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Some Thoughts on Tagging Marti Hearst UC Berkeley
Outline ,[object Object],[object Object],[object Object],[object Object],[object Object]
Social Tagging ,[object Object],[object Object],[object Object]
Example from del.icio.us
The Tagging Opportunity ,[object Object],[object Object],[object Object],[object Object]
The Tagging Opportunity ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Tagging Problems ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Tagging Problems / Opportunities ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
[object Object]
What about Browsing? ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Faceted Navigation and Flamenco
The Problem With Hierarchy ,[object Object],[object Object],[object Object],otter penguin robin salmon wolf cobra bat Skin Covering Locomotion Diet robin bat wolf penguin otter, seal salmon robin bat salmon wolf cobra otter penguin seal robin penguin salmon cobra bat otter wolf
[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],The Problem with Hierarchy
The Problem With Hierarchy start salmon bat robin wolf feathers fur scales fur scales feathers fur scales feathers … Covering: swim fly run slither Locomotion: fish rodents insects fish rodents insects fish rodents insects fish rodents insects fish rodents insects fish rodents insects fish rodents insects fish rodents insects fish rodents insects Diet: otter
The Idea of Facets ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
The Idea of Facets ,[object Object],[object Object],[object Object],[object Object],Course Main Course Cooking Method Stir-fry Cuisine Thai Ingredient Bell Pepper Curry Chicken
The Idea of Facets ,[object Object],[object Object],[object Object],Preparation Method Fry Saute Boil Bake Broil Freeze  Desserts Cakes Cookies Dairy Ice Cream Sorbet Flan Fruits Cherries Berries Blueberries Strawberries Bananas Pineapple
Using Facets ,[object Object],Preparation Method Fry Saute Boil Bake Broil Freeze  Desserts Cakes Cookies Dairy Ice Cream Sherbet Flan Fruits Cherries Berries Blueberries Strawberries Bananas Pineapple Fruit > Pineapple Dessert > Cake Preparation > Bake Dessert > Dairy > Sherbet Fruit > Berries > Strawberries Preparation > Freeze
The Flamenco Interface Fine Arts Museum Example
 
 
 
 
 
 
 
 
 
 
 
Advantages of the Approach ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Advantages of Facets ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Related Work: Automated Tag Organization ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
RawSugar ,[object Object],[object Object],[object Object],[object Object]
 
 
 
How to Create Facet Hierarchies? Our Approach: Castanet (Stoica & Hearst, to appear at HLT-NAACL ’07)
Example: Recipes  (3500 docs)
Castanet Output (shown in Flamenco)
Castanet Output (shown in Flamenco)
Castanet Output (shown in Flamenco)
Example: Biology Journal Titles Castanet Output (shown in Flamenco)
Castanet Algorithm ,[object Object],Documents WordNet Get  hypernym paths Select  terms Build  tree Compress tree Divide into facets
1. Select Terms ,[object Object],[object Object],Documents WordNet Get  hypernym paths Select terms Build  tree Comp.  tree  red blue
2. Get Hypernym Path red blue chromatic color abstraction property visual property color red, redness abstraction property visual property color blue, blueness chromatic color Documents WordNet Get  hypernym paths Select terms Build  tree Comp.  tree
3. Build Tree red blue Documents WordNet Get  hypernym paths Select terms Build tree Comp.  tree  chromatic color abstraction property visual property color red, redness abstraction property visual property color blue, blueness chromatic color red blue abstraction property visual property color red, redness chromatic color blue, blueness
4. Compress Tree Documents WordNet Get  hypernym paths Select terms Build  tree Comp. tree red, redness color red chromatic color blue, blueness blue green, greenness green green red color chromatic color blue
4. Compress Tree (cont.) red color chromatic color blue green color red blue green Documents WordNet Get  hypernym paths Select terms Build  tree Comp.  tree
5. Divide into Facets Divide into facets
Disambiguation ,[object Object],[object Object],[object Object],Sense 1 for word “tuna” organism, being => plant, flora => vascular plant => succulent => cactus   => tuna Sense 2 for word “tuna” organism, being => fish => food fish => tuna => bony fish => spiny-finned fish => percoid fish => tuna 2 paths for same word  2 paths for  same sense
How to Select the Right Senses and Paths? ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Castanet Evaluation Method ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
CastaNet Evaluation Results ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Will Castanet Work on Tags? ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Example Photos & Captions (King & Towle) very scary x-mas tree Hp presentation chasing a cat in the dark My cat
[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Research Questions for Tags & Search ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
What’s up with Tag Clouds? What does a typical tag cloud look like?
Definition ,[object Object]
Definition ,[object Object]
flickr’s tag cloud
del.icio.us
del.icio.us
blogs
[object Object]
NYTimes.com: tags from most frequent search terms
IBM’s manyeyes project
Amazon.com: Tag clouds on term frequenies
Alternative: “Semantic” Layout ,[object Object],[object Object]
I was puzzled by the questions: ,[object Object],[object Object]
On the positive side: ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Weirdnesses ,[object Object],[object Object],[object Object],[object Object]
Weirdnesses ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Weirdnesses ,[object Object],[object Object]
Weirdnesses ,[object Object]
Tag Cloud Study (1) ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Tag Cloud Study (2) ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
A Justifying Claim ,[object Object],[object Object],[object Object],[object Object],[object Object]
Solution: Celebrity Interviews ,[object Object],[object Object],[object Object],[object Object]
A Surprise ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Suggested main purposes: ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Tag Clouds as Self-Descriptions ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Tag Clouds as showing “Trends” ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
New Perspective: Tag Clouds are Social! ,[object Object],[object Object],[object Object],[object Object],[object Object]
Follow-up Study ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
The Role of Popularity ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
The Role of Navigation ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Aesthetic Considerations ,[object Object],[object Object],[object Object],[object Object]
Trends again ,[object Object],[object Object]
Summary of Stated Reasons for Tag Clouds (Note: some refuted by studies)
Tag Clouds as Social Information ,[object Object],[object Object],[object Object],[object Object]
Implications ,[object Object],[object Object],[object Object],[object Object]
Judith Donath, CACM 45(4), 2002 ,[object Object]
Judith Donath, CACM 45(4), 2002 ,[object Object]
Tag Cloud Alternatives ,[object Object]
Conclusions ,[object Object],[object Object],[object Object],[object Object]

