language	English
Title of host publication	Proceedings of the ESSLLI Workshop on Distributional Lexical Semantics:
Subtitle of host publication	Bridging the gap between semantic theory and computational simulations
Editors	Marco Baroni, Stefan Evert, Alessandro Lenci
Publisher	University of Hamburg
Pages	1-8
Number of pages	8
Publication status	Published - 9 Aug 2008
Event	ESSLLI Workshop on Distributional Lexical Semantics:: Bridging the gap between semantic theory and computational simulations - Hamburg, Germany Duration: 4 Aug 2008 → 9 Aug 2008

Conference

Conference	ESSLLI Workshop on Distributional Lexical Semantics:
Country/Territory	Germany
City	Hamburg
Period	4/08/08 → 9/08/08

Cite this

@inproceedings{9f9ec436155b4653aadd3dfbdb071d97,

title = "Semantic Categorization Using Simple Word Co-occurrence Statistics",

abstract = "This paper presents a series of new results on corpus derived semantic representations based on vectors of simple word co-occurrence statistics, with particular reference to word categorization performance as a function of window type and size, semantic vector dimension, and corpus size. A number of outstanding problems and difficulties with this approach are identified and discussed. ",

author = "John Bullinaria",

year = "2008",

month = aug,

day = "9",

language = "English",

pages = "1--8",

editor = "Marco Baroni and Stefan Evert and Alessandro Lenci",

booktitle = "Proceedings of the ESSLLI Workshop on Distributional Lexical Semantics:",

publisher = "University of Hamburg",

note = "ESSLLI Workshop on Distributional Lexical Semantics: : Bridging the gap between semantic theory and computational simulations ; Conference date: 04-08-2008 Through 09-08-2008",

}

Bullinaria, J 2008, Semantic Categorization Using Simple Word Co-occurrence Statistics. in M Baroni, S Evert & A Lenci (eds), Proceedings of the ESSLLI Workshop on Distributional Lexical Semantics: Bridging the gap between semantic theory and computational simulations. University of Hamburg, pp. 1-8, ESSLLI Workshop on Distributional Lexical Semantics:, Hamburg, Germany, 4/08/08.

Semantic Categorization Using Simple Word Co-occurrence Statistics. / Bullinaria, John.
Proceedings of the ESSLLI Workshop on Distributional Lexical Semantics: Bridging the gap between semantic theory and computational simulations. ed. / Marco Baroni; Stefan Evert; Alessandro Lenci. University of Hamburg, 2008. p. 1-8.

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

TY - GEN

T1 - Semantic Categorization Using Simple Word Co-occurrence Statistics

AU - Bullinaria, John

PY - 2008/8/9

Y1 - 2008/8/9

N2 - This paper presents a series of new results on corpus derived semantic representations based on vectors of simple word co-occurrence statistics, with particular reference to word categorization performance as a function of window type and size, semantic vector dimension, and corpus size. A number of outstanding problems and difficulties with this approach are identified and discussed.

AB - This paper presents a series of new results on corpus derived semantic representations based on vectors of simple word co-occurrence statistics, with particular reference to word categorization performance as a function of window type and size, semantic vector dimension, and corpus size. A number of outstanding problems and difficulties with this approach are identified and discussed.

M3 - Conference contribution

SP - 1

EP - 8

BT - Proceedings of the ESSLLI Workshop on Distributional Lexical Semantics:

A2 - Baroni, Marco

A2 - Evert, Stefan

A2 - Lenci, Alessandro

PB - University of Hamburg

T2 - ESSLLI Workshop on Distributional Lexical Semantics:

Y2 - 4 August 2008 through 9 August 2008

ER -

Semantic Categorization Using Simple Word Co-occurrence Statistics

Abstract

Conference

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