www.nomencurator.org what name can do alone an application of formal concept analysis with rough set...

24
www.nomencurator.org What name can do alon e An Application of Formal Concept An alysis with Rough Set Approximation t o Multiple Hierarchies Visualisation by TaxoNote Comparator Nozomi Ytow 1 , David R. Morse 2 , Akira Sato 1 , David McL. Robe rts 4 1 University of Tsukuba, Japan 2 Open University, UK 3 The Natural History Museum, UK ©2003 team Nomencurator. All rights reserved.

Upload: chana-nuttall

Post on 31-Mar-2015

214 views

Category:

Documents


0 download

TRANSCRIPT

Page 1: Www.nomencurator.org What name can do alone An Application of Formal Concept Analysis with Rough Set Approximation to Multiple Hierarchies Visualisation

www.nomencurator.org

What name can do alone An Application of Formal Concept Analysis with Ro

ugh Set Approximation to Multiple Hierarchies

Visualisation by TaxoNote Comparator Nozomi Ytow1, David R. Morse2, Akira Sato1, David McL. Roberts4

1 University of Tsukuba, Japan2 Open University, UK

3 The Natural History Museum, UK©2003 team Nomencurator. All rights reserved.

Page 2: Www.nomencurator.org What name can do alone An Application of Formal Concept Analysis with Rough Set Approximation to Multiple Hierarchies Visualisation

www.nomencurator.org

Multiple taxonomiesSimilar data models accept multiple

taxon concepts, multiple hierarchiesWe also need a method to compare

concepts and hierarchiesPrometheus/II: specimen/character basedLITCHI, MoReTaX: rule based Nomencurator: annotation captures

historical relationships, but need more

Does set theory help us?

Page 3: Www.nomencurator.org What name can do alone An Application of Formal Concept Analysis with Rough Set Approximation to Multiple Hierarchies Visualisation

www.nomencurator.org

Two Major Set Theories

Axiomatic set theoryExplicit list of elements in the set

Naïve set theoryCollection of items satisfies

conditions

Page 4: Www.nomencurator.org What name can do alone An Application of Formal Concept Analysis with Rough Set Approximation to Multiple Hierarchies Visualisation

www.nomencurator.org

Axiomatic Set TheoryLogically well-establishedDefines a set as an explicit list of

elements, e.g. specimen or taxaAddition of a new identified

specimen modifies the set, and hence the concept represented by the set?

Too stiff for taxonomy, because it requires a complete list

Page 5: Www.nomencurator.org What name can do alone An Application of Formal Concept Analysis with Rough Set Approximation to Multiple Hierarchies Visualisation

www.nomencurator.org

Naïve set theory

Collection of items satisfying conditions

Flexible than axiomatic setToo flexible, e.g. Russell's paradox,

or,Too stiff, with Russell's type theory

Theoretically more problematic than axiomatic set theory, but sounds better as taxon concept

Page 6: Www.nomencurator.org What name can do alone An Application of Formal Concept Analysis with Rough Set Approximation to Multiple Hierarchies Visualisation

www.nomencurator.org

Elements of taxon “set”

Axiomatic set theory assumes specimen or lower taxa as elements

Naïve set theory uses not only “ordinary” elements but a list of conditions to be satisfied; it is an implicit set of character states

Trick: using two sets to capture a concept

Page 7: Www.nomencurator.org What name can do alone An Application of Formal Concept Analysis with Rough Set Approximation to Multiple Hierarchies Visualisation

www.nomencurator.org

Formal concept analysis

Axiomatic set theoryextensional set

Naïve set theoryintensional set (of objects)

Formal conceptDefined as a pair of its

extension and intension sets

Page 8: Www.nomencurator.org What name can do alone An Application of Formal Concept Analysis with Rough Set Approximation to Multiple Hierarchies Visualisation

www.nomencurator.org

Taxon concept and name

Specimen circumscription

“Character” circumscription

Taxon Conceptcircumscription

Page 9: Www.nomencurator.org What name can do alone An Application of Formal Concept Analysis with Rough Set Approximation to Multiple Hierarchies Visualisation

www.nomencurator.org

Rough set theoryNot a genuine set theory, but an

application of set theoryUses two sets to approximate a

concept; positive and negative setsSet to be included in the conceptSet to be excluded from the concept

