This chapter describes how to improve your query application with a thesaurus. The following topics are discussed in this chapter:
Users of your query application looking for information on a given topic might not know which words have been used in documents that refer to that topic.
Oracle Text enables you to create case-sensitive or case-insensitive thesauruses that define synonym and hierarchical relationships between words and phrases. You can then retrieve documents that contain relevant text by expanding queries to include similar or related terms as defined in the thesaurus.
You can create a thesaurus and load it into the system.
Note:Oracle Text thesaurus formats and functionality are compliant with both the ISO-2788 and ANSI Z39.19 (1993) standards.
Thesauruses and thesaurus entries can be created, modified, and deleted by all Oracle Text users with the
To maintain and browse your thesaurus programatically, you can use the PL/SQL package,
CTX_THES. With this package, you can browse terms and hierarchical relationships, add and delete terms, and add and remove thesaurus relations.
You can also use the thesaurus operators in the
CONTAINS clause to expand query terms according to your loaded thesaurus. For example, you can use the
SYN operator to expand a term such as dog to its synonyms as follows:
ctxload utility can be used for loading thesauruses from a plain-text file into the thesaurus tables, as well as dumping thesauruses from the tables into output (or dump) files.
The thesaurus dump files created by
ctxload can be printed out or used as input for other applications. The dump files can also be used to load a thesaurus into the thesaurus tables. This can be useful for using an existing thesaurus as the basis for creating a new thesaurus.
To ensure sound security practices, Oracle recommends that you enter the password for
ctxload using the interactive mode, which prompts you for the user password. Oracle strongly recommends that you do not enter a password on the command line.
In a case-sensitive thesaurus, terms (words and phrases) are stored exactly as entered. For example, if a term is entered in mixed-case (using either the
CTX_THES package or a thesaurus load file), the thesaurus stores the entry in mixed-case.
Note:To take full advantage of query expansions that result from a case-sensitive thesaurus, your index must also be case-sensitive.
When loading a thesaurus, you can specify that the thesaurus be loaded case-sensitive using the -thescase parameter.
When creating a thesaurus with
CREATE_THESAURUS, you can specify that the thesaurus created be case-sensitive.
In addition, when a case-sensitive thesaurus is specified in a query, the thesaurus lookup uses the query terms exactly as entered in the query. Therefore, queries that use case-sensitive thesauruses allow for a higher level of precision in the query expansion, which helps lookup when and only when you have a case-sensitive index.
For example, a case-sensitive thesaurus is created with different entries for the distinct meanings of the terms Turkey (the country) and turkey (the type of bird). Using the thesaurus, a query for Turkey expands to include only the entries associated with Turkey.
In a case-insensitive thesaurus, terms are stored in all-uppercase, regardless of the case in which they were originally entered.
ctxload program loads a thesaurus in case-insensitive mode by default.
When creating a thesaurus with
CREATE_THESAURUS, the thesaurus is created as case-insensitive by default.
In addition, when a case-insensitive thesaurus is specified in a query, the query terms are converted to all-uppercase for thesaurus lookup. As a result, Oracle Text is unable to distinguish between terms that have different meanings when they are in mixed-case.
For example, a case-insensitive thesaurus is created with different entries for the two distinct meanings of the term TURKEY (the country or the type of bird). Using the thesaurus, a query for either Turkey or turkey is converted to TURKEY for thesaurus lookup and then expanded to include all the entries associated with both meanings.
See Also:The "ctxload Utility"
If you do not specify a thesaurus by name in a query, by default, the thesaurus operators use a thesaurus named DEFAULT. However, Oracle Text does not provide a DEFAULT thesaurus.
As a result, if you want to use a default thesaurus for the thesaurus operators, you must create a thesaurus named DEFAULT. You can create the thesaurus through any of the thesaurus creation methods supported by Oracle Text:
Although Oracle Text does not provide a default thesaurus, Oracle Text does supply a thesaurus, in the form of a file that you load with
ctxload, that can be used to create a general-purpose, English-language thesaurus.
The thesaurus load file can be used to create a default thesaurus for Oracle Text, or it can be used as the basis for creating thesauruses tailored to a specific subject or range of subjects.
See Also:Oracle Text Reference to learn more about using
CTX_THESpackage, and "ctxload Utility" in this chapter
The supplied thesaurus is similar to a traditional thesaurus, such as Roget's Thesaurus, in that it provides a list of synonymous and semantically related terms.
