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10/21/2012
1
How to Domesticate the Multi-Channel
Communication Monster
Dieter Fensel and many others
STI Innsbruck, University of Innsbruck
www.sti-innsbruck.at© Copyright 2008 STI INNSBRUCK www.sti-innsbruck.at
The Crazy Hotelier
The Hotelier of today has to deal with many different communication channels:
www.sti-innsbruck.at 2
HOTEL
RECEPTION
10/21/2012
2
The Crazy Hotelier
- walk-in customerThe Hotelier of today has to deal with many different communication channels:
www.sti-innsbruck.at 3
HOTEL
RECEPTION
The Crazy Hotelier
- walk-in customer
- telephone
The Hotelier of today has to deal with many different communication channels:
www.sti-innsbruck.at 4
HOTEL
RECEPTION
10/21/2012
3
The Crazy Hotelier
- walk-in customer
- telephone
- email
The Hotelier of today has to deal with many different communication channels:
www.sti-innsbruck.at 5
HOTEL
RECEPTION
The Crazy Hotelier
- walk-in customer
- telephone
- email
- fax
The Hotelier of today has to deal with many different communication channels:
www.sti-innsbruck.at 6
HOTEL
RECEPTION
10/21/2012
4
The Crazy Hotelier
- walk-in customer
- telephone
- email
- fax
- hotel website
The Hotelier of today has to deal with many different communication channels:
hotel website
www.sti-innsbruck.at 7
HOTEL
RECEPTION
The Crazy Hotelier
- walk-in customer
- telephone
- email
- fax
- hotel website
The Hotelier of today has to deal with many different communication channels:
hotel website
- review sites
www.sti-innsbruck.at 8
HOTEL
RECEPTION
10/21/2012
5
The Crazy Hotelier
- walk-in customer
- telephone
- email
- fax
- hotel website
The Hotelier of today has to deal with many different communication channels:
hotel website
- review sites
- booking sites
www.sti-innsbruck.at 9
HOTEL
RECEPTION
The Crazy Hotelier
- walk-in customer
- telephone
- email
- fax
- hotel website
The Hotelier of today has to deal with many different communication channels:
hotel website
- review sites
- booking sites
- social network sites
www.sti-innsbruck.at 10
HOTEL
RECEPTION
10/21/2012
6
The Crazy Hotelier
- walk-in customer
- telephone
- email
- fax
- hotel website
The Hotelier of today has to deal with many different communication channels:
hotel website
- review sites
- booking sites
- social network sites
- blogs
www.sti-innsbruck.at 11
HOTEL
RECEPTION
The Crazy Hotelier
- walk-in customer
- telephone
- email
- fax
- hotel website
The Hotelier of today has to deal with many different communication channels:
hotel website
- review sites
- booking sites
- social network sites
- blogs
- fora & destination sites
www.sti-innsbruck.at 12
HOTEL
RECEPTION
10/21/2012
7
The Crazy Hotelier
- walk-in customer
- telephone
- email
- fax
- hotel website
The Hotelier of today has to deal with many different communication channels:
hotel website
- review sites
- booking sites
- social network sites
- blogs
- fora & destination sites
- chat
www.sti-innsbruck.at 13
HOTEL
RECEPTION
The Crazy Hotelier
- walk-in customer
- telephone
- email
- fax
- hotel website
The Hotelier of today has to deal with many different communication channels:
hotel website
- review sites
- booking sites
- social network sites
- blogs
- fora & destination sites
- chat
- video & photo sharing
www.sti-innsbruck.at 14
HOTEL
RECEPTION
10/21/2012
8
The Crazy Hotelier
The Hotelier doesn’t
only have to deal with
an overwhelming
number of
communicationcommunication
channels, but also has
to pay up to 15% sales
commissions to the
booking sites!
www.sti-innsbruck.at 15
HOTEL
RECEPTION
The Crazy Hotelier
Tyrol:
-> 40 million overnight stays
-> 3 billion € transaction
volume
-> 70 million € sales70 million € sales
commission
www.sti-innsbruck.at 16
HOTEL
RECEPTION
10/21/2012
9
(Mulpuru, Harteveldt, & Roberge, 2011)
Call this “the growth of the multichannel monster”
www.sti-innsbruck.at 17
Content
1. Multi-channel Dissemination
2 S i l M di M it i2. Social Media Monitoring
3. Four Roles for Semantics
4. Semantic Communication Engine Innsbruck (SCEI*sky)
5. Seekda Social Agent (SESA)
6 Summary
www.sti-innsbruck.at
6. Summary
18
10/21/2012
10
www.sti-innsbruck.at
MULTI-CHANNEL DISSEMINATION
19
Dissemination
• Dissemination refers to the process of broadcasting a
message to the public without direct feedback from the
audience
• Takes the traditional view of communication which
involves a sender and a receiver.
