Faceted Classification Complex subjects from simpler components INF 384 C, Fall 2009 Outline • Prequel: Arrangement of concepts within hierarchies. • Goals of faceted classification. • Basic design of faceted classifications. • Facet analysis of complex subjects (factoring). • Determination of facet structure. • Faceted browsing on the Web. • Assignment notes. INF 384 C, Fall 2009 Arrangement within hierarchies Two forms: • Showing multiple principles of division that relate children to their parent node (subfacets). • Ordering via appropriate principles at each array (Ranganathan’s canons and such). INF 384 C, Fall 2009 Showing principles of division (subfacets) shoes high heels hiking boots mary-janes pumps running shoes sandals slingbacks stilettos wedges winter boots INF 384 C, Fall 2009 shoes (by season) winter spring (by function) hiking running (by style) boots pumps sandals (by feature) slingbacks mary-janes (by heel type) stilettos wedges (by heel height) high heels Ordering concepts at each level An “array” is a group of siblings (descriptors at the same level of hierarchy). These should be ordered, even if you don’t need subfacets. Possible orders: • General to specific. • Chronological. • Close to far away. • Order of a process. INF 384 C, Fall 2009 Example: music tempos Allegro Andante Largo Moderato Presto Vivace Largo Andante Moderato Allegro Vivace Presto (alphabetical) (slowest to fastest) INF 384 C, Fall 2009 Motivations for faceted classification • The sheer number of documents keeps growing. • The subjects of the documents are both more specific and more complex. • Knowledge itself is rapidly expanding—new subjects are constantly being created. It’s not helpful to put huge numbers of documents in general subject categories (British History, Nuclear Physics). And yet we can’t possibly enumerate all the possible subjects that either currently exist or may soon exist. What to do? INF 384 C, Fall 2009 Goals of faceted classification If we can create a classification scheme that lists subject components, then we can build complex subjects out of the components as necessary. We facilitate the construction of complex subjects by organizing the component concepts that make up our classification into facets, or potential aspects of the subject. INF 384 C, Fall 2009 From compound to components Example of complex subject: The history of Japanese tea drinking etiquette Components (or isolates, or factors): History + Japan + Tea + Drinking + Etiquette Potential fundamental categories (facets) for the components: Disciplines (history); Locations (Japan); Beverages (Tea); Activities (Drinking); Values (Etiquette) INF 384 C, Fall 2009 Building subjects from components A traditional faceted classification for libraries includes both the facet structure of components and syntax rules for combining the components into complex subjects. These rules are necessary to ensure that documents are filed consistently on shelves. (In an online environment, these rules become superfluous.) To “mechanize” the subject-building process and simplify filing, components are given a notation (such as “soil acidity – sag” that clarifies the component’s position within a facet. INF 384 C, Fall 2009 Structure of faceted classifications While a facet may be a simple list, components within a facet are typically arranged hierarchically (using a stricter or looser sense of hierarchy as appropriate). Organic farming classification Crops Fruits (by origin) Vines Grapes Bushes Trees Vegetables Processes Materials Planting Natural soil amendments Controlling pests Fertilizing Compost Mulch Natural pesticides Herbs INF 384 C, Fall 2009 Designing faceted classifications 1. Decompose complex concepts (which you have gathered via your research into the subject literature) into component parts, via syntactic or semantic factoring. 2. Group the simple components into fundamental categories. 3. Organize the components in each facet (with hierarchical relationships, subfacets that indicate multiple principles of division, order within arrays, and so on). INF 384 C, Fall 2009 Understanding complex concepts There are two kinds of compounds: • A multi-word unit (which may be a simple concept, such as stained glass, or a complex concept, such as glass cutting). • A multi-concept unit (which may be a single word, such as sourdough). INF 384 C, Fall 2009 Syntactic and semantic factoring Syntactic factoring: A term with multiple words is divided into smaller components. Example: rye bread into rye + bread; Irish emigration into emigration + Irish Semantic factoring: A term is divided into multiple elementary concepts. Example: apartment into dwelling + rental + shared building. INF 384 C, Fall 2009 Semantic factoring Most standards/authorities don’t recommend semantic factoring, and there aren’t rules you can use to help with it. But semantic factoring can sometimes help you discover missing concepts in your subject language. It might be extreme to describe Passover as “holiday + Jewish + commemoration + Exodus,” but doing so might make us consider both religion and commemoration of events as aspects common to many holidays. Parsing compounds A compound term consists of a focus (the class of things or events) and a difference, which modifies the class and makes a subclass. Examples: • Car tires: Focus is tires, difference is cars. • Opera singing: Focus is singing, difference is opera. • Mushroom hunter: Focus is hunter, difference is mushroom. INF 384 C, Fall 2009 Action/patient factoring If the term contains an action (focus) modified by the recipient of the action (difference), factor. But if the term refers to a material (focus) as modified by an action (difference), don’t factor. Example: Hair dyeing: hair + dyeing Bronze engraving: bronze + engraving But don’t factor: dyed