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Labeling hypergraph-structured data using Markov network

Descriptive

TypeOfResource
Text
TitleInfo (ID = T-1)
Title
Labeling hypergraph-structured data using Markov network
Identifier
ETD_3121
Identifier (type = hdl)
http://hdl.rutgers.edu/1782.1/rucore10001600001.ETD.000057655
Language
LanguageTerm (authority = ISO639-2); (type = code)
eng
Genre (authority = marcgt)
theses
Subject (ID = SBJ-1); (authority = RUETD)
Topic
Computer Science
Subject (ID = SBJ-2); (authority = ETD-LCSH)
Topic
Markov processes
Subject (ID = SBJ-3); (authority = ETD-LCSH)
Topic
Computer science--Mathematics
Abstract (type = abstract)
The goal of this dissertation is to label datapoints into two groups utilizing higher order information among them. More specifically, given likelihood (or error) measures that subsets of data are generated by a pattern (or belong to a class), we wish to label the individual datapoints into two classes. Several computer vision problems deal with data in this format. In model estimation, small subsets of data are randomly sampled to produce an error measure. Groups of object parts are often used to provide useful geometrical information for object recognition/ localization. We propose a novel labeling algorithm by modeling the datapoints as nodes of a higher order Markov Network. A new higher order clique function plays the central role in our method. The behavior of this clique function is analyzed to explain how it affects the inference and to predict when it is theoretically guaranteed to produce an optimal solution. We also describe how a parametric form of the proposed clique function can be learned from labeled data. Results on several different computer vision problems will be presented to demonstrate the effectiveness of the proposed algorithm .
PhysicalDescription
Form (authority = gmd)
electronic resource
Extent
xii, 143 p. : ill.
InternetMediaType
application/pdf
InternetMediaType
text/xml
Note (type = degree)
Ph.D.
Note (type = bibliography)
Includes bibliographical references
Note (type = vita)
Includes vita
Note (type = statement of responsibility)
by Toufiq U Parag
Name (ID = NAME-1); (type = personal)
NamePart (type = family)
Parag
NamePart (type = given)
Toufiq U
NamePart (type = date)
1979-
Role
RoleTerm (authority = RULIB)
author
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Toufiq Parag
Name (ID = NAME-2); (type = personal)
NamePart (type = family)
Elgammal
NamePart (type = given)
Ahmed
Role
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chair
Affiliation
Advisory Committee
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Ahmed Elgammal
Name (ID = NAME-3); (type = personal)
NamePart (type = family)
Metaxas
NamePart (type = given)
Dimitris
Role
RoleTerm (authority = RULIB)
internal member
Affiliation
Advisory Committee
DisplayForm
Dimitris Metaxas
Name (ID = NAME-4); (type = personal)
NamePart (type = family)
Pavlovic
NamePart (type = given)
Vladimir
Role
RoleTerm (authority = RULIB)
internal member
Affiliation
Advisory Committee
DisplayForm
Vladimir Pavlovic
Name (ID = NAME-5); (type = personal)
NamePart (type = family)
Singh
NamePart (type = given)
Maneesh
Role
RoleTerm (authority = RULIB)
outside member
Affiliation
Advisory Committee
DisplayForm
Maneesh Singh
Name (ID = NAME-1); (type = corporate)
NamePart
Rutgers University
Role
RoleTerm (authority = RULIB)
degree grantor
Name (ID = NAME-2); (type = corporate)
NamePart
Graduate School - New Brunswick
Role
RoleTerm (authority = RULIB)
school
OriginInfo
DateCreated (qualifier = exact)
2011
DateOther (qualifier = exact); (type = degree)
2011-01
Place
PlaceTerm (type = code)
xx
RelatedItem (type = host)
TitleInfo
Title
Rutgers University Electronic Theses and Dissertations
Identifier (type = RULIB)
ETD
RelatedItem (type = host)
TitleInfo
Title
Graduate School - New Brunswick Electronic Theses and Dissertations
Identifier (type = local)
rucore19991600001
Location
PhysicalLocation (authority = marcorg); (displayLabel = Rutgers, The State University of New Jersey)
NjNbRU
Identifier (type = doi)
doi:10.7282/T3JQ10N6
Genre (authority = ExL-Esploro)
ETD doctoral
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Rights

RightsDeclaration (AUTHORITY = GS); (ID = rulibRdec0006)
The author owns the copyright to this work.
Copyright
Status
Copyright protected
Availability
Status
Open
Reason
Permission or license
RightsHolder (ID = PRH-1); (type = personal)
Name
FamilyName
Parag
GivenName
Toufiq
Role
Copyright Holder
RightsEvent (ID = RE-1); (AUTHORITY = rulib)
Type
Permission or license
DateTime
2011-01-05 10:17:37
AssociatedEntity (ID = AE-1); (AUTHORITY = rulib)
Role
Copyright holder
Name
Toufiq Parag
Affiliation
Rutgers University. Graduate School - New Brunswick
AssociatedObject (ID = AO-1); (AUTHORITY = rulib)
Type
License
Name
Author Agreement License
Detail
I hereby grant to the Rutgers University Libraries and to my school the non-exclusive right to archive, reproduce and distribute my thesis or dissertation, in whole or in part, and/or my abstract, in whole or in part, in and from an electronic format, subject to the release date subsequently stipulated in this submittal form and approved by my school. I represent and stipulate that the thesis or dissertation and its abstract are my original work, that they do not infringe or violate any rights of others, and that I make these grants as the sole owner of the rights to my thesis or dissertation and its abstract. I represent that I have obtained written permissions, when necessary, from the owner(s) of each third party copyrighted matter to be included in my thesis or dissertation and will supply copies of such upon request by my school. I acknowledge that RU ETD and my school will not distribute my thesis or dissertation or its abstract if, in their reasonable judgment, they believe all such rights have not been secured. I acknowledge that I retain ownership rights to the copyright of my work. I also retain the right to use all or part of this thesis or dissertation in future works, such as articles or books.
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Technical

ContentModel
ETD
MimeType (TYPE = file)
application/pdf
MimeType (TYPE = container)
application/x-tar
FileSize (UNIT = bytes)
23633920
Checksum (METHOD = SHA1)
b3b2fe10cba6b1a6d9b11698699435438400943c
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