• “In telecommunications and computer networking, a
communication channel, or channel, refers either to a
physical transmission medium such as a wire, or to a
logical connection over a multiplexed medium such as a
radio channel.” (Wikipedia).
www.sti-innsbruck.at
• There are various types of such channels.
20
Image taken from: http://nichcy.org/wp-content/uploads/2011/01/rsz_1rsz_dissemination2.jpg
10/21/2012
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Dissemination
Classification of channels by the type of service they provide:
St ti B d ti–Static Broadcasting
–Dynamic Broadcasting
–Sharing
–Collaboration
–Social Networks
–Internet Forum and Discussion Boards
www.sti-innsbruck.at
Internet Forum and Discussion Boards
–On-line Group Communication
–Semantic-based Communication
Image taken from: http://www.softicons.com/free-icons/application-icons/or-applications-icons-by-iconleak/file-cabinet-icon
21
Static Broadcasting
• Prehistoric methods of dissemination: cave drawings, stories of triumphs on
columns and arches, history on pyramids, stones with messages
• More modern means: printed press, newspapers, journals
www.sti-innsbruck.at
• Online static dissemination: homepage …. And various web sites
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Static Broadcasting
Homepage Example
St ti W b it E l
www.sti-innsbruck.at 23
Static Website Example
The same hotel mentioned 
on Wikitravel’s entry for 
Innsbruck
Static Broadcasting
Static Website Example
Entry in Wikipedia for Hotel 
Goldener Adler
www.sti-innsbruck.at 24
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Dynamic Communication
Small piece of content that is dependent
on constraints such as time or location.
Examples of tools (organized considering first
the length of message and second – the level of
interactivity)
• News Feeds (f.e., RSS)
• Newsletters
• Email / Email lists
• Podcasts
www.sti-innsbruck.at
• Microblogs (twitter, tumblr, …)
• Blogs
• Social networks
• Chat and instant messaging applications
(skype, messenger, …)
25
Sharing
• There are a large number of Web 2.0 websites that support the sharing of information
items such as: bookmarks, images, slides, and videos, etc.
• Provided by hosting services (images, videos, slides are stored on a server)
www.sti-innsbruck.at 26
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Sharing
• Can use specialized applications (see below) of features of other platforms and
services (e.g. share photos through Facebook)
• Examples:
– Flickr, Pinterest – means of exchanging photos, visible to all users (no account necessary),
allows users to post comments;
– Slideshare – channel for storing and exchanging presentations;
– YouTube and VideoLectures – sharing videos, all users can see the posted videos and leave
comments on the websites
– Social Bookmark sites: e.g. delicious, digg, StumbleUpon
– Social News websites: e.g. reddit
www.sti-innsbruck.at 27
Dissemination through Collaboration
Wiki
• “Wiki” = Hawaiian word for “fast” of “quick”.
• Described by the developer of the first wiki software Ward Cunningham as theDescribed by the developer of the first wiki software, Ward Cunningham, as the
“simplest online database that could possibly work”*.
• Websites whose users can add, modify or delete content via a web browser using
simplified markup language or a rich-text editor.
• Most of the content is created collaboratively.
• Often used for internal collaboration, however, when public also
an indirect means for dissemination.
www.sti-innsbruck.at
*http://www.wiki.org/wiki.cgi?WhatIsWiki
28
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Social Networks
• Provide a community aspect, i.e. forms a community that shares information in a
multi-directional way
• Common features (regardless of platform):( g p )
– construct a public/semi-public profile;
– articulate list of other users that they share a connection with;
– view the list of connections within the system
• Some sites allow users to upload pictures, add multimedia content or modify the look
and feel of the profile
• Social networks typically offer more than one channel of dissemination (thus they will
be considered platforms with many available dissemination channels):
www.sti-innsbruck.at
– Facebook: Pages, Groups, Share options
– LinkedIn and Xing are focused on professional use and fit the purpose of organizations
29
Internet Forums and Discussion Boards
• Web applications managing user-generated content
• Early forums can be described as a web version of an email list or newsgroup
• Internet forums are prevalent in several countries: Japan, China
• Are governed by a set of rules
• Users have a specific designated role, e.g. moderator, administrator
www.sti-innsbruck.at 30
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Group Communication
• Many-to-many
• Threaded conversations
U ll d i l i• Usually created on a particular topic
• Have different access levels
• Better for disseminating within a group that shares common interests as the purpose
of the services is to enable collaboration, information sharing and discussions
• Exampled: Google Groups, Facebook Groups, Yahoo! Groups, LinkedIn Groups,
Xing Groups.
