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Rewritten Rewritten Section 2.3 SKOS Mappings 

updated document to use the latest working draft of the skos standard

Corrected some factual details about the AOIM and A&A vocabularies-issues.bbl

Added a section detailing the example mapping included

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10 <title>Vocabularies in the Virtual Observatory</title>
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42 <div class="head">
43 <table>
44 <tr><td><a href="http://www.ivoa.net/"><img alt="IVOA logo" src="http://ivoa.net/icons/ivoa_logo_small.jpg" border="0"/></a></td></tr>
45 </table>
47 <h1>Vocabularies in the Virtual Observatory, v@VERSION@</h1>
48 <h2>IVOA Working Draft, @RELEASEDATE@ [DRAFT $Revision$]</h2>
49 <!-- $Revision$ $Date$ -->
51 <dl>
52 <dt>Working Group</dt>
53 <dd><em><a href="http://www.ivoa.net/twiki/bin/view/IVOA/IvoaSemantics">Semantics</a></em></dd>
55 <dt>This version</dt>
56 <dd><span class='url'>http://www.ivoa.net/twiki/bin/view/IVOA/IvoaSemantics</span><br/>
57 <span class='url'>@BASEURI@.xhtml</span></dd>
59 <dt>Latest version</dt>
60 <dd><span class='url'>@DISTURI@</span></dd>
62 <dt>Editors</dt>
63 <dd>Alasdair J G Gray,
64 <a href='http://nxg.me.uk/norman#norman' >Norman Gray</a>,
65 Frederic V Hessman and
66 Andrea Preite Martinez</dd>
68 <dt>Authors</dt>
69 <dd>
70 <span property="dc:creator">Sébastien Derriere</span>,
71 <span property="dc:creator">Alasdair J G Gray</span>,
72 <span property="dc:creator">Norman Gray</span>,
73 <span property="dc:creator">Frederic V Hessman</span>,
74 <span property="dc:creator">Tony Linde</span>,
75 <span property="dc:creator">Andrea Preite Martinez</span>,
76 <span property="dc:creator">Rob Seaman</span> and
77 <span property="dc:creator">Brian Thomas</span>
78 </dd>
79 </dl>
80 <hr/>
81 </div>
83 <div class="section-nonum" id="abstract">
84 <p class="title">Abstract</p>
86 <div class="abstract">
87 <p>As the astronomical information processed within the <em>Virtual Observatory
88 </em> becomes more complex, there is an increasing need for a more
89 formal means of identifying quantities, concepts, and processes not
90 confined to things easily placed in a FITS image, or expressed in a
91 catalogue or a table. We proposed that the IVOA adopt a standard
92 format for vocabularies based on the W3C's <em>Resource Description
93 Framework</em> (RDF) and <em>Simple Knowledge Organisation System</em>
94 (SKOS). By adopting a standard and simple format, the IVOA will
95 permit different groups to create and maintain their own specialised
96 vocabularies while letting the rest of the astronomical community
97 access, use, and combined them. The use of current, open standards
98 ensures that VO applications will be able to tap into resources of the
99 growing semantic web. Several examples of useful astronomical
100 vocabularies are provided, including work on a common IVOA thesaurus
101 intended to provide a semantic common base for VO applications.</p>
102 </div>
104 </div>
106 <div class="section-nonum" id="status">
107 <p class="title">Status of this document</p>
109 <p>This is (<strong>an internal draft of</strong>) an IVOA Working
110 Draft. The first release of this document was
111 <span property="dc:date">@RELEASEDATE@</span>.</p>
113 <p>This document is an IVOA Working Draft for review by IVOA members
114 and other interested parties. It is a draft document and may be
115 updated, replaced, or obsoleted by other documents at any time. It is
116 inappropriate to use IVOA Working Drafts as reference materials or to
117 cite them as other than <q>work in progress</q>.</p>
119 <p>A list of current IVOA Recommendations and other technical
120 documents can be found at
121 <span class='url' >http://www.ivoa.net/Documents/</span>.</p>
123 <h3>Acknowledgments</h3>
125 <p>We would like to thank the members of the IVOA semantic working
126 group for many interesting ideas and fruitful discussions.</p>
127 </div>
129 <h2><a id="contents" name="contents">Table of Contents</a></h2>
130 <?toc?>
132 <hr/>
134 <div class="section" id="introduction">
135 <p class="title">Introduction</p>
137 <div class="section">
138 <p class="title">Vocabularies in astronomy</p>
140 <p>Astronomical information of relevance to the Virtual Observatory
141 (VO) is not confined to quantities easily expressed in a catalogue or
142 a table.
143 Fairly simple things such as position on the sky, brightness in some
144 units, times measured in some frame, redshifts, classifications or
145 other similar quantities are easily manipulated and stored in VOTables
146 and can currently be identified using IVOA Unified Content Descriptors
147 (UCDs) <span class="cite">std:ucd</span>.
148 However, astrophysical concepts and quantities use a wide variety of
149 names, identifications, classifications and associations, most of
150 which cannot be described or labelled via UCDs.</p>
152 <p>There are a number of basic forms of organised semantic knowledge
153 of potential use to the VO, ranging from informal <q>folksonomies</q>
154 (where users are free to choose their own labels) at one extreme, to
155 formally structured <q>vocabularies</q> (where the label is drawn from
156 a predefined set of definitions, and which can include relationships between
157 labels) and <q>ontologies</q> (where the domain is captured in a
158 formal data model) at the other.
159 More formal definitions are presented later in this document.
160 </p>
162 <p>An astronomical ontology is necessary if we are to have a computer
163 (appear to) `understand' something of the domain.
164 There has been some progress towards creating an ontology of
165 astronomical object types <span
166 class="cite">std:ivoa-astro-onto</span> to meet this need.
167 However there are distinct use cases for letting human users find
168 resources of interest through search and navigation of the information space.
169 The most appropriate technology to meet these use cases derives from
170 the Information Science community, that of <em>controlled
171 vocabularies, taxonomies and thesauri</em>.
172 In the present document, we do not distinguish between controlled
173 vocabularies, taxonomies and thesauri, and use the term
174 <em>vocabulary</em> to represent all three.
175 </p>
177 <p>One of the best examples of the need for a simple vocabulary within
178 the VO is VOEvent <span class="cite">std:voevent</span>, the VO
179 standard for supporting rapid notification of astronomical events.