The supplied thesaurus provides additional value by organizing the terms into a hierarchy that defines real-world, practical relationships between narrower terms and their broader terms.
Additionally, cross-references are established between terms in different areas of the hierarchy.
The exact name and location of the thesaurus load file is operating system dependent; however, the file is generally named
dr0thsus (with an appropriate extension for text files) and is generally located in the following directory structure:
<Oracle_home_directory> <interMedia_Text_directory> sample thes
See Also:Oracle Database installation documentation specific to your operating system for more information about the directory structure of Oracle Text
You can create synonyms, related terms, and hierarchical relationships with a thesaurus. The following sections give examples.
If you have a thesaurus of computer science terms, you might define a synonym for the term XML as extensible markup language. This enables queries on either of these terms to return the same documents.
SYN Extensible Markup Language
You can thus use the SYN operator to expand XML into its synonyms:
is expanded to:
'XML, Extensible Markup Language'
If your document set is made up of news articles, you can use a thesaurus to define a hierarchy of geographical terms. Consider the following hierarchy that describes a geographical hierarchy for the U.S state of California:
California NT Northern California NT San Francisco NT San Jose NT Central Valley NT Fresno NT Southern California NT Los Angeles
You can thus use the
NT operator to expand a query on California as follows:
'California, Northern California, San Francisco, San Jose, Central Valley, Fresno, Southern California, Los Angeles'
The resulting hitlist shows all documents related to the U.S. state of California regions and cities.
Defining a custom thesaurus enables you to process queries more intelligently. Because users of your application might not know which words represent a topic, you can define synonyms or narrower terms for likely query terms. You can use the thesaurus operators to expand your query into your thesaurus terms.
There are two ways to enhance your query application with a custom thesaurus so that you can process queries more intelligently:
Load your custom thesaurus and enter queries with thesaurus operators
Augment the knowledge base with your custom thesaurus (English only) and use the
ABOUT operator to expand your query.
Each approach has its advantages and disadvantages.
To build a custom thesaurus, follow these steps:
Create your thesaurus. See "Defining Terms in a Thesaurus".
Load thesaurus with
ctxload. The following example imports a thesaurus named
tech_doc from an import file named
ctxload -thes -name tech_doc -file tech_thesaurus.txt
At the prompt, enter username and password. To ensure security, do not enter a password at the command line.
Use THES operators to query. For example, you can find all documents that contain XML and its synonyms as defined in tech_doc:
The advantage of using this method is that you can modify the thesaurus after indexing.
You can add your custom thesaurus to a branch in the existing knowledge base. The knowledge base is a hierarchical tree of concepts used for theme indexing,
ABOUT queries, and deriving themes for document services.
When you augment the existing knowledge base with your new thesaurus, you query with the
ABOUT operator which implicitly expands to synonyms and narrower terms. You do not query with the thesaurus operators.
To augment the existing knowledge base with your custom thesaurus, follow these steps:
Load thesaurus with
ctxload. See "Loading a Thesaurus with ctxload".
Compile the loaded thesaurus with
ctxkbtc compiler. Refer to "Compiling a Loaded Thesaurus".
Index your documents. By default the system creates a theme component to your index.
ABOUT operator to query. For example, to find all documents that are related to the term politics including any synonyms or narrower terms as defined in the knowledge base, enter the query:
Compiling your custom thesaurus with the existing knowledge base before indexing enables faster and simpler queries with the
ABOUT operator. Document services can also take full advantage of the customized information for creating theme summaries and Gists.
Use of the
ABOUT operator requires a theme component in the index, which requires slightly more disk space. You must also define the thesaurus before indexing your documents. If you make any change to the thesaurus, you must recompile your thesaurus and re-index your documents.
When adding terms to the knowledge base, Oracle recommends that new terms be linked to one of the categories in the knowledge base for best results in theme proving.
See Also:Oracle Text Reference for more information about the supplied English knowledge base
If new terms are kept completely separate from existing categories, fewer themes from new terms will be proven. The result of this is poor precision and recall with
ABOUT queries as well as poor quality of gists and theme highlighting.
You link new terms to existing terms by making an existing term the broader term for the new terms.