• Similar in many ways to Discussion boards and Internet Forums
www.sti-innsbruck.at 31
Semantic Based Dissemination
Rich Snippets
• Snippets—the few lines of text that appear under every search result—are designed
to give users a sense for what’s on the page and why it’s relevant to their query.to give users a sense for what s on the page and why it s relevant to their query.
• If Google understands the content on your pages, it can create rich snippets—
detailed information intended to help users with specific queries.
www.sti-innsbruck.at 32
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Semantic Based Dissemination
Overview
• Format is an explicit set of requirements to be
satisfied by a material, product, or service.
Format
e.g. RDFa
I l t ti
satisfied by a material, product, or service.
– The most known examples are RDF and OWL.
• A (Semantic Web) vocabulary can be considered
as a special form of (usually light-weight) ontology,
or sometimes also merely as a collection of URIs
with an (usually informally) described meaning*.
www.sti-innsbruck.at 33
Implementation
e.g. OWLIM
Vocabulary
e.g. foaf
• Implementation realization of an application, plan,
idea, model, or design.
Semantic Based Dissemination: Formats
RDFsRDFs
1998
RDF
HTML Meta 
Elements
1999
RDF
2004
RDFaRDFa
2005
MicroformatsMicroformats
2007
OWLOWL
2008
SPARQLSPARQL
www.sti-innsbruck.at 34
2009
OWL 2OWL 2
2010
RIFRIF
2011
MicrodataMicrodata
RDFa lite June 2012
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• A (Semantic Web) vocabulary can be considered a special form of (usually light-
weight) ontology, or sometimes also merely as a collection of URIs with a (usually
informally) described meaning.
Semantic Channels: Vocabularies
• For us these vocabularies are channels (roughly a vocabulary corresponds to a
platform and a term to a channel).
www.sti-innsbruck.at 35
Semantic Channels: Vocabularies
www.sti-innsbruck.at 36
... and a lot more
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Overview of Channels
www.sti-innsbruck.at 37
www.sti-innsbruck.at
SOCIAL MEDIA MONITORING
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What is Social Media Monitoring?
Definition*
Social Media Monitoring is the continuous systematic observation and
analysis of social media networks and social communities It supports aanalysis of social media networks and social communities. It supports a
quick overview and insight into topics and opinions on the social web.
www.sti-innsbruck.at
*http://de.wikipedia.org/wiki/Social_Media#Monitoring
39
Social Media Monitoring
• Social Media Monitoring tools facilitate the listening of what people say
about various topics in the social media sphere (blogs, twitter, Facebook,
etc.)
• Listening: is active, focused, concentrated attention for the purpose of
understanding the meanings expressed by a speaker.
www.sti-innsbruck.at 40
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21
Social Media Monitoring
Channels to analyze
MICROBLOGS
FORUMS/NEWSGROUPS
VIDEO SHARING
SOCIAL NETWORKS
WIKIS
VIDEO SHARING
www.sti-innsbruck.at
PHOTO SHARING
BLOGS MAINSTREAM MEDIA
SOCIAL MEDIA NEWS
AGGREGATORS
41
Channels to analyze
1. Social networks, e.g.:
• Facebook (Q1 2012):
• Twitter:
– 200 million Tweets per day (2011)
• Facebook (Q1 2012):
– 526 million daily active users
– 3.2 billion Likes and Comments per
day
– 500K comments per minute
– 200K Tweets per minute
• LinkedIn: 147 million users
• Google+: 170 million users
www.sti-innsbruck.at
– 700K status updates per minute
– 80K wall posts per minute
42
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Channels to analyze
2. Sharing networks, e.g.:
• YouTube:YouTube:
– 4 billion videos are viewed a day
– 100 million people take a social action on YouTube every week (likes, shares,
comments, etc)
• Flickr: >6.500 new photos per minute
www.sti-innsbruck.at
• Pinterest:
– 13 million users
– American users spend an average of 97.8 minutes
43
Channels to analyze
3. Email lists
• 2172 million Email users
4. Group Communication and
Message Boards (e.g. Google
Groups, Yahoo! Groups, Facebook
Groups etc )• 2172 million Email users
• 3375 million Active email
accounts
• 2.8 million emails per second
Groups, etc.)