180 This standard requires some formalised indication of what a published
181 event is `about', in a formalism which can be used straightforwardly
182 by the developer of relevant services. See <span class='xref'
183 >usecases</span> for further discussion.</p>
185 <p>A number of astronomical vocabularies have been created, with a
186 variety of goals and intended uses. Some examples are detailed below. </p>
188 <ul>
190 <li>The <em>Second Reference Dictionary of the Nomenclature of
191 Celestial Objects</em> <span class="cite">lortet94</span>, <span
192 class="cite">lortet94a</span> contains 500 paper pages of astronomical
193 nomenclature</li>
195 <li>For decades professional journals have used a set of reasonably
196 compatible keywords to help classify the content of whole articles.
197 These keywords have been analysed by Preite Martinez &amp; Lesteven
198 <span class="cite">preitemartinez07</span>, who derived a
199 set of common keywords constituting one of the potential bases for a
200 fuller VO vocabulary. The same authors also attempted to derive a set
201 of common concepts by analysing the contents of abstracts in journal
202 articles, which should comprise a list of tokens/concepts more
203 up-to-date than the old list of journal keywords. A similar but less
204 formal attempt was made by Hessman <span class='cite'>hessman05</span>
205 for the VOEvent working group, resulting in a similar list <span
206 class="todo">[TODO] Check differences from the A&amp;A
207 list</span>.</li>
209 <li>Astronomical databases generally use simple sets of keywords
210 – sometimes hierarchically organised – to help users make queries.
211 Two examples from very
212 different contexts are the list of object types used in the <a
213 href="http://simbad.u-strasbg.fr">Simbad</a> database and the search
214 keywords used in the educational Hands-On Universe image database
215 portal.</li>
217 <li>The Astronomical Outreach Imagery (AOI) working group has created
218 a simple taxonomy for helping to classify images used for educational
219 or public relations <span class="cite">std:aoim</span>. See section
220 <span class='xref'>vocab-aoim</span>.</li>
222 <!--
223 <li>The Hands-On Universe project (see <span class='url'
224 >http://sunra.lbl.gov/telescope2/index.html</span>) has maintained a
225 public database of images for use by the general public since the
226 1990s. The images are very heterogeneous, since they are gathered from
227 a variety of professional, semi-professional, amateur, and school
228 observatories, so a simple taxonomy is used to facilitate browsing
229 by the users of the database.</li>
230 -->
232 <li>In 1993, Shobbrook and Shobbrook published an Astronomy Thesaurus
233 endorsed by the IAU <span class='cite' >shobbrook92</span>. This
234 collection of nearly 3000 terms, in five languages, is a valuable
235 resource, but has seen little use in recent years. Its very size,
236 which gives it expressive power, is a disadvantage to the extent that
237 it is consequently hard to use. See <span class='xref'>vocab-iau93</span>.</li>
239 <li>The VO's Unified Content Descriptors <span class='cite'
240 >std:ucd</span> (UCD) constitute the main controlled vocabulary of the
241 IVOA and contain some taxonomic information. However, UCD has some
242 features which supports its goals, but which make it difficult to use
243 beyond the present applications of labelling VOTables: firstly, there
244 is no standard means of identifying and processing the contents of the
245 text-based reference document; secondly, the content cannot be openly
246 extended beyond that set by a formal IVOA committee without going
247 through a laborious and time-consuming negotiation process of
248 extending the primary vocabulary itself; and thirdly, the UCD
249 vocabulary is primarily concerned with data types and their
250 processing, and only peripherally with astronomical objects (for
251 example, it defines formal labels for RA, flux, and bandpass, but does
252 not mention the Sun). See <span class='xref'>vocab-ucd1</span>.</li>
254 </ul>
255 </div>
257 <div class='section' id='usecases'>
258 <p class='title'>Use-cases, and the motivation for formalised vocabularies</p>
260 <p>The most immediate high-level motivation for this work is the
261 requirement of the VOEvent standard <span class='cite'
262 >std:voevent</span> for a controlled vocabulary usable in the
263 VOEvent's <code>&lt;why/&gt;</code> and <code>&lt;what/&gt;</code>
264 elements, which describe what
265 sort of object the VOEvent packet is describing, in some broadly
266 intelligible way. For example a `burst' might be a gamma-ray burst
267 due to the collapse of a star in a distant galaxy, a solar flare, or
268 the brightening of a stellar or AGN accretion disk, and having an
269 explicit list of vocabulary terms can help guide the event publisher
270 into using a term which will be usefully precise for the event's
271 consumers. A free-text label can help here (which brings us into the
272 area sometimes referred to as `folksonomies'), but the astronomical
273 community, with a culture sympathetic to international agreement, can
274 do better.</p>
276 <p>The purpose of this proposal is to establish a set of conventions for
277 the creation, publication, use, and manipulation of
278 astronomical vocabularies within the Virtual Observatory, based upon
279 the W3C's SKOS standard. We include as appendices to this proposal
280 formalised versions of a number of existing vocabularies, encoded as
281 SKOS vocabularies <span class="cite">std:skosref</span>.</p>
283 <p>Specific use-cases include the following.</p>
284 <ul>
285 <li>A user wishes to process all events concerning supernovae, which
286 means that an event concerning a type 1a supernova must be understood to be
287 relevant. [This supports a system working autonomously, filtering
288 incoming information]</li>
290 <li>A user is searching an archive of VOEvents for microlensing
291 events, and retrieves a large number of them; the search interface may
292 then prompt her to narrow her search using one of a set of terms
293 including, say, binary lens events. [This supports so-called `semantic
294 search', providing semantic support to an interface which is in turn
295 supporting a user]</li>
297 <li>A user wishes to search for resources based on the
298 journal-supported keywords in a paper; they might either initiate this by
299 hand, or have this done on their behalf by a tool which can extract
300 the keywords from a PDF. The keywords are in the A&amp;A vocabulary,
301 and mappings have been defined between this vocabulary and others,
302 which means that the query keywords is translated automatically
303 into those appropriate for a search of an outreach image database
304 (everyone likes pretty pictures), the VO Registry, a set of Simbad
305 object types, and one or more concepts in more formal ontologies. The
306 search interface is then able to support the user browsing up and down
307 the AOIM vocabulary, and a specialised Simbad tool is able to take
308 over the search, now it has an appropriate starting place. [This
309 supports interoperability, building on the investments which
310 institutions and users have made in existing vocabularies]</li>
312 </ul>
314 <p>It is not a goal of this standard, as it is not a goal of SKOS, to
315 produce knowledge-engineering artefacts which can support elaborate
316 machine reasoning – such artefacts would be very valuable, but require
317 much more expensive work on ontologies. As the supernova use-case
318 above illustrates, even simple vocabularies can support useful machine
319 reasoning.</p>
321 <p>It is also not a goal of this standard to produce new vocabularies, or
322 substantially alter existing ones; instead, the vocabularies included
323 below in <span class='xref'>distvocab</span> are directly derived from
324 existing vocabularies, with adjustments to make them structurally
325 compatible with SKOS, or to remove (in the case of the IAU-93 and
326 IVOAT pair) significant anachronisms. It therefore follows that the
327 ambiguities, redundancies and incompleteness of the source vocabularies
328 are faithfully represented in the distributed SKOS vocabularies.</p>
330 <p>The reason for both of these limitations is that vocabularies are
331 extremely expensive to produce, maintain and deploy, and we must
332 therefore rely on such vocabularies as have been developed, and
333 attached as metadata to resources, by others. Such vocabularies are
334 less rich or less coherent than we might prefer, but widely enough
335 deployed to be useful.</p>
337 </div>
339 <div class="section">
340 <p class="title">Formalising and managing multiple vocabularies</p>
342 <p>We find ourselves in the situation where there are multiple
343 vocabularies in use, describing a broad range of resources of interest
344 to professional and amateur astronomers, and members of the public.