You purchase a medical thesaurus
medthes containing a a hierarchy of medical terms. The four top terms in the thesaurus are the following:
Anesthesia and Analgesia
Anti-Allergic and Respiratory System Agents
Anti-Inflammatory Agents, Antirheumatic Agents, and Inflammation Mediators
Antineoplastic and Immunosuppressive Agents
To link these terms to the existing knowledge base, add the following entries to the medical thesaurus to map the new terms to the existing health and medicine branch:
health and medicine NT Anesthesia and Analgesia NT Anti-Allergic and Respiratory System Agents NT Anti-Inflamammatory Agents, Antirheumatic Agents, and Inflamation Mediators NT Antineoplastic and Immunosuppressive Agents
Assuming the medical thesaurus is in a file called
med.thes, you load the thesaurus as
ctxload as follows:
ctxload -thes -thescase y -name medthes -file med.thes -user ctxsys
When you enter the
ctxload command line, you are prompted for the user password. For best security practices, never enter the password at the command line. Alternatively, you may omit the
-user and let
ctxload prompt you for username and password, respectively.
To link the loaded thesaurus
medthes to the knowledge base, use
ctxkbtc as follows:
ctxkbtc -user ctxsys -name medthes
When you enter the
ctxkbtc command line, you are prompted for the user password. As with
ctxload, for best security practices, do not enter the password at the command line.
In order to ensure sound security practices, Oracle recommends that you enter the password for
ctxkbtc using the interactive mode, which prompts you for the user password. Oracle strongly recommends that you do not enter a password on the command line.
Oracle Text supplies a knowledge base for English and French. The supplied knowledge contains the information used to perform theme analysis. Theme analysis includes theme indexing,
ABOUT queries, and theme extraction with the
The knowledge base is a hierarchical tree of concepts and categories. It has six main branches:
Science and technology
Business and economics
Government and military
Abstract ideas and concepts
See Also:Oracle Text Reference for the breakdown of the category hierarchy
The supplied knowledge base is like a thesaurus in that it is hierarchical and contains broader term, narrower term, and related term information. As such, you can improve the accuracy of theme analysis by augmenting the knowledge base with your industry-specific thesaurus by linking new terms to existing terms.
Note:Oracle Text supplied knowledge bases may not necessarily be installed when Oracle Text is installed. You may need to separately install the knowledge bases if they have not been installed. For more information, refer to Oracle Database installation documentation specific to your operating system.
You can also extend theme functionality to other languages by compiling a language-specific thesaurus into a knowledge base.
Knowledge bases can be in any single-byte character set. Supplied knowledge bases are in WE8ISO8859P1. You can store an extended knowledge base in another character set such as US7ASCII.
You can extend theme functionality to languages other than English or French by loading your own knowledge base for any single-byte whitespace delimited language, including Spanish.
Theme functionality includes theme indexing,
ABOUT queries, theme highlighting, and the generation of themes, gists, and theme summaries with
You extend theme functionality by adding a user-defined knowledge base. For example, you can create a Spanish knowledge base from a Spanish thesaurus.
To load your language-specific knowledge base, follow these steps:
Load your custom thesaurus using
ctxload. Refer to "Loading a Thesaurus with ctxload".
NLS_LANG so that the language portion is the target language. The charset portion must be a single-byte character set.
Compile the loaded thesaurus using
ctxkbtc as follows:
ctxkbtc -user ctxsys -name my_lang_thes
Enter the password for
-user when prompted. Refer to "Compiling a Loaded Thesaurus".
This statement compiles your language-specific knowledge base from the loaded thesaurus.
To use this knowledge base for theme analysis during indexing and
ABOUT queries, specify the
NLS_LANG language as the
THEME_LANGUAGE attribute value for the
The following limitations apply for adding knowledge bases:
Oracle supplies knowledge bases in English and French only. You must provide your own thesaurus for any other language.
You can only add knowledge bases for languages with single-byte character sets. You cannot create a knowledge base for languages which can be expressed only in multibyte character sets. If the database is a multibyte universal character set, such as UTF-8, the
NLS_LANG parameter must still be set to a compatible single-byte character set when compiling the thesaurus.
Adding a knowledge base works best for whitespace delimited languages.
You can have at most one knowledge base for each
Obtaining hierarchical query feedback information such as broader terms, narrower terms and related terms does not work in languages other than English and French. In other languages, the knowledge bases are derived entirely from your thesauruses. In such cases, Oracle recommends that you obtain hierarchical information directly from your thesauruses.
See Also:Oracle Text Reference for more information about theme indexing,
ABOUTqueries, using the
CTX_DOCpackage, and the supplied English knowledge base