• Forums: 2K posts per minute
• Yahoo! Groups:
– 9 million groups
– 113 million users
www.sti-innsbruck.at
• 90 trillion emails per year
44
– 933 thousand unique visitors daily
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23
Channels to analyze
5. News feeds
• Total Feeds*: 694 311
6. Blogs:
• >95 million blogs available online
Total Feeds : 694,311
• Atom Feeds*: 86,496
• RSS feeds*: 438,102 (63% of
the total)
• 22K posts per minute
• Tumblr (Q2 2012):
– 55.9 Million blogs
– 23.3 Billion posts
– 20K posts per minute
www.sti-innsbruck.at
*source: http://www.syndic8.com
45
• WordPress (Q2 2012)
– 73.724.911 WordPress sites
Channels to analyze
7. Traditional mediums:
• TV:
8. Online News:
• News websites: >25 000• TV:
– 365 TV channels licensed in Germany
• Radio:
– 822 Radio stations in Germany
Print medi ms (ne spapers maga ines)
• News websites: >25.000
• Online radio stations:
>2700 Online radio
stations in Germany
www.sti-innsbruck.at
• Print mediums (newspapers, magazines)
– 382 Daily newspapers in Germany
– 4180 Weekly magazines in Germany
46
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Social Media Monitoring
www.sti-innsbruck.at 47
www.sti-innsbruck.at
FOUR ROLES FOR SEMANTIC
TECHNOLOGIES
48
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25
Semantic Analysis
What a computer understands from text messages:
www.sti-innsbruck.at 49
bla bla bla...
bla...
bla bla...
Semantic Analysis
• Discovering facts in texts and other sources (audio, video, etc.)
• Deriving additional facts from them
• Somewhere in the Web the text fragment “Dieter is married to Anna” occurs
(extracted statement)
• Named Entity Recognition tells us that Dieter is a (German) male given name, and
Anna is a female given name (enriched with background knowledge)
• We can infer that Dieter and Anna are persons and
– Dieter is male
– Anna is female
– Dieter is married to Anna
– Anna is married to Dieter
– What with “Anna-Marie is married with Dieter”?
www.sti-innsbruck.at
What with Anna Marie is married with Dieter ?
(derive new facts)
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Semantic Analysis
– Topic detection
Typical tasks of Information Extraction from Natural Language:
p
– Named entity recognition
– Co-reference and Disambiguation
– Relation Extraction
– Sentiment detection and Opinion mining
– Social annotation
– Text summarization
www.sti-innsbruck.at
• Obviously all of them are needed in Social Media Analysis
51
Semantic as a channel
www.sti-innsbruck.at 52
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Semantic as a channel
• Not to be interpreted by humans, but machines that can make something
out of it:
www.sti-innsbruck.at 53
• Publishing Linked Data can take various formats and vocabularies
The three dimensions
HTML 
Meta 
Element
s
1999
RDFsRDFs
1998
RDFRDF
2004
RDFaRDFa
2005
MicroformatsMicroformats
2007
OWLOWL
SPARQL
Format
e.g. RDFa
I l t ti
s
2008
SPARQL
2009
OWL 2OWL 2
2010
RIFRIF
2011
MicrodataMicrodata
www.sti-innsbruck.at 54
Implementation
e.g. OWLIM
Vocabulary
e.g. foaf
... and a lot more
10/21/2012
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Semantic Content Modelling
Separate content and channel.
Same Event
www.sti-innsbruck.at 55
Separating Symbol and Knowledge Level
Analogy 1 (for senior people in the audience)
“I am about to propose the existence of something called the knowledge level,
within which knowledge is to be defined.” [Newell, 1982]
• Knowledge is intimately linked with
rationality. Systems of which
rationality can be posited can be
said to have knowledge.
• At the knowledge level, knowledge
is described functionally in terms
of goals and rationality. Observer Agent
www.sti-innsbruck.at
g y
• At the symbol level, knowledge is described operational in terms of
achieving the goals through a certain sequence of activities.