345 These different vocabularies use different terms and different
346 relationships to support the different constituencies they cater for.
347 For example, <q>delta Sct</q> and <q>RR Lyr</q> are terms one would
348 find in a vocabulary aimed at professional astronomers, associated
349 with the notion of <q>variable star</q>; however one would
350 <em>not</em> find such technical terms in a vocabulary intended to
351 support outreach activities.</p>
353 <p>One approach to this problem is to create a single consensus
354 vocabulary, which draws terms from the various existing vocabularies
355 to create a new vocabulary which is able to express anything its users
356 might desire. The problem with this is that such an effort would be
357 very expensive, both in terms of time and effort on the part of those
358 creating it, and to the potential users, who have to learn
359 to navigate around it, recognise the new terms, and who have to be
360 supported in using the new terms correctly (or, more often,
361 incorrectly).</p>
363 <p>The alternative approach to the problem is to evade it, and this is
364 the approach taken in this document. Rather than deprecating the
365 existence of multiple overlapping vocabularies, we embrace it,
366 help interest groups formalise as many of them as are appropriate, and
367 standardise the process of formally declaring the relationships between
368 them. This means that:</p>
369 <ul>
370 <li>The various vocabularies are allowed to evolve separately, on
371 their own timescales, managed either by the IVOA, individual working
372 groups within the IVOA, or by third parties;</li>
374 <li>Specialised vocabularies can be developed and maintained by the
375 community with the most knowledge about a specific topic, ensuring
376 that the vocabulary will have the most appropriate breadth, depth, and
377 precision;</li>
379 <li>Users can choose the vocabulary or combination of vocabularies most
380 appropriate to their situation, either when annotating resources, or
381 when querying them; and</li>
383 <li>We can retain the previous investments made in vocabularies by
384 users and resource owners.</li>
386 </ul>
389 </div>
391 </div>
393 <div class='section'>
394 <p class='title'>SKOS-based vocabularies (informative)</p>
396 <p>In this section, we introduce the concepts of SKOS-based
397 vocabularies, and the technology of mapping between them. We describe
398 some additional requirements for IVOA vocabularies in the next
399 section, <span class='xref' >publishing</span>.</p>
401 <div class="section" id='vocab'>
402 <p class="title">Selection of the vocabulary format</p>
404 <p>After extensive online and face-to-face discussions, the authors have
405 brokered a consensus within the IVOA community that
406 formalised vocabularies should be published at least in SKOS (Simple Knowledge
407 Organisation System) format, a W3C draft standard application of RDF to the
408 field of knowledge organisation <span
409 class="cite">std:skosref</span>. SKOS draws on long experience
410 within the Library and Information Science community, to address a
411 well-defined set of problems to do with the indexing and retrieval of
412 information and resources; as such, it is a close match to the problem
413 this document is addressing.</p>
415 <p>ISO 5964 <span class='cite' >std:iso5964</span> defines a number of
416 the relevant terms (ISO 5964:1985=BS 6723:1985; see also <span
417 class='cite' >std:bs8723-1</span> and <span class='cite'
418 >std:z39.19</span>), and some of the (lightweight) theoretical
419 background. The only technical distinction relevant to this document
420 is that between `vocabulary' and `thesaurus': BS-8723-1 defines a
421 thesaurus as a</p>
422 <blockquote>
423 Controlled vocabulary in which concepts are represented by preferred
424 terms, formally organized so that paradigmatic relationships between
425 the concepts are made explicit, and the preferred terms are
426 accompanied by lead-in entries for synonyms or quasi-synonyms.
427 <!-- NOTE:
428 The purpose of a thesaurus is to guide both the indexer and the
429 searcher to select the same preferred term or combination of preferred
430 terms to represent a given subject. -->
431 (BS-8723-1, sect. 2.39)
432 </blockquote>
433 <p>with a similar definition in ISO-5964 sect. 3.16. The paradigmatic
434 relationships in question are those relating a term to a <q>broader</q>,
435 <q>narrower</q> or more generically <q>related</q> term. These
436 notions have an operational definition: any resource
437 retrieved as a result of a search on a given term will also be
438 retrievable through a search on that term's <q>broader term</q>
439 (<q>narrower</q> is a simple inverse, so that for any pair of terms,
440 if <code>A skos:broader B</code>, then <code>B skos:narrower A</code>;
441 a term may have multiple narrower and broader terms).
