---
abstract: "A new way of measuring generalization in unsupervised learning is presented. The measure is based on an exclusive allocation, or credit assignment, criterion. In a classifier that satisfies the criterion, input patterns are parsed so that the credit for each input feature is assigned exclusively to one of multiple, possibly overlapping, output categories. Such a classifier achieves context-sensitive, global representations of pattern data. Two additional constraints, sequence masking and uncertainty multiplexing, are described; these can be used to refine the measure of generalization. The generalization performance of EXIN networks, winner-take-all competitive learning networks, linear decorrelator networks, and Nigrin's SONNET-2 network is compared."
altloc:
- http://www.cs.unc.edu/Research/brainlab/PAPERS/xfer-bind9701.ps.gz
chapter: ~
commentary: ~
commref: ~
confdates: ~
conference: ~
confloc: ~
contact_email: ~
creators_id: []
creators_name:
- family: Marshall
given: J.A.
honourific: ''
lineage: ''
- family: Schmitt
given: C.P.
honourific: ''
lineage: ''
- family: Kalarickal
given: G.J.
honourific: ''
lineage: ''
- family: Alley
given: R.K.
honourific: ''
lineage: ''
date: 1998-01
date_type: published
datestamp: 1998-04-28
department: ~
dir: disk0/00/00/04/36
edit_lock_since: ~
edit_lock_until: ~
edit_lock_user: ~
editors_id: []
editors_name: []
eprint_status: archive
eprintid: 436
fileinfo: /style/images/fileicons/application_postscript.png;/436/2/xfer%2Dbind9701.ps
full_text_status: public
importid: ~
institution: ~
isbn: ~
ispublished: ~
issn: ~
item_issues_comment: []
item_issues_count: 0
item_issues_description: []
item_issues_id: []
item_issues_reported_by: []
item_issues_resolved_by: []
item_issues_status: []
item_issues_timestamp: []
item_issues_type: []
keywords: ~
lastmod: 2011-03-11 08:53:55
latitude: ~
longitude: ~
metadata_visibility: show
note: ~
number: ~
pagerange: ~
pubdom: FALSE
publication: ~
publisher: ~
refereed: TRUE
referencetext: ~
relation_type: []
relation_uri: []
reportno: ~
rev_number: 10
series: ~
source: ~
status_changed: 2007-09-12 16:27:50
subjects:
- cog-psy
- comp-sci-art-intel
- comp-sci-complex-theory
- comp-sci-mach-learn
- comp-sci-mach-vis
- comp-sci-neural-nets
- comp-sci-stat-model
- percep-cog-psy
succeeds: ~
suggestions: ~
sword_depositor: ~
sword_slug: ~
thesistype: ~
title: Neural model of transfer-of-binding in visual relative motion perception.
type: preprint
userid: 106
volume: ~