• Obviously, there are various ways to encode knowledge at the symbol level.
56
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Separating Content and Rendering
• Analogy 2 for juniors in the audience :
– Content may be presented differently in different contexts.
– Therefore, it should be modeled independent from a specific representation
– Stylesheets connect content with a specific presentationy p p
• Content:
<html><head>
<link rel="stylesheet" type="text/css" href="/tryit.css" /></head>
<body>
<div itemscope itemtype="http://schema.org/Person">
<img src="http://www.fensel.com/dieter.jpg" itemprop="image" />
<span id="property">Title: <span itemprop="jobTitle">Prof. Dr.</span></span>
<span id="property">Name: <span itemprop="name">Dieter Fensel</span></span>
<span id="property">Nationality: <span itemprop="nationality">German</span></span>
<span id="property">Birthdate: <span itemprop="birthdate">October 1960</span></span>
<span id="property">Address: <span itemprop="address" itemscope itemtype="http://schema.org/PostalAddress">
www.sti-innsbruck.at 57
<span itemprop="streetAddress">Technikerstr. 21a</span>,
<span itemprop="postalCode">6020</span>
<span itemprop="addressLocality">Innsbruck</span>,
<span itemprop="addressRegion">Tirol</span>
</span></span>
<span id="property">Tel.: <span itemprop="telephone">+43 512 507 6485</span></span>
<span id="property">E-Mail: <a href="mailto:dieter.fensel@sti2.at" itemprop="email">dieter.fensel@sti2.at</a></span>
<span id="property">WWW: <a href="http://www.fensel.com/" itemprop="url">http://www.fensel.com/</a></span>
</div></body><html>
Separating Content and Rendering
• Style Sheet 1:
body
{
background-color: rgb(220,220,255);
font-family:"Times New Roman";font family: Times New Roman ;
font-size:20px;
}
img { float: right; }
span[id="property"]
{
display: block;
font-style: italic;
}
span[itemprop]
{
font-weight: bold;
font-style: normal;
www.sti-innsbruck.at 58
font style: normal;
}
a:link
{
color: green;
font-style: normal;
font-weight: bold;
}
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30
Separating Content and Rendering
• Style Sheet 2:
body
{
font-family:"Calibri";
font-size:25px;font size:25px;
}
img
{
float: left;
width: 120px;
margin-right: 50px;
}
span[id="property"]
{
margin-right: 40px;
float: left;
}
www.sti-innsbruck.at 59
}
span[itemprop] { font-style: italic; }
a:link
{
font-style: italic;
font-weight: bold;
}
Use an Ontology to model the content
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Use a weaver to align content and channels
Branch specific Ontology
Weaver
Collect feedback
+
statistics
Distribute content
www.sti-innsbruck.at
Web 3.0/Mobile/OtherWeb/Blog SocialWeb
61
Semantic Channel Modelling
Branch specific Ontology
Matcher
Collect feedback
+
statistics
Distribute content
www.sti-innsbruck.at
Web 3.0/Mobile/OtherWeb/Blog SocialWeb
62
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Semantic Channel Modelling
• The number of digital publishing channels has increased exponentially in
the past decade.
• Using semantics (i.e., an Ontology) to describe these channels.
• Automatic review and adjustment of content and dissemination to channels
based on semantic match-making.
• Content-Channel mapping becomes an instance of Ontology alignment.
www.sti-innsbruck.at 63
Infrastructure
Content
Channels
www.sti-innsbruck.at
SEMANTIC COMMUNICATION
ARCHITECTURE INNSBRUCK
(SCAI *SKY)
64
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Reference architecture
• SCAI is a reference architecture.
• A reference software architecture is a software architecture where the
structures and respective elements and relations provide templates for
concrete architectures in a particular domain.
• A reference architecture consists of a list of functions and some
indication of their interfaces (or APIs) and interactions with each other
and with functions located outside of the scope of the reference
architecture.
• SCAI provides a semantic engagement engine applicable to various
domains and tasks
www.sti-innsbruck.at
domains and tasks.
• Core of its efficiently and flexibility is
– its separation of concern.
– and the proper separation and alignment of form and substance.
65
SCAI is based on three different types of
functionalities.
• Infrastructure
– The infrastructure layer provides basic functionalities needed by the other
f ti litifunctionalities.
– The infrastructure layer is responsible for separating and multiple alignments of
communication content and communication channels.