442 This is not a subsumption relationship, as there is no implication
443 that the concept referred to by a narrower term is of the same
444 <em>type</em> as a broader term.</p>
446 <p>Thus <strong>a vocabulary (SKOS or otherwise) is not an
447 ontology</strong>. It has lighter and looser semantics than an
448 ontology, and is specialised for the restricted case of resource
449 retrieval. Those interested in ontological analyses can easily
450 transfer the vocabulary relationship information from SKOS to a formal
451 ontological format such as OWL <span class='cite' >std:owl</span>.</p>
453 <p>The purpose of a thesaurus is to help users find resources they
454 might be interested in, be they library books, image archives, or VOEvent
455 packets.</p>
457 </div>
459 <div class='section'>
460 <p class='title'>Content and format of a SKOS vocabulary</p>
462 <p>A published vocabulary in SKOS format consists of a set of
463 <q>concepts</q> – an example concept capturing the
464 vocabulary information about spiral galaxies is provided in the <a
465 href='#figexample' >Figure below</a>, with the RDF shown in both
466 RDF/XML <span class='cite' >std:rdfxml</span> and Turtle notation <span
467 class='cite' >std:turtle</span> (Turtle is similar to the more
468 informal N3 notation). The elements of a concept are detailed
469 below.</p>
471 <center>
472 <p><a name='figexample' >Figure: examples of SKOS vocabularies</a></p>
473 <table>
474 <tr>
475 <th bgcolor="#eecccc">XML Syntax</th>
476 <th width="10"/>
477 <th bgcolor="#cceecc">Turtle Syntax</th>
478 </tr>
479 <tr><td/></tr>
480 <tr>
481 <td bgcolor="#eecccc">
482 <pre>
483 &lt;skos:Concept rdf:about="#spiralGalaxy"&gt;
484 &lt;skos:prefLabel lang="en"&gt;
485 spiral galaxy
486 &lt;/prefLabel&gt;
487 &lt;skos:prefLabel lang="de"&gt;
488 Spiralgalaxie
489 &lt;/prefLabel&gt;
490 &lt;skos:altLabel lang="en"&gt;
491 spiral nebula
492 &lt;/skos:altLabel&gt;
493 &lt;skos:hiddenLabel lang="en"&gt;
494 spiral glaxy
495 &lt;/hiddenLabel&gt;
496 &lt;skos:definition lang="en"&gt;
497 A galaxy having a spiral structure.
498 &lt;/skos:definition&gt;
499 &lt;skos:scopeNote lang="en"&gt;
500 Spiral galaxies fall into one of
501 three catagories: Sa, Sc, and Sd.
502 &lt;/skos:scopeNote&gt;
503 &lt;skos:narrower
504 rdf:resource="#barredSpiralGalaxy"/&gt;
505 &lt;skos:broader
506 rdf:resource="#galaxy"/&gt;
507 &lt;skos:related
508 rdf:resource="#spiralArm"/&gt;
509 &lt;/skos:Concept&gt;
510 </pre>
511 </td>
512 <td/>
513 <td bgcolor="#cceecc">
514 <pre>
515 &lt;#spiralGalaxy&gt; a skos:Concept;
516 skos:prefLabel
517 "spiral galaxy"@en,
518 "Spiralgalaxie"@de;
519 skos:altLabel "spiral nebula"@en;
520 skos:hiddenLabel "spiral glaxy"@en;
521 skos:definition """A galaxy having a
522 spiral structure."""@en;
523 skos:scopeNote """Spiral galaxies fall
524 into one of three categories:
525 Sa, Sc, and Sd"""@en;
526 skos:narrower &lt;#barredSpiralGalaxy&gt;;
527 skos:broader &lt;#galaxy&gt;;
528 skos:related &lt;#spiralArm&gt; .
529 </pre>
530 </td>
531 </tr>
532 </table>
533 </center>
535 <p>A SKOS vocabulary includes the following features.</p>
537 <ul>
539 <li>A single URI representing the concept, mainly for use by computers.
540 <!--
541 <code>&lt;#spiralGalaxy&gt; a skos:Concept</code>.
542 <code>&lt;skos:Concept rdf:about="#spiralGalaxy"&gt;</code>
543 -->
544 </li>
546 <li>A single prefered label in each supported language of the
547 vocabulary, for use by humans.
548 <!--
549 <code>skos:prefLabel "spiral galaxy"@en, "Spiralgalaxie"@de</code>.
550 <code>&lt;skos:prefLabel&gt;spiral galaxy&lt;/skos:prefLabel&gt;</code>
551 -->
552 </li>
554 <li>Optional alternative labels which applications may encounter or in
555 common use, whether simple synonyms or commonly-used aliases,
556 e.g. <q>GRB</q> for "gamma-ray burst", or <q>Spiral nebula</q> for
557 spiral galaxies.
558 <!--
559 <code>skos:altLabel "GRB"@en</code>
560 <code>&lt;skos:altLabel lang="de"&gt;Spiralgalaxie&lt;/skos:altLabel&gt;</code>
561 -->
562 </li>
564 <li>Optional hidden labels which capture terms which are sometimes
565 used for the corresponding concept, but which are deprecated in some
566 sense. This might include common misspellings for
567 either the preferred or alternate labels, for example <q>glaxy</q> for
568 <q>galaxy</q>.
569 </li>
571 <li>A definition for the concept, where one exists in the original
572 vocabulary, to clarify the meaning of the term.
573 <!--
574 <code>skos:definition "A galaxy having a spiral structure."@en</code>
575 <code>&lt;skos:definition lang="en"&gt;<br/>A galaxy having a spiral structure.<br/>&lt;/skos:definition&gt;</code>
576 -->
577 </li>
579 <li>A scope note to further clarify a definition, or the usage of the
580 concept.
581 <!--
582 <code>skos:scopeNote "Spiral galaxies fall into one of three categories: Sa, Sc, and Sd"@en</code>
583 <code>&lt;skos:scopeNote lang="en"&gt;<br/>Spiral galaxies fall into one of three catagories: Sa, Sc, and Sd.<br/>&lt;/skos:scopeNote&gt;</code>
584 -->
585 </li>
587 <li>Optionally, a concept may be involved in any number of relationships
588 to other concepts. The types of relationships are
589 <ul>
590 <li>Narrower or more specific concepts, for example a link to the concept
591 representing a <q>barred spiral galaxy</q>.
592 <!--
593 <code>skos:narrower &lt;#barredSpiralGalaxy&gt;</code>.
594 <code>&lt;skos:narrower rdf:resource="#barredSpiralGalaxy"&gt;</code>
595 -->
596 </li>
597 <li>Broader or more general concepts, for example a link to the token
598 representing galaxies in general.
599 <!--
600 <code>skos:broader &lt;#galaxy&gt;</code>.