hair, engraved bronzes INF 384 C, Fall 2009 Part/whole factoring If the focus refers to a part or property, and the difference refers to the whole or the possessor of the part or property, factor. But if the focus is the whole, and the difference is the part or property, don’t factor. Examples: Soil acidity: soil + acidity Library shelves: libraries + shelves Don’t factor: acid soils, spare tires. INF 384 C, Fall 2009 Action/performer factoring If the term contains an intransitive action (focus) modified by the performer (difference), factor. If the performer (focus) is modified by its performance of an intransitive action (difference), don’t factor. Examples: Student meeting: students + meetings Lemur migration: lemurs + migrations But don’t factor: migratory birds INF 384 C, Fall 2009 Determination of facet structure Ranganathan started from the top down: describing fundamental categories (PMEST) for all subjects and organizing components into those universal facets. The Classification Research Group (CRG), as described by Vickery, advocates beginning from the bottom up: reviewing components and assigning preliminary fundamental categories based on the concept’s definition within the classification’s domain, then looking for commonalities in these preliminary choices. Facets are specific to each classification. INF 384 C, Fall 2009 Principles for creating facets Spiteri, 1998, synthesized the following facet design principles from Ranganathan and the CRG: • Differentiation. • Relevance. • Ascertainability. • Permanence. • Homeogeneity. • Mutual exclusivity. Differentiation principle When creating facets that split a group of entities, choose a principle of division that cleanly splits the group into component parts. For example, dividing people by gender creates two generally unambiguous categories. However, dividing socks according to color can cause problems when considering socks with multiple colors; color does not provide the same level of differentiation for socks as gender does for people. More facet design principles Relevance: Choose facets based on the purpose of the classification. A classification of gardening might divide terrain by sun exposure, but a classification of cycling might divide terrain by elevation. Ascertainability: When possible, choose facets that can be reliably measured. Permanence: When possible, choose facets that will not change over time. Final facet design principles Homogeneity: Each facet (or subfacet) should represent a single principle of division. For example, if we are classifying socks, we should not see colors and patterns in the same array. We would need to separate patterns and colors. Mutual Exclusivity: The contents of any two facets (or subfacets) should not overlap (that is, they should be mutually exclusive). If we are dividing shoes by heel height and by form, we should not find any mixing of values for either facet (for example, we should not see “high-heeled pumps” in the form facet, but merely “pumps”). Faceted browsing on the Web Hearst’s Flamenco is an interface to support browsing of faceted structures on the Web. The Hearst article that you read describes how users preferred the faceted browsing interface to a search engine when exploring the collection. (Note that the facets that Hearst used in the Flamenco system are semi-automatically generated and not, perhaps, the best that one might create...) INF 384 C, Fall 2009 Your continuing mission • Continue narrowing down your list of potential concepts for your classification: use your sense of the classification’s audience and purpose, as well as your subject knowledge, to more clearly define the scope of your classification, its boundaries and its central and peripheral areas. • Continue defining each concept’s meaning in the context of your classification. • Continue working on a classified structure (one or multiple hierarchies) for your concepts. INF 384 C, Fall 2009 A few assignment notes Brevity is nice for concept labels, but it’s more important to specify the precise extent of the concept clearly. If you mean “taking pictures with a digital camera,” don’t use the label “digital camera.” INF 384 C, Fall 2009 Equivalence If you’ve identified several synonymous terms for a concept, select one term for the label. You can mention the others in a usage note in the alphabetical structure. Example Cockroaches Definition: A common household pest that may enter a home seeking food or water. Because they can endure extremes of temperature and long periods without sustenance, it can be difficult to eradicate them once they invade a dwelling. Usage note: Water bugs is a synonym for this term. Class documents that refer to water bugs here. INF 384 C, Fall 2009 Non-subject concepts Don’t include document attributes that aren’t subjects, such as forms or genres (blogs, articles, books, diaries...). You are creating a representation of a subject that can be used to organize documents; you are not describing the types of documents in which users might be interested. Include in your classification: terms for concepts that relate to gardening, such as types of plants (grasses, cacti, shrubs). Do not include in your classification: Document types that list such plants (plant databases, seed catalogs). However, you might use your classification to categorize a cactus database with the Cacti concept... INF 384 C, Fall 2009 Assignment progress checks • Drop by extra office hours this week (Monday 4:00 to 5:30; Wednesday and Thursday from 2:00 to 5:00). (Not required but encouraged.) • Be prepared to tell me your subject, audience, and purpose in a few sentences, and explain how your classified structure represents your theory of the subject. • Next week, bring your classified structure to class; we’ll have a peer feedback session. INF 384 C, Fall 2009