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Categorization: Describing Resource Classes and Types.
Glushko, R. J. (Ed.). (2013). The discipline of organizing. Cambridge, MA: MIT Press. Chapter 6.James Chuang
Outline6.1 Introdution6.2 The What and Why of categories6.3 Principle for creating categories6.4 Category design issue and implications6.5 Implementing categories
Introduction
Introduction✘分類無所不在✘什麼影響我們的分類方式 ?✘圖書館學與電腦科學
✘如何與為什麼建立分類✘哲學、邏輯、認知心理的重要理論
The What and Why of
categories
The What and Why of categories✘Categories are equivalence
classes, sets or groups of things or abstract entities that we treat same.
✘Include and Exclude✘Cognitive and Linguistic models
All human languages and cultures divide up the world
into categories.
Cultural
Institutional
Individual
Cultural CategoriesCultural
Individual
Institutional
Cultural Categories✘描述各種實體與人類各層面經驗✘Plato: “Carving nature at its
joints”✘Nature Language
E.g., Banana
Cultural CategoriesLinguistic Relativity (Whorf, 1956)
陳長益 (2000)。語言相對論。雙語詞彙、學術名詞暨辭書資訊網。取自 http://terms.naer.edu.tw/detail/1313416/
Hopi English
Cultural CategoriesLinguistic Relativity (Whorf, 1956)✘ 語言不僅是思考的「工具」而已,它同時也是思想的內容與思想的「塑造者」。✘ 愛斯基摩人用不同的字詞代表或指示不同類的雪。✘ 亞洲人以「稻」、「米」及「飯」指稱未剝殼的米、剝了殼的米及已煮熟的米。陳長益 (2000)。語言相對論。雙語詞彙、學術名詞暨辭書資訊網。取自 http://terms.naer.edu.tw/detail/1313416/
Cultural
Institutional
Individual
Individual Categories✘個人獨特的經驗、偏好與資源蒐集✘反映個人對於蒐集的偏好✘個人分類系統經常是無形且無法共享✘網路組織系統→文化分類與個人分類
Individual Categories
Individual Categories✘ 應付立即行動,處理緊急狀況✘ 具獨創性,可能跳脫文化的框架✘ 自個人經歷或成長歷史中融合文化分類
Cultural Categories✘ 需長時間且發展緩慢
Cultural
Institutional
Individual
Institutional Categories✘有邏輯地、明確地創造,由多人協作✘Information-intensive domain✘Laws , Regulation, Standards✘Classification:
the systematic assignment of resources to categories.
Institutional Categories✘Reconcile mismatches
betweenexisting Individual Categories.✘Overcome the vagueness and
inconsistency of Cultural Categories.
✘Collaboration of many individuals.
✘Different business or technical perspectives.
Credit: Serge Lachinov & Den fjättrade ankanhttps://www.wikiwand.com/en/Dmitri_Mendeleev
Categorization Continuum
Cultural
Institutional
Categorization Continuum
https://www.pinterest.com/pin/532972937125341485/
Linnaean taxonomy
human beingshomo sapiens
Categorization Continuum
Animal (Cultural / Institutional)
Mammal (Institutional)
Domestic short-hair (Institutional)
Cat (Cultural)
Trouble maker, favorite (Individual)
Categorization Continuum
Principle for creating categories
Principle for creating categories1. Enumeration2. Single properties3. Multiple properties and
Hierarchy4. Family resemblance5. Similarity6. Theory-based categorization7. Goal-based categorization
Enumeration✘ The simplest principle for
creating a category is enumeration.
✘Extensional definition✘Institutional Categorization✘Unambiguous, Impractical,
Inefficient.
Single properties✘Intrinsic static
properties✗ CDs, DVDs,
8-track cartridges, etc.
✗ Author, date, location, etc.