601 <code>&lt;skos:broader rdf:resource="#galaxy"&gt;</code>
602 -->
603 </li>
604 <li>Related concepts, for example a link to the token representing spiral
605 arms of galaxies
606 <!--
607 <code>skos:related &lt;#spiralArm&gt;</code>
608 <code>&lt;skos:related rdf:resource="#spiralArm"&gt;</code>
609 -->
610 <br/>
611 (note this relationship does not say that spiral galaxies have spiral
612 arms – that would be ontological information of a higher order which
613 is beyond the requirements for information stored in a vocabulary).</li>
614 </ul>
615 </li>
616 </ul>
618 <p>In addition to the information about a single concept, a vocabulary
619 can contain information to help users navigate its structure and
620 contents:</p>
621 <ul>
622 <li>The <q>top concepts</q> of the vocabulary, i.e. those that occur
623 at the top of the vocabulary hierarchy defined by the broader/narrower
624 relationships, can be explicitly stated to make it easier to navigate
625 the vocabulary.</li>
627 <li>Concepts that form a natural group can be defined as being members
628 of a <q>collection</q>.</li>
630 <li>Versioning information can be added using change notes.</li>
632 <li>Additional metadata about the vocabulary, e.g. the publisher, may
633 be documented using the Dublin Core metadata set <span class='cite'
634 >std:dublincore</span>.</li>
635 </ul>
636 </div>
639 <div class='section'>
640 <p class='title'>Relationships Between Vocabularies</p>
642 <p>
643 There already exist several vocabularies in the domain of astronomy.
644 Instead of attempting to replace all these existing vocabularies,
645 which have been developed to achieve different aims and user groups,
646 we embrace them.
647 This requires a mechanism to relate the concepts in the different
648 vocabularies.
649 </p>
651 <p>
652 Part of the SKOS standard <span class='cite'>std:skosref</span>
653 allows a concept in one vocabulary to be related to a concept in
654 another vocabulary.
656 There are four types of relationship provided to capture the
657 relationships between concepts in vocabularies, which are similar to
658 those defined for relationships between concepts within a single
659 vocabulary.
660 The types of mapping relationships are:
661 </p>
663 <ul>
665 <li>
666 Equivalence between concepts, i.e. the concepts in the different
667 vocabularies refer to the same real world entity.
668 This is captured with the RDF statement
669 <blockquote>
670 <code>AAkeys:#Cosmology skos:exactMatch aoim:#Cosmology</code>
671 </blockquote>
672 which states that the cosmology concept in the A&amp;A Keywords is the
673 same as the cosmology concept in the AOIM.
674 (Note the use of an external namespaces <code>AAkeys</code> and
675 <code>aoim</code> which must be defined within the document.)
676 </li>
678 <li>
679 Broader concept, i.e. there is not an equivalent concept but there is
680 a more general one.
681 This is captured with the RDF statement
682 <blockquote>
683 <code>AAkeys:#Moon skos:broadMatch aoim:PlanetSatellite</code>
684 </blockquote>
685 which states that the AOIM concept Planet Satellite is a more general
686 term than the A&amp;A Keywords concept Moon.
687 </li>
689 <li>
690 Narrower concept, i.e. there is not an equivalent concept but there is
691 a more specific one.
692 This is captured with the RDF statement
693 <blockquote>
694 <code>AAkeys:#IsmClouds skos:narrowMatch
695 aoim:#NebulaAppearanceDarkMolecularCloud</code>
696 </blockquote>
697 which states that the AOIM concept Nebula Appearance Dark Molecular
698 Cloud is more specific than the A&amp;A Keywords concept ISM Clouds.
699 </li>
701 <li>
702 Related concept, i.e. there is some form of relationship.
703 This is captured with the RDF statement
704 <blockquote>
705 <code>AAkeys:#BlackHolePhysics skos:relatedMatch
706 aoim:#StarEvolutionaryStageBlackHole</code>
707 </blockquote>
708 which states that the A&amp;A Keywords concept Black Hole Physics has
709 an association with the AOIM concept Star Evolutionary Stage Black Hole.
710 </li>
712 </ul>
714 <p>
715 <!-- <span class='todo'>[TODO:] Enter text regarding the resolution of <a
716 href="http://code.google.com/p/volute/issues/detail?id=7">Issue
717 7</a>.</span> -->
719 The semantic mapping relationships have certain properties.
720 The broadMatch relationship has the narrowMatch relationship as its
721 inverse and the exactMatch and relatedMatch relationships are
722 symmetrical.
723 The consequence of these properties is that if you have a mapping from
724 concept <code>A</code> in one vocabulary to concept <code>B</code> in
725 another vocabulary then you can infer a mapping from concept
726 <code>B</code> to concept <code>A</code>.
727 </p>
729 </div>
731 </div>
733 <div class='section' id='publishing'>
734 <p class='title'>Publishing vocabularies (normative)</p>
736 <div class='section' id='pubreq'>
737 <p class='title'>Requirements</p>
739 <p>A vocabulary which conforms to this IVOA standard has the following
740 features. In this section, the keywords
741 <span class='rfc2119' >must</span>,
742 <span class='rfc2119' >should</span>
743 and so on, are to be interpreted as described in <span
744 class='cite'>std:rfc2119</span>.</p>
746 <div class='section'>
747 <p class='title'>Dereferenceable namespace</p>
749 <p>The namespace of the
750 vocabulary <span class='rfc2119'>must</span> be dereferenceable on the
751 web. That is, typing the namespace URL into a web browser will
752 produce human-readable documentation about the vocabulary. In
753 addition, the namespace URL <span class='rfc2119' >should</span>
754 return the RDF version of the vocabulary if it is retrieved with an
755 HTTP Accept header of <code>application/rdf+xml</code>.</p>
757 <p><em>Rationale: These prescriptions are intended to be compatible
758 with the patterns described in <span class='cite'>berrueta08</span>
759 and <span class='cite'>sauermann07</span>, and vocabulary distributors
760 <span class='rfc2119' >should</span> follow these patterns where
761 possible.</em></p>
762 </div>
764 <div class='section'>
765 <p class='title'>Long-term availability</p>
767 <p>The files defining a
768 vocabulary, including those of superseded versions, should remain
769 permanently available. There is no requirement that the namespace
770 URL be at any particular location, although the IVOA web pages, or the
771 online sections of the A&amp;A journal would likely be suitable
772 archival locations.</p>
773 </div>
775 <div class='section'>
776 <p class='title'>Distribution format</p>
