© COPYRIGHT 2015 MARKLOGIC CORPORATION. ALL RIGHTS RESERVED.SLIDE: 1
Semantic Metadata Takes
Center Stage
Maximize the value
of your content
Matt Turner
CTO Media and Publishing
Matt.turner@marklogic.com
Metadata Moves to the Front
CONTEXT
WHO’S SMARTER?
VS
Do domestic dogs interpret pointing as a command?
Animal Cognition (2012): 1-12 , November 09, 2012
By Scheider, Linda; Kaminski, Juliane; Call, Josep; Tomasello, Michael
DOGS GET CONTEXT!
© COPYRIGHT 2015 MARKLOGIC CORPORATION. ALL RIGHTS RESERVED.SLIDE: 6
Machines Don’t Get Context . . .
Manu Sporny Founder/CEO - Digital Bazaar, Inc.
http://www.cambridgesemantics.com/semantic-university/what-is-linked-data
© COPYRIGHT 2015 MARKLOGIC CORPORATION. ALL RIGHTS RESERVED.SLIDE: 7
Metadata Needs Context Across Users and Operations
Production
File Name
Format
Create Date
Rights
Caption
Operations
Story
Title
Run Date
Credit
Position
Distribution
Category
License Type
Key Colors
Scene
Shape
Fans
Categories
Themes
Connections
Users
Watches
Favorites
© COPYRIGHT 2015 MARKLOGIC CORPORATION. ALL RIGHTS RESERVED.SLIDE: 8
Traditional Approach Strips
Context
 Define everything in rows and
columns
– Narrows to specific purpose
 Fix categories into hierarchies
– Strips general context
 Result: Metadata can’t be used across
all parts of the business
Title ProductionDate Category AssetType Length
Film1 3/1/14 Feature HD Master 2:40
Show1 6/4/13 Series HD720 0:40
Film2 6/4/05 Feature Archive 1:55
Category
Feature
Series
Action
Drama
Comedy
Documentary
…
Cable
Broadcast
Drama
Comedy
…
Action
Drama
Family
Documentary
…
?
© COPYRIGHT 2015 MARKLOGIC CORPORATION. ALL RIGHTS RESERVED.SLIDE: 9
Hierarchical Era
For your application
data!
• Application- and
hardware-specific
Data Drives the Need for a New Generation Database
Relational Era
“For all your structured
data!”
• Normalized, tabular
model
• Application-
independent query
• User control
Any Structure Era
“For all your data!”
• Schema-agnostic
• Massive scale
• Query and search
• Analytics
• Heterogeneous data
• Faster time-to-results
© COPYRIGHT 2015 MARKLOGIC CORPORATION. ALL RIGHTS RESERVED.SLIDE: 10
Schema Flexibility with NoSQL
 What if you didn’t need to define
everything up front?
 And what if many of the nasty
data modeling issues with
metadata were just as simple as
adding new elements
 And you can keep EVERYTHING!
© COPYRIGHT 2015 MARKLOGIC CORPORATION. ALL RIGHTS RESERVED.SLIDE: 11
Enter Semantics!
Manu Sporny Founder/CEO - Digital Bazaar, Inc.
http://www.cambridgesemantics.com/semantic-university/what-is-linked-data
© COPYRIGHT 2015 MARKLOGIC CORPORATION. ALL RIGHTS RESERVED.SLIDE: 12
Semantics to Model Relationships
 Data model to manage relationships and link together data
 ‘triples’ describe single facts
 Collections of facts describe complex real-world scenarios
“Chevy” ”NBC"
isOn
”SNL"
isOn
isOn
!
© COPYRIGHT 2015 MARKLOGIC CORPORATION. ALL RIGHTS RESERVED.SLIDE: 13
Ontologies Instead of Categories
 Actually model information as it is
in the real world
 Not limited to a single purpose
– Ontologies for all categories of
metadata
– Even ‘impossible’ categories
like fictional worlds
© COPYRIGHT 2015 MARKLOGIC CORPORATION. ALL RIGHTS RESERVED.SLIDE: 14
NoSQL and Semantics: Using CONTEXT to Unlock Content
© COPYRIGHT 2015 MARKLOGIC CORPORATION. ALL RIGHTS RESERVED.SLIDE: 15
Use Case: Master Data
 Foundational data for
digital products
 Industry topology -
individuals and
organizations – drives
trends for innovation
 User and content metrics
to drive product
development
© COPYRIGHT 2015 MARKLOGIC CORPORATION. ALL RIGHTS RESERVED.SLIDE: 16
Use Case: Enhance Digital Products
 Present information based on
relationships
 Go beyond traditional technology with
depth of content
 Drive efficiency using semantic
approach to tagging
© COPYRIGHT 2015 MARKLOGIC CORPORATION. ALL RIGHTS RESERVED.SLIDE: 17
Use Case: Go Beyond Search
 Concept instead of keyword search
 Related content and information
drive the content discovery and new
interactions
– SNL40 continuous viewing
 Dynamically tailored to the users
specific attributes or activity
Metadata Moves to the Front
© COPYRIGHT 2015 MARKLOGIC CORPORATION. ALL RIGHTS RESERVED.SLIDE: 19
Semantic Metadata Takes
Center Stage
Maximize the value
of your content
Matt Turner
CTO Media and Publishing
Matt.turner@marklogic.com

Metadata Madness: Semantics Takes Center Stage

  • 1.
    © COPYRIGHT 2015MARKLOGIC CORPORATION. ALL RIGHTS RESERVED.SLIDE: 1 Semantic Metadata Takes Center Stage Maximize the value of your content Matt Turner CTO Media and Publishing Matt.turner@marklogic.com
  • 2.
  • 3.
  • 4.
  • 5.
    Do domestic dogsinterpret pointing as a command? Animal Cognition (2012): 1-12 , November 09, 2012 By Scheider, Linda; Kaminski, Juliane; Call, Josep; Tomasello, Michael DOGS GET CONTEXT!
  • 6.
    © COPYRIGHT 2015MARKLOGIC CORPORATION. ALL RIGHTS RESERVED.SLIDE: 6 Machines Don’t Get Context . . . Manu Sporny Founder/CEO - Digital Bazaar, Inc. http://www.cambridgesemantics.com/semantic-university/what-is-linked-data
  • 7.
    © COPYRIGHT 2015MARKLOGIC CORPORATION. ALL RIGHTS RESERVED.SLIDE: 7 Metadata Needs Context Across Users and Operations Production File Name Format Create Date Rights Caption Operations Story Title Run Date Credit Position Distribution Category License Type Key Colors Scene Shape Fans Categories Themes Connections Users Watches Favorites
  • 8.
    © COPYRIGHT 2015MARKLOGIC CORPORATION. ALL RIGHTS RESERVED.SLIDE: 8 Traditional Approach Strips Context  Define everything in rows and columns – Narrows to specific purpose  Fix categories into hierarchies – Strips general context  Result: Metadata can’t be used across all parts of the business Title ProductionDate Category AssetType Length Film1 3/1/14 Feature HD Master 2:40 Show1 6/4/13 Series HD720 0:40 Film2 6/4/05 Feature Archive 1:55 Category Feature Series Action Drama Comedy Documentary … Cable Broadcast Drama Comedy … Action Drama Family Documentary … ?
  • 9.
    © COPYRIGHT 2015MARKLOGIC CORPORATION. ALL RIGHTS RESERVED.SLIDE: 9 Hierarchical Era For your application data! • Application- and hardware-specific Data Drives the Need for a New Generation Database Relational Era “For all your structured data!” • Normalized, tabular model • Application- independent query • User control Any Structure Era “For all your data!” • Schema-agnostic • Massive scale • Query and search • Analytics • Heterogeneous data • Faster time-to-results
  • 10.
    © COPYRIGHT 2015MARKLOGIC CORPORATION. ALL RIGHTS RESERVED.SLIDE: 10 Schema Flexibility with NoSQL  What if you didn’t need to define everything up front?  And what if many of the nasty data modeling issues with metadata were just as simple as adding new elements  And you can keep EVERYTHING!
  • 11.
    © COPYRIGHT 2015MARKLOGIC CORPORATION. ALL RIGHTS RESERVED.SLIDE: 11 Enter Semantics! Manu Sporny Founder/CEO - Digital Bazaar, Inc. http://www.cambridgesemantics.com/semantic-university/what-is-linked-data
  • 12.
    © COPYRIGHT 2015MARKLOGIC CORPORATION. ALL RIGHTS RESERVED.SLIDE: 12 Semantics to Model Relationships  Data model to manage relationships and link together data  ‘triples’ describe single facts  Collections of facts describe complex real-world scenarios “Chevy” ”NBC" isOn ”SNL" isOn isOn !
  • 13.
    © COPYRIGHT 2015MARKLOGIC CORPORATION. ALL RIGHTS RESERVED.SLIDE: 13 Ontologies Instead of Categories  Actually model information as it is in the real world  Not limited to a single purpose – Ontologies for all categories of metadata – Even ‘impossible’ categories like fictional worlds
  • 14.
    © COPYRIGHT 2015MARKLOGIC CORPORATION. ALL RIGHTS RESERVED.SLIDE: 14 NoSQL and Semantics: Using CONTEXT to Unlock Content
  • 15.
    © COPYRIGHT 2015MARKLOGIC CORPORATION. ALL RIGHTS RESERVED.SLIDE: 15 Use Case: Master Data  Foundational data for digital products  Industry topology - individuals and organizations – drives trends for innovation  User and content metrics to drive product development
  • 16.
    © COPYRIGHT 2015MARKLOGIC CORPORATION. ALL RIGHTS RESERVED.SLIDE: 16 Use Case: Enhance Digital Products  Present information based on relationships  Go beyond traditional technology with depth of content  Drive efficiency using semantic approach to tagging
  • 17.
    © COPYRIGHT 2015MARKLOGIC CORPORATION. ALL RIGHTS RESERVED.SLIDE: 17 Use Case: Go Beyond Search  Concept instead of keyword search  Related content and information drive the content discovery and new interactions – SNL40 continuous viewing  Dynamically tailored to the users specific attributes or activity
  • 18.
  • 19.
    © COPYRIGHT 2015MARKLOGIC CORPORATION. ALL RIGHTS RESERVED.SLIDE: 19 Semantic Metadata Takes Center Stage Maximize the value of your content Matt Turner CTO Media and Publishing Matt.turner@marklogic.com

Editor's Notes

  • #19 Yes, MarkLogic is the database behind Healthcare.gov And despite all of the issues they had with their launch – the networking and hardware failures – they still firmly believe that MarkLogic was the only database that could support the system – and the CMS continues to build out new applications on MarkLogic – Let's talk about what the system entails first.