[ACT-R-users] similarity
Roman Belavkin
R.Belavkin at mdx.ac.uk
Fri Jun 17 10:59:47 EDT 2005
I have looked at the site, and it states it is using mutual information as a metric, which measures as we know statistical dependence (so, it is not just correlations betwen terms). Still I am not sure if similarity, as we understand it, and statistical dependene are the same things. For example, here are the similarities for the word apple:
apple mac 0.23059334
apple microsoft 0.21670483
apple dkz 0.21022835
etc...
So, the most `similar' word to apple is mac (or how about `dkz'?). To me, orange or a fruit seems more similar terms. What these numbers show is a degree of statistical dependence of two terms in the docements analysed.
It would be an interesting project for the ACT-R community to investigate this difference. What do you think?
Roman
-----Original Message-----
From: act-r-users-admin at act-r.psy.cmu.edu on behalf of Roman Belavkin
Sent: Fri 6/17/2005 15:17
To: Kelley, Troy (Civ,ARL/HRED); act-r-users at act-r.psy.cmu.edu
Cc:
Subject: RE: [SPAM: 4.500] RE: [ACT-R-users] ACT-R output from GLSA server at PARC
Hi,
I think the word `similar' is not really appropriate here. LSA just shows co-occurance of the two words really, and higher co-occurance for word man can be simply explained because the word man means also human, while woman is more specific and thus less ambiguous.
Cheers,
Roman
-----Original Message-----
From: act-r-users-admin at act-r.psy.cmu.edu on behalf of Kelley, Troy (Civ,ARL/HRED)
Sent: Thu 6/9/2005 21:52
To: act-r-users at act-r.psy.cmu.edu
Cc:
Subject: [SPAM: 4.500] RE: [ACT-R-users] ACT-R output from GLSA server at PARC
Here is a sample output from the GLSA server at PARC for the word Love
love love 0.9999997
love fun 0.16717705
love city 0.103955254
love place 0.2078263
love man 0.36086833
love friend 0.19896048
love neighbor -0.037641484
love woman 0.21863273
love fondness 0.0076576206
Interesting, love is more similar to the word "man" than "woman", and
more similar to "man" than "fondness" or "friend".
Troy
-----Original Message-----
From: act-r-users-admin at act-r.psy.cmu.edu
[mailto:act-r-users-admin at act-r.psy.cmu.edu] On Behalf Of
Raluca.Budiu at parc.com
Sent: Thursday, June 09, 2005 3:54 PM
To: act-r-users at act-r.psy.cmu.edu
Subject: [ACT-R-users] ACT-R output from GLSA server at PARC
Some of you may have heard about PARC's effort to build an external
GLSA/PMI server; it is now available at:
http://glsa.parc.com/
and it produces ACT-R output (other formats are supported as well).
GLSA (Generalized Latent Semantic Analysis) is a LSA-like method of
computing word similarities, but it has the advantage of an adjustable,
web-based corpus. It takes as input a list of word pairs and provides
similarities between those words.
Just very recently it started providing ACT-R output; this is an ACT-R
file that defines a meaning chunk type and sets the Sij-s between words
to their similarity value as computed by the server.
The server is still in a development phase, but please feel free to
experiment with it. Comments and suggestions are very welcome.
Raluca Budiu
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