778 <p>Vocabularies <span class='rfc2119'>must</span> be made available
779 for distribution as SKOS RDF files, in either RDF/XML <span
780 class='cite'>std:rdfxml</span> or Turtle <span
781 class='cite'>std:turtle</span> format; vocabularies <span
782 class='rfc2119'>should</span> be made available in both formats. See
783 issue <a href='@DISTURI@/issues#distformat-2'>[distformat-2]</a>.</p>
785 <p>A publisher <span class='rfc2119'>may</span> make available
786 documentation and supporting files in other formats.</p>
788 <p><em>Rationale: this does imply that the vocabulary source files can only
789 realistically be parsed using an RDF parser. An alternative is to
790 require that vocabularies be distributed using a subset of RDF/XML
791 which can also be naively handled as traditional XML; however as well
792 as creating an extra standardisation requirement, this would make it
793 effectively infeasible to write out the distribution version of the
794 vocabulary using an RDF or general SKOS tool.</em></p>
795 </div>
797 <div class='section'>
798 <p class='title'>Clearly versioned vocabulary</p>
800 <p><span class='todo' >To be decided. There are interactions with
801 'long-term availability' and 'dereferenceable namespace', since this
802 implies that the vocabulary version should be manifestly encoded in
803 the namespace URI.</span> See issue <a
804 href='@DISTURI@/issues#versioning-3' >[versioning-3]</a>.</p>
806 </div>
808 <div class='section'>
809 <p class='title'>No restrictions on source files</p>
811 <p>This standard does not place any restrictions on the format of the
812 files managed by the maintenance process, as long as the distributed
813 files are as specified above. See issue
814 <a href='@DISTURI@/issues#masterformat-1' >[masterformat-1]</a>.</p>
815 </div>
817 </div>
819 <div class='section' id='practices'>
820 <p class='title'>Suggested good practices</p>
822 <p>This standard imposes a number of requirements on conformant
823 vocabularies (see <span class='xref' >publishing</span>). In
824 this section we list a number of good practices that IVOA vocabularies
825 <span class='rfc2119'>should</span> abide by. Some of the
826 prescriptions below are more specific than good-practice guidelines
827 for vocabularies in general.</p>
829 <p>The adoption of the following guidelines will make it easier to use
830 vocabularies in generic VO applications. However, VO applications
831 <span class='rfc2119'>should</span> be able to accept any vocabulary
832 that complies with the latest SKOS standard
833 <span class="cite">std:skosref</span> (this does not imply, of
834 course, that an application will necessarily understand the terms in
835 an alien vocabulary, although the presence of mappings to a known
836 vocabulary should allow it to derive some benefit).</p>
838 <ol>
840 <li>Concept identifiers <span class='rfc2119'>should</span> consist
841 only of the letters a-z, A-Z, and numbers 0-9, i.e. no spaces, no
842 exotic letters (e.g. umlauts), and no characters which would make a
843 token inexpressible as part of a URI; since tokens are for use by
844 computers only, this is not a big restriction, since the exotic
845 letters can be used within the labels and documentation if
846 appropriate.</li>
848 <li>The concept identifiers <span class='rfc2119'>should</span> be
849 kept in human-readable form, directly reflect the implied meaning, and
850 not be semi-random identifiers only (for example, use
851 <q>spiralGalaxy</q>, not "t1234567"); tokens <span
852 class='rfc2119'>should</span> preferably be created via a direct
853 conversion from the preferred label via removable/translation of
854 non-token characters (see above) and sub-token separation via
855 capitalisation of the first sub-token character (e.g. the label "My
856 favourite idea-label #42" is converted into
857 "MyFavouriteIdeaLabel42").</li>
859 <li>Labels <span class='rfc2119'>should</span> be in the form of the source vocabulary. When
860 developing a new vocabulary the singular form <span
861 class='rfc2119'>should</span> be preferred,
862 e.g. <q>spiral galaxy</q>, not "spiral galaxies". <span
863 class='todo'><a
864 href="http://code.google.com/p/volute/issues/detail?id=1">Open
865 issue</a></span></li>
867 <li>Each concept <span class='rfc2119'>should</span> have a definition
868 (<code>skos:definition</code>) that constitutes a short description of
869 the concept which could be adopted by an application using the
870 vocabulary. Each concept <span class='rfc2119'>should</span> have
871 additional documentation using SKOS Notes or
872 Dublin Core terms as appropriate
873 (see <span class='cite'>std:skosref</span>)</li>
875 <li>The language localisation <span class='rfc2119'>should</span> be
876 declared where appropriate, in preferred labels, alternate labels,
877 definitions, and the like.</li>
879 <li>Relationships (<q>broader</q>, <q>narrower</q>, <q>related</q>)
880 between concepts <span class='rfc2119'>should</span> be present, but
881 are not required; if used, they <span class='rfc2119'>should</span> be
882 complete (thus all <q>broader</q> links have corresponding
883 <q>narrower</q> links in the referenced entries and <q>related</q>
884 entries link each other).</li>
886 <li><q>TopConcept</q> entries (see above) <span
887 class='rfc2119'>should</span> be declared and normally consist of
888 those concepts that do not have any <q>broader</q> relationships
889 (i.e. not at a sub-ordinate position in the hierarchy).</li>
891 <li>Publishers <span class='rfc2119'>should</span> publish
892 <q>mappings</q> between their vocabularies and other commonly used
893 vocabularies. These <span class='rfc2119'>should</span> be external to
894 the defining vocabulary document so that the vocabulary can be used
895 independently of the publisher's mappings. <span class='todo' ><a
896 href='http://code.google.com/p/volute/issues/detail?id=8' >Open
897 issue</a></span>.</li>
898 </ol>
900 <!--
901 <p>These suggestions are by no means trivial – there was
902 considerable discussion within the semantic working group on many of
903 these topics, particularly about token formats (some wanted lower-case
904 only), and singular versus plural forms of the labels (different
905 traditions exist within the international library science
906 community). Obviously, no publisher of an astronomical vocabulary has
907 to adopt these rules, but the adoption of these rules will make it
908 easier to use the vocabularly in external generic VO