• Communication
– The communication layer used the basic functionality of the infrastructure layer to
implement the on-line communication of an agent.
– It combines these elements into useful patterns of on-line interactions.
– It supports exchange of meaning.
• Engagement
www.sti-innsbruck.at
• Engagement
– turns communication into cooperation.
– Workflow
– Crow sourcing
– Value generation through on-line cooperation.
66
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Customization of the Architecture
• To derive concrete products and services from the reference
architecture it must be instantiated for Application types (Tasks) and
Domains.
• Task customization:
– Advertisement
– Customer Relationship Management
– Revenue management
– Brand management
– Reputation management
– Quality management
www.sti-innsbruck.at
• Domain Customization: E.g., eTourisms.
67
Infrastructure
Infrastructure
Content
Channels
www.sti-innsbruck.at
• Content can be down-/and uploaded from GUIs,
Repositories, CMSs, and others
• Channels are the millions of on-line communication
possibilities
68
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Infrastructure
Weaver
Infrastructure
Content Manager
- Import Content
- Export Content
Channel Manager
- Integrates
- Personalizes
- Interacts
- Describes Channels
www.sti-innsbruck.at
Content
Channels
69
Infrastructure – Weaver
• Separating content from channels also requires the explicit alignment of
both.
• This is achieved through a weaver.
• A weaver is
– an uni-set of tuples describing bi-directional content-channel mappings,
– an execution engine for these tuples,
– a GUI to define these tuples, and
– a management and monitoring component for these tuple sets.
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Communication
• Meaningful communication requires often more than just a single and
isolated act of exchanging information.
– It can be active or reactive (Dissemination, Social Media Monitoring, and its
integration)
– It has a trace, a history
– It needs multi-channel switch
– It is bi-directional and multi-agent
– It is based on patterns of successful interaction styles (campaigning versus individual
interaction, etc.)
www.sti-innsbruck.at 71
Dissemination and Social Media Monitoring
Dissemination and Social Media Monitoring
FORUMS/NEWSGROUPS
SOCIAL NETWORKS
WIKIS
PHOTO SHARING
MICROBLOGS
FORUMS/NEWSGROUPS
VIDEO SHARING
SOCIAL MEDIA NEWS
AGGREGATORS
www.sti-innsbruck.at
72
Image taken from: http://nichcy.org/wp-content/uploads/2011/01/rsz_1rsz_dissemination2.jpg
BLOGS
MAINSTREAM MEDIA
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Communication - Integration of Publication and
Monitoring
Multi-Channel Social Media
Communication
• Active and reactive
communication
www.sti-innsbruck.at
Multi Channel
Publishing
Social Media
Monitoring
73
Feedback
Example of 
Active 
Communication 
performed by a 
hotelier on 
Facebook
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Feedback
Customer 
response to the 
hotel’s message
www.sti-innsbruck.at 75
Response
Transmitter: guest at 
hotel
www.sti-innsbruck.at
Reactor: hotelier
Source: http://www.tripadvisor.com/ShowUserReviews-g53449-d96753-r130438938-Hampton_Inn_Pittsburgh_Greentree-Pittsburgh_Pennsylvania.html
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Communication - Trace
Tracing a conversation is crucial for
making communication effective and
efficient, and is therefore required for
Communication
• Communication has a history
• The communication history IS the
trace
• Communication must be
remembered otherwise it is
meaningless
Multi-Channel
Publishing
Social Media
Monitoring
Communication
• Active and reactive
communication
• Tracing the communication
www.sti-innsbruck.at 77
Communication - Multi-Channel Switch
(Online) Communication is scattered
over multiple, often very different
channels.
Communication
• Agents are challenged to
disseminate information over all
appropriate channels.
• Activities of all channels the
agent is active in must be
monitored.
I t F db k d
Multi-Channel
Publishing
Social Media
Monitoring
Communication
• Active and reactive
communication
• Tracing the communication
• Multi-channel switch
www.sti-innsbruck.at
• Impact, Feedback and
Responses need to be collected
from all channels.
• E.g., switch from a public tweet
to a private email response.
78
10/21/2012
40
Communication - Multi-Agent
• Communication requires at least
two agents: a speaker and a
listener.
Communication
• Active and reactive communication
• Tracing the communication
• However, communication does
not occur in a void – thus the
initial model may never occur in
real life as there may always be
more than one listener or more
than one agent.