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Some thoughts on social tagging

  • 1. Some Thoughts on Tagging Marti Hearst UC Berkeley
  • 2.
  • 3.
  • 5.
  • 6.
  • 7.
  • 8.
  • 9.
  • 10.
  • 12.
  • 13.
  • 14. The Problem With Hierarchy start salmon bat robin wolf feathers fur scales fur scales feathers fur scales feathers … Covering: swim fly run slither Locomotion: fish rodents insects fish rodents insects fish rodents insects fish rodents insects fish rodents insects fish rodents insects fish rodents insects fish rodents insects fish rodents insects Diet: otter
  • 15.
  • 16.
  • 17.
  • 18.
  • 19. The Flamenco Interface Fine Arts Museum Example
  • 20.  
  • 21.  
  • 22.  
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  • 30.  
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  • 33.
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  • 35.  
  • 36.  
  • 37.  
  • 38. How to Create Facet Hierarchies? Our Approach: Castanet (Stoica & Hearst, to appear at HLT-NAACL ’07)
  • 39. Example: Recipes (3500 docs)
  • 40. Castanet Output (shown in Flamenco)
  • 41. Castanet Output (shown in Flamenco)
  • 42. Castanet Output (shown in Flamenco)
  • 43. Example: Biology Journal Titles Castanet Output (shown in Flamenco)
  • 44.
  • 45.
  • 46. 2. Get Hypernym Path red blue chromatic color abstraction property visual property color red, redness abstraction property visual property color blue, blueness chromatic color Documents WordNet Get hypernym paths Select terms Build tree Comp. tree
  • 47. 3. Build Tree red blue Documents WordNet Get hypernym paths Select terms Build tree Comp. tree chromatic color abstraction property visual property color red, redness abstraction property visual property color blue, blueness chromatic color red blue abstraction property visual property color red, redness chromatic color blue, blueness
  • 48. 4. Compress Tree Documents WordNet Get hypernym paths Select terms Build tree Comp. tree red, redness color red chromatic color blue, blueness blue green, greenness green green red color chromatic color blue
  • 49. 4. Compress Tree (cont.) red color chromatic color blue green color red blue green Documents WordNet Get hypernym paths Select terms Build tree Comp. tree
  • 50. 5. Divide into Facets Divide into facets
  • 51.
  • 52.
  • 53.
  • 54.
  • 55.
  • 56. Example Photos & Captions (King & Towle) very scary x-mas tree Hp presentation chasing a cat in the dark My cat
  • 57.
  • 58.
  • 59. What’s up with Tag Clouds? What does a typical tag cloud look like?
  • 60.
  • 61.
  • 65. blogs
  • 66.
  • 67. NYTimes.com: tags from most frequent search terms
  • 69. Amazon.com: Tag clouds on term frequenies
  • 70.
  • 71.
  • 72.
  • 73.
  • 74.
  • 75.
  • 76.
  • 77.
  • 78.
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  • 81.
  • 82.
  • 83.
  • 84.
  • 85.
  • 86.
  • 87.
  • 88.
  • 89.
  • 90.
  • 91. Summary of Stated Reasons for Tag Clouds (Note: some refuted by studies)
  • 92.
  • 93.
  • 94.
  • 95.
  • 96.
  • 97.