909 applications. However, VO applications should be developed to accept
910 any vocabulary that complies with the latest SKOS standard <span
911 class="cite">std:skosref</span>.</p>
912 -->
913 </div>
915 </div>
918 <div class="section" id='distvocab'>
919 <p class="title">Example vocabularies</p>
921 <p>The intent of having the IVOA adopt SKOS as the preferred format for
922 astronomical vocabularies is to encourage the creation and management
923 of diverse vocabularies by competent astronomical groups, so that
924 users of the VO and related resources can benefit directly and
925 dynamically without the intervention of the IAU or IVOA. However, we
926 felt it important to provide several examples of vocabularies in the
927 SKOS format as part of the proposal, to illustrate their simplicity
928 and power, and to provide an immediate vocabulary basis for VO
929 applications.</p>
931 <p>See also issue
932 <a href='@DISTURI@/issues#vocabset-5' >[vocabset-5]</a>. The
933 identification of sections as normative or informative depends on the
934 outcome of this issue.</p>
936 <p>We provide a set of SKOS files representing the vocabularies which
937 have been developed, and mappings between them. These can be
938 downloaded at the URL</p>
939 <blockquote>
940 <span class='url'>@BASEURI@/@DISTNAME@.tar.gz</span>
941 </blockquote>
942 <p class='todo'>Not yet: instead go to
943 <span class='url'>http://code.google.com/p/volute/downloads/list</span></p>
945 <p><span class='todo' >[To be expanded:] there are no mappings at the
946 moment. Also, the vocabularies are all in a single language, though
947 translations of the IAU93 thesaurus are available. See also
948 <a href='http://code.google.com/p/volute/issues/detail?id=8' >issue 8</a></span></p>
950 <div class='section' id='vocab-constellation'>
951 <p class='title'>A Constellation Name Vocabulary</p>
953 <p>This vocabulary is presented as a simple example of an astronomical vocabulary for a very particular purpose, e.g. handling constellation information like that commonly encountered in variable star research. For example, <q>SS Cygni</q> is a cataclysmic variable located in the constellation <q>Cygnus</q>. The name of the star uses the genitive form <q>Cygni</q>, but the alternate label <q>SS Cyg</q> uses the standard abbreviation <q>Cyg</q>. Given the constellation vocabulary, all of these forms are recorded together in a computer-manipulatable format. Various incorrect forms should probably be represented in SKOS `hidden labels'</p>
955 <p>The &lt;skos:ConceptScheme&gt; contains a single &lt;skos:TopConcept&gt;, <q>constellation</q></p>
956 <br/><br/><center>
957 <table>
958 <tr><th bgcolor="#eecccc">XML Syntax</th>
959 <th width="10"/><th bgcolor="#cceecc">Turtle Syntax</th></tr>
960 <tr><td/></tr>
961 <tr>
962 <td bgcolor="#eecccc">
963 <pre>
964 &lt;skos:Concept rdf:about="#constellation"&gt;
965 &lt;skos:inScheme rdf:resource=""/&gt;
966 &lt;skos:prefLabel&gt;
967 constellation
968 &lt;/skos:prefLabel&gt;
969 &lt;skos:definition&gt;
970 IAU-sanctioned constellation names
971 &lt;/skos:definition&gt;
972 &lt;skos:narrower rdf:resource="#Andromeda"/&gt;
973 ...
974 &lt;skos:narrower rdf:resource="#Vulpecula"/&gt;
975 &lt;/skos:Concept&gt;
976 </pre>
977 </td>
978 <td/>
979 <td bgcolor="#cceecc">
980 <pre>
981 &lt;#constellation&gt; a :Concept;
982 :inScheme &lt;&gt;;
983 :prefLabel "constellation";
984 :definition "IAU-sanctioned constellation names";
985 :narrower &lt;#Andromeda&gt;;
986 ...
987 :narrower &lt;#Vulpecula&gt;.
988 </pre>
989 </td></tr>
990 </table></center>
991 <p>and the entry for <q>Cygnus</q> is</p>
992 <center><table><tr>
993 <td bgcolor="#eecccc">
994 <pre>
995 &lt;skos:Concept rdf:about="#Cygnus"&gt;
996 &lt;skos:inScheme rdf:resource=""/&gt;
997 &lt;skos:prefLabel&gt;Cygnus&lt;/skos:prefLabel&gt;
998 &lt;skos:definition&gt;Cygnus&lt;/skos:definition&gt;
999 &lt;skos:altLabel&gt;Cygni&lt;/skos:altLabel&gt;
1000 &lt;skos:altLabel&gt;Cyg&lt;/skos:altLabel&gt;
1001 &lt;skos:broader rdf:resource="#constellation"/&gt;
1002 &lt;skos:scopeNote&gt;
1003 Cygnus is nominative form; the alternative
1004 labels are the genitive and short forms
1005 &lt;/skos:scopeNote&gt;
1006 &lt;/skos:Concept&gt;
1007 </pre>
1008 </td>
1009 <td width="10"/>
1010 <td bgcolor="#cceecc">
1011 <pre>
1012 &lt;#Cygnus&gt; a :Concept;
1013 :inScheme &lt;&gt;;
1014 :prefLabel "Cygnus";
1015 :definition "Cygnus";
1016 :altLabel "Cygni";
1017 :altLabel "Cyg";
1018 :broader &lt;#constellation&gt;;
1019 :scopeNote """Cygnus is nominative form;
1020 the alternative labels are the genitive and
1021 short forms""" .
1022 </pre>
1023 </td>
1024 </tr></table></center>
1026 <p>Note that SKOS alone does not permit the distinct differentiation
1027 of genitive forms and abbreviations, but the use of alternate labels
1028 is more than adequate enough for processing by VO applications where
1029 the difference between <q>SS Cygni</q>, <q>SS Cyg</q>, and the incorrect form
1030 <q>SS Cygnus</q> is probably irrelevant.</p>
1031 </div>
1033 <div class='section' id='vocab-aa'>
1034 <p class='title'>The Astronomy &amp; Astrophysics Keyword List</p>
1036 <p>
1037 This vocabulary is a set of keywords made available on a web page by
1038 the publisher of the journal.
1039 The intended usage of the vocabulary is to tag articles with
1040 descriptive keywords to aid searching for articles on a particular
1041 topic.
1042 </p>
1044 <p>
1045 The keywords are organised into categories which have been modelled as
1046 hierarchical relationships.
1047 Additionally, some of the keywords are grouped into collections which
1048 has been mirrored in the SKOS version.
1049 The vocabulary contains no definitions or related links as these are
1050 not provided in the original keyword list, and only a handful of
1051 alternative labels and scope notes that are present in the original
1052 keyword list.
1053 </p>
1055 </div>
1057 <div class='section' id='vocab-aoim'>
1058 <p class='title'>The AOIM Taxonomy</p>
1060 <p>
1061 This vocabulary is published by the IVOA to allow images to be tagged
1062 with keywords that are relevant for the public.
1063 It consists of a set of keywords organised into an enumerated
1064 hierarchical structure.
1065 Each term consists of a taxonomic number and a label.
1066 There are no definitions, scope notes, or cross references.
1067 </p>
1069 <p>When converting the AOIM into SKOS, it was decided to model the
1070 taxonomic number as an alternative label.