• Agents may receive responses
from multiple listeners that may
Multi‐Channel
Publishing
Social Media
Monitoring
• Tracing the communication
• Multi‐channel switch
• Multi‐agent
www.sti-innsbruck.at
from multiple listeners that may
also listen and start to interact
with each other.
79
Communication Patterns
• In software engineering, a design
pattern is a general reusable
solution to a commonly
Communication
• Active and reactive communication
• Tracing the communicationsolution to a commonly
occurring problem within a
given context in software design.
• It is a description or template
for how to solve a problem that
can be used in many different
situations.
• So patterns are formalized best
Multi‐Channel
Publishing
Social Media
Monitoring
• Tracing the communication
• Multi‐channel switch
• Multi‐agent
• Patterns
www.sti-innsbruck.at
So patterns are formalized best
practices that you must
implement yourself in your
application.
80
• Based on this definition of Software design patterns we introduce at this
point the idea of the communication patterns.
10/21/2012
41
Communication Patterns
• The communication patterns could be a way to facilitate the response
phase of an enterprise.
• A rich set of communication paradigms that address different types of
issues by describing workflows of interaction with customers or
potential customers.
• It should be a dynamic set of patterns in the sense that it is being
extended and altered continuously according to the needs of the
customers and the nature of the issues that are arising.
www.sti-innsbruck.at 81
Engagement
Engagement
Workflow management
Crowdsourcing
Value-chain generation
www.sti-innsbruck.at 82
10/21/2012
42
Engagement
Workflow management
• A workflow consists of a sequence of concatenated (connected) steps*.
• Workflow management refers to the process of assigning, tracking and
responding to social media streams, usually in a team environment in
order to prevent double responses and missed opportunities. It is crucial
for an enterprise tool to promote team productivity through collaboration.
• Example: Bad review
www.sti-innsbruck.at
*http://en.wikipedia.org/wiki/Workflow
83
Engagement - Crowdsourcing
• Crowdsourcing is the act of taking a job traditionally performed by a
designated agent (usually an employee) and outsourcing it to andesignated agent (usually an employee) and outsourcing it to an
undefined, generally large group of people in the form of an open call.
• The application of Open Source principles to fields outside of software.
Howe (2008, 2009)
www.sti-innsbruck.at 84
10/21/2012
43
Engagement - Crowdsourcing
Amazon Mechanical Turk
Amazon’s Mechanical Turk is a market in which anyone can post tasks to be• Amazon s Mechanical Turk is a market in which anyone can post tasks to be
completed and specify prices paid for completing them.
• The inspiration of the system was to have users complete simple tasks that
would otherwise be extremely difficult (if not impossible) for computers to
perform.
• A number of businesses use Mechanical Turk to source thousands of micro-
tasks that require human intelligence, for example to identify objects in
images find relevant information or to do natural language processing
www.sti-innsbruck.at
images, find relevant information, or to do natural language processing.
• Mechanical Turk has more than 500,000 people in its workforce. Their
median wage is about $1.40 an hour.*
• Example: Turn a text into a tweet.
*http://www.economist.com/node/21555876
85
Engagement
Value-Chain generation
“A value chain is a chain of activities for a firm operating in a specific industry.
The business unit is the appropriate level for construction of a value chain notThe business unit is the appropriate level for construction of a value chain, not
the divisional level or corporate level. Products pass through all activities of
the chain in order, and at each activity the product gains some value. The
chain of activities gives the products more added value than the sum of the
independent activities' values.”
Wikipedia
www.sti-innsbruck.at 86
10/21/2012
44
Engagement
Value-Chain generation
• The value chain generation lays on top of the other layers (i.e. workflow
management, crowdsourcing and communication patterns) and reflects the
aim of the enterprise to monetize their activities through these layers.
• The ultimate target for keeping the customers happy and engaged to the
brand is to increase the revenue. Thus, it is important to have a layer on top
of the communication that transforms long-term relationships into economic
transactions and new opportunities for the enterprise.
www.sti-innsbruck.at
• For example, for a hotelier this layer could be the bookability of his services.
87
SCEI - Summary
ment
Value-chain generation
Communication
• Active and reactive
communication
• Tracing the communication
• Multi-channel switch
• Multi-agent
• Pattern
Engagem
Workflow management
CrowdsourcingMulti-Channel Publishing Social Media
Monitoring
www.sti-innsbruck.at
Infrastructure
88
10/21/2012
45
www.sti-innsbruck.at
SEEKDA SOCIAL AGENT
89
• Total overnight stays 126 Mio in Austria (42,7 Mio in Tyrol)
• Travel intensity per inhabitant (number of overnight stays divided by the
id t l ti ) T t l 16 (63 i T l)
Facts and Figures on Tourism in Austria and Tyrol
resident population): Total 16 (63 in Tyrol)
• Direct employment in tourism: Total 307.000
• Direct spendings of foreign and resident visitors: 31 B €
• Direct percentage of overall GDP through tourism: 7.4%
www.sti-innsbruck.at 90
10/21/2012
46
Facts and Figures on Tourism in Austria and Tyrol
www.sti-innsbruck.at 91
source: http://www.tnooz.com/wp-content/uploads/2012/07/four-pillars-FULLjpg.jpg
Multi-channel booking problem
• Hotels are facing the multi-channel booking problem
• More than 100 different booking channels available
• Daily maintenance of right balance of rooms availability
across more than 100 channels does not scale
• Average time for hoteliers required to maintain a profile of
a medium size hotel at one portal takes between 5 to 15
minutes a day
www.sti-innsbruck.at
• An effort of maintaining hotel’s profile on 100 portals
would require then at least 20 hours of work
92
10/21/2012
47
The multi-channel solution for hotel-industry
internet distribution
seekda!
connect
www.sti-innsbruck.at 93
• Automatic support for online booking on multiple channels
• One single entry point providing direct connections to
different booking platforms
seekda connect
different booking platforms
• Simple, Web-based user interface for management of
bookings
www.sti-innsbruck.at 94
10/21/2012
48
Direct bookability for hotels
• Booking quickly and directly via hotel Web sites
• Seekda producs for direct bookability:
– Dynamic Shop
– Dynamic Shop Mobile
• Benfits:
– Hotels do not give part of their profit to booking chanells
– Guests spend less time in
booking using the instant
booking engine solution of
seekda
www.sti-innsbruck.at 95
Direct bookability for hotels
• Challenges:
– Does the customer find the hotel web site?
– Does the customer trust the web site?
Are his/her requests properly answered?– Are his/her requests properly answered?
– Is his/her feedback taken serious and form a positive review of the hotel?
• Multi-channel communication tools can improve revenues and benefits
within the hospitality industry by:
– Increasing the on-line visible presence of hotels
– Make hotels offers visible to a broader audience via multiple channels
– Attract potential guests to hotel websites and thus increase direct bookability
– effective and targeted on-line marketing
www.sti-innsbruck.at
– effective and targeted on-line marketing
96
10/21/2012
49
Multi Channel Communication and Yield
Management
SCAI *sky +
h li i l i h l i i
www.sti-innsbruck.at
holistic multi-channel communication
and revenue management for the hotelier
97
Touristic Portal
• Multi-channel communication (SCAI *sky)
• seekda booking engine
• Linked Open Data (LOD)
• On the fly service integration as you pay
• Everything integrated into a comprehensive map
www.sti-innsbruck.at 98
10/21/2012
50
Multi-channel communication
Branch specific conceptsSCEI
Collect feedback
+
statistics
Distribute content
Weaver
www.sti-innsbruck.at
Web 3.0/Mobile/OtherWeb/Blog SocialWeb
99
seekda booking engine - direct bookability for
hotels
• Booking quickly and directly via
hotel Web sites
• Seekda producs for direct
bookability:
– Dynamic Shop
– Dynamic Shop Mobile
• Benfits:
– Hotels do not give part of their
profit to booking chanells
www.sti-innsbruck.at
p g
– You do not loose the guest
having him booking other hotels
100
10/21/2012
51
Linked Open Data (LOD)
• Use LOD to integrate and lookup data
about
– places and routes
– time-tables for public transport
– hiking trails
– ski slopes
– points-of-interest
www.sti-innsbruck.at 101
Linked Open Data (LOD) - data sets
• Open Streetmap
• Google Places
• Databases of government
– TIRIS
– DVT
• Tourism & Ticketing association
• IVB (busses and trams)
• OEBB (trains)
• Ärztekammer
• Supermarket chains: listing of products
• Hofer and similar: weekly offers
• ASFINAG: Traffic/Congestion data
• Herold (yellow pages)
• Innsbruck Airport (travel times, airline
schedules)
• ZAMG (Weather)
www.sti-innsