[ACT-R-users] on similarity

[Roman Belavkin]

One more observation:  The results depend greatly on the number of eigenvectors used (I understand this controls the number of dimension PCA reduces the space to).  I found the `optimal' value for the word apple is about 50 dimensions, becuase the results are:
 
apple carnation 0.6078935
apple fruit 0.5972236
apple blackberry 0.59559596
apple mac 0.5931967
apple orange 0.570567
apple sweet 0.5677523
apple palm 0.5576204
apple radish 0.55353457
apple intel 0.5511009
apple persimmon 0.54269683
 
They are quite different as you can see.
 
Cheers!
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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