1071 Since there are duplication of terms, the token for a term consists of
1072 the full hierarchical location of the term.
1073 Thus, it is possible to distinguish between</p>
1074 <pre>
1075 Planet -> Feature -> Surface -> Canyon
1076 </pre>
1077 <p>and</p>
1078 <pre>
1079 Planet -> Satellite -> Feature -> Surface -> Canyon
1080 </pre>
1081 <p>which have the tokens <code>PlanetFeatureSurfaceCanyon</code> and
1082 <code>PlanetSatelliteFeatureSurfaceCanyon</code> respectively.
1083 </p>
1085 </div>
1087 <div class='section' id='vocab-ucd1'>
1088 <p class='title'>The UCD1+ Vocabulary</p>
1090 <p>The UCD standard is an officially sanctioned and managed vocabulary
1091 of the IVOA. The normative document is a simple text file containing
1092 entries consisting of tokens (e.g. <code>em.IR</code>), a short
1093 description, and usage information (<q>syntax codes</q> which permit
1094 UCD tokens to be concatenated). The form of the tokens implies a
1095 natural hierarchy: <code>em.IR.8-15um</code> is obviously a narrower
1096 term than <code>em.IR</code>, which in turn is narrower than
1097 <code>em</code>.</p>
1099 <p>Given the structure of the UCD1+ vocabulary, the natural
1100 translation to SKOS consists of preferred labels equal to the original
1101 tokens (the UCD1 words include dashes and periods), vocabulary tokens
1102 created using guidelines in <span class='xref'
1103 >practices</span> (e.g., "emIR815Um" for
1104 <code>em.IR.8-15um</code>), direct use of the definitions, and the syntax codes
1105 placed in usage documentation: <code>&lt;skos:scopeNote&gt;UCD syntax code: P&lt;/skos:scopeNote&gt;</code></p>
1107 <p>Note that the SKOS document containing the UCD1+ vocabulary does
1108 NOT consistute the official version: the normative document is still
1109 the text list. However, on the long term, the IVOA may decide to make
1110 the SKOS version normative, since the SKOS version contains all of the
1111 information contained in the original text document but has the
1112 advantage of being in a standard format easily read and used by any
1113 application on the semantic web whilst still being usable in the
1114 current ways.</p>
1116 </div>
1118 <div class='section' id='vocab-iau93'>
1119 <p class='title'>The 1993 IAU Thesaurus</p>
1121 <p>The IAU Thesaurus consists of concepts with mostly capitalised
1122 labels and a rich set of thesaurus relationships (<q>BT</q> for
1123 "broader term", <q>NT</q> for <q>narrower term</q>, and <q>RT</q> for
1124 <q>related term</q>). The thesaurus also contains <q>U</q> (for
1125 <q>use</q>) and <q>UF</q> (<q>use for</q>) relationships. In a SKOS
1126 model of a vocabulary these are captured as alternative labels. A
1127 separate document contains translations of the vocabulary terms in
1128 five languages: English, French, German, Italian, and
1129 Spanish. Enumerable concepts are plural (e.g. <q>SPIRAL
1130 GALAXIES</q>) and non-enumerable concepts are singular
1131 (e.g. <q>STABILITY</q>). Finally, there are some usage hints like
1132 <q>combine with other</q></p>
1134 <p>In converting the IAU Thesaurus to SKOS, we have been as faithful
1135 as possible to the original format of the thesaurus. Thus, preferred
1136 labels have been kept in their uppercase format.</p>
1138 <p>The IAU Thesaurus has been unmaintained since its initial production in
1139 1993; it is therefore significantly out of date in places. This
1140 vocabulary is published for the sake of completeness, and to make the
1141 link between the evolving vocabulary work and any uses of the 1993
1142 vocabulary which come to light. We do not expect to make any future
1143 maintenance changes to this vocabulary, and would expect the IVOAT
1144 vocabulary, based on this one, to be used instead (see <span class='xref'>vocab-ivoat</span>).</p>
1146 </div>
1148 <div class='section' id='vocab-ivoat'>
1149 <p class='title'>Towards an IVOA Thesaurus</p>
1151 <p>While it is true that the adoption of SKOS will make it easy to
1152 publish and access different astronomical vocabularies, the fact is
1153 that there is no vocabulary which makes it easy to jump-start the
1154 use of vocabularies in generic astrophysical VO applications: each of
1155 the previously developed vocabularies has their own limits and
1156 biases. For example, the IAU Thesaurus provides a large number of
1157 entries, copious relationships, and translations to four other languages,
1158 but there are no definitions, many concepts are now only useful for
1159 historical purposes (e.g. many photographic or historical instrument
1160 entries), some of the relationships are false or outdated, and many
1161 important or newer concepts and their common abbreviations are
1162 missing.</p>
1164 <p>Despite its faults, the IAU Thesaurus constitutes a very extensive
1165 vocabulary which could easily serve as the basis vocabulary once
1166 we have removed its most egregious faults and extended it to cover the
1167 most obvious semantic holes. To this end, a heavily revised IAU
1168 thesaurus is in preparation for use within the IVOA and other
1169 astronomical contexts. The goal is to provide a general vocabulary
1170 foundation to which other, more specialised, vocabularies can be added
1171 as needed, and to provide a good <q>lingua franca</q> for the creation of
1172 vocabulary mappings.</p>
1173 </div>
1174 </div> <!-- End: Example vocabularies -->
1176 <div class='section' id='distmappings'>
1177 <p class='title'>Example Mapping</p>
1179 <p>To show how mappings can be expressed between two vocabularies, we
1180 have provided one example mapping document which maps the concepts in
1181 the A&amp;A Keywords vocabulary to the concepts in the AOIM
1182 vocabulary.
1183 All four types of mappings were required.
1184 Since all the mapping relationships have inverse relationships
1185 defined, the mapping document can also be used to infer the set of
1186 mappings from the AOIM vocabulary to the A&amp;A keywords.
1187 </p>
1189 <p>
1190 To provide provenence information about the set of mappings in a
1191 document, dublin core metadata is included in the mapping document.
1192 </p>
1194 </div>
1196 <div class="appendices">
1198 <div class="section-nonum" id="bibliography">
1199 <p class="title">Bibliography</p>
1200 <?bibliography rm-refs ?>
1201 </div>
1203 <p style="text-align: right; font-size: x-small; color: #888;">
1204 $Revision$ $Date$
1205 </p>
1207 </div>
1209 </body>
1210 </html>


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