✘Extrinsic static properties✗Alphabetic✗Numeric
Single properties✘Extrinsic and Dynamics✘Usage or Behaviors→Context-
dependent1. Current owner or location of a resource2. Frequency of access3. Joint frequency of access with other
resources4. Current rating or preference with respect
to alternative resources
Single properties✘Numerical
properties values
Single properties✘Choice of properties✘A large number of items in a
system of categories→ lack coherence
Multiple properties and Hierarchy1. Multi-level or Hierarchical
Categories2. Different properties for subsets of
resources3. Necessary and sufficient
properties
Multi-level or Hierarchical Categories✘ Logical hierarchy✘ Inherited or inferred
How many properties and levels do we
need?
Logically complete
It’s complete for “all intents and purposes”
Different properties for subsets of resources
Intrinsic extrinsic
Static 依上衣、褲、襪,再依顏色 跟室友分衣櫃格子
Dynamic 依季節分 最常穿的放門邊
Necessary and sufficient properties ✘A large set of resource dose not
always require many properties and categories to organize it.
✘E.g. Prime number✘Every member of the category is an
equally good member or example of the category.
✘Monothetic ( 單設定 ) → Classical categories
黃震昇 (2008) 。被動綜合與單╱ 多設定:舒茲現象社會學意識界域的探討 ( 碩士論文 ) 。取自 http://nthur.lib.nthu.edu.tw/handle/987654321/4734
The Classical View of Categories
The limits of property-based categorization
✘Basing categories on easily perceived properties is often not effective.
✘Surface E.g. the size of a book, the color of its cover.
✘Aboutness
Family Resemblance✘Logical → Statistical
There are three related consequence:1. An effect of typicality or
centrality.2. It isn’t all properties creates
what we call family resemblance.E.g. What is a game? (Ludwig Wittgenstein)
3. The boundaries of the category are not fixed.
Similarity1. Featured- or Properties-based2. Geometry-based3. Alignment-based4. Transformational
Similarity1. Featured- or Properties-based2. Geometry-based3. Alignment-based4. Transformational
Similarity1. Featured- or Properties-based2. Geometry-based3. Alignment-based4. Transformational Things you need to feed
Similarity1. Featured- or Properties-based2. Geometry-based3. Alignment-based4. Transformational
Theory-based categories✘ Family resemblance and Similarity
→ Visible properties✘ Theory-based E.g. mammals✘ Origin or Causation
Goal-derived categories✘ Satisfy a goal.✘ A particular goal in some context.
Category design issue and
implications
1.Resource Properties
2.Similarity3.GoalsDepth and Breadth
Abstraction and Granularity✘ The size of class✘Context and Intent✘Find-grained categories
Basic or NaturalClothing
Shirts
White
shirt
Long-
sleeve
dress
shirt
Socks
Black hiking socks
Superordinate
Basic
Subordinate
Recall and Precision Tradeoff
Audience and Propose✘Goals, Breadth, Uses.✘Language E.g. Mandarin, Wu,
Cantonese.
Implementing categories
Implementing categories✘Sometimes invisible
Communicate, Solve problems, Organize
✘Sometimes apparentSigns, labels, Folders, etc.✘ Institutional Categories
Implementing classical categories✘Classical view of categories✘Decision tree Vehicles
Weight
Off-road capability
Maximum number of passengers
Implementing that do not Conform to the classical categories
✘Novel✘Stream of Consciousness
http://cwriter-creativewriter.blogspot.tw/2012/10/when-i-think-stream-of-consciousness-i.html
Stream of Consciousness (William James, 1842~1910)反對結構主義以意識是靜止的元素的說法,指出意識不是支離破碎的感覺原子,而是連續不絕經驗瀑流,人的思考活動與意識總在不斷流動之中。
意識流。雙語詞彙、學術名詞暨辭書資訊網。取自http://terms.naer.edu.tw/detail/1312051/http://www.stuffyoushouldknow.com/blog/tag/stream-of-consciousness/
Implementing that do not Conform to the classical categories
✘Machine learning✗ Supervised✗ Unsupervised (Statistical pattern
recognition)
https://www.lexalytics.com/technology/machine-learning
Implementing that do not Conform to the classical categories
✘Unsupervised→Clustering techniques1. Some measures of inter-item similarity
can be calculated.2. Hierarchical Clustering, K-means
clustering3. Refining the system of categories.
THANK YOU!