Boundary between these two sets gives a flexibility

Page 10: Www.nomencurator.org What name can do alone An Application of Formal Concept Analysis with Rough Set Approximation to Multiple Hierarchies Visualisation

www.nomencurator.org

Concept approximation

Page 11: Www.nomencurator.org What name can do alone An Application of Formal Concept Analysis with Rough Set Approximation to Multiple Hierarchies Visualisation

www.nomencurator.org

Rough comparison of concepts

Cross evaluation

Page 12: Www.nomencurator.org What name can do alone An Application of Formal Concept Analysis with Rough Set Approximation to Multiple Hierarchies Visualisation

www.nomencurator.org

Comparison of hierarchies

A taxonomy looks like a tree…A tree can be divided into nodes and

linkages between nodes

Can a taxonomy divided as in tree?Looks like inseparableA taxon concept closely relate to its

members, i.e. links included in a node

Rough set enables the separation

Page 13: Www.nomencurator.org What name can do alone An Application of Formal Concept Analysis with Rough Set Approximation to Multiple Hierarchies Visualisation

www.nomencurator.org

From Taxon to Taxonomy

A hierarchy of names works as whole

Page 14: Www.nomencurator.org What name can do alone An Application of Formal Concept Analysis with Rough Set Approximation to Multiple Hierarchies Visualisation

www.nomencurator.org

Difference in concepts

Rough set detects difference in concepts

Page 15: Www.nomencurator.org What name can do alone An Application of Formal Concept Analysis with Rough Set Approximation to Multiple Hierarchies Visualisation

www.nomencurator.org

Difference in hierarchies

Separation of concept and hierarchy

Page 16: Www.nomencurator.org What name can do alone An Application of Formal Concept Analysis with Rough Set Approximation to Multiple Hierarchies Visualisation

www.nomencurator.org

Hierarchies of compatible concepts

Page 17: Www.nomencurator.org What name can do alone An Application of Formal Concept Analysis with Rough Set Approximation to Multiple Hierarchies Visualisation

www.nomencurator.org

Hierarchies of incompatible concepts

Page 18: Www.nomencurator.org What name can do alone An Application of Formal Concept Analysis with Rough Set Approximation to Multiple Hierarchies Visualisation

www.nomencurator.org

Team NomencuratorDavid McL RobertsZoological DepartmentThe Natural History Museum

David M. MorseFaculty of Mathematics and ComputingThe Open University, UK

Akira SatoInformation Processing CenterUniversity of Tsukuba, Japan

Page 19: Www.nomencurator.org What name can do alone An Application of Formal Concept Analysis with Rough Set Approximation to Multiple Hierarchies Visualisation

www.nomencurator.org

AcknowledgementInitial exploration of the problem domain was made by Dr

Marion Edwards, generously supported by The Cadbury Trust.

Development of Nomencurator and its specification (so called Mk II) was initiated as part of a foreign scholarship funded by the Ministry of Education, Culture, Sports Science and Technology of Japan (November 1998 - November 1999) to one of us (NY).

It's development was partly funded by University of Tsukuba (2000) and by the Ministry of Education, Culture, Sports Science and Technology of Japan (Grant-in-Aid for Exploratory Research, 13878069, 2001-2003 to NY and Science and Technology Special Coordination Funds to NY with Juno Shimura at NIES).

Travel has been partly supported by the National Institute of Environmental Sciences, Japan, as part of collaboration of NY with Junko Shimura at NIES focusing on GBIF.

The Nomencurator website is hosted under name of www.nomencurator.org by courtesy of University of Tsukuba

Page 20: Www.nomencurator.org What name can do alone An Application of Formal Concept Analysis with Rough Set Approximation to Multiple Hierarchies Visualisation

www.nomencurator.org

Page 21: Www.nomencurator.org What name can do alone An Application of Formal Concept Analysis with Rough Set Approximation to Multiple Hierarchies Visualisation

www.nomencurator.org

Revisiting nameA name is not a stringName is the relationship between

a string and the designated objectA tag removed from the object is not

the tag anymore

Name (and hence database) can not manage object directlyGiving a name to a set containing

single object enables unified management both specimen and taxa

Page 22: Www.nomencurator.org What name can do alone An Application of Formal Concept Analysis with Rough Set Approximation to Multiple Hierarchies Visualisation

www.nomencurator.org

Nested subsets, not members

Treat each specimen as a sat

Each lower taxon is not a member of lower taxa, but a subset

Page 23: Www.nomencurator.org What name can do alone An Application of Formal Concept Analysis with Rough Set Approximation to Multiple Hierarchies Visualisation

www.nomencurator.org

Common Data Structure

Page 24: Www.nomencurator.org What name can do alone An Application of Formal Concept Analysis with Rough Set Approximation to Multiple Hierarchies Visualisation

www.nomencurator.org

Revisiting nameA name is not a stringName is the relationship between

a string and the designated objectA tag removed from the object is not

the tag anymore

Name (and hence database) can not manage object directlyGiving a name to a set containing

single object enables unified management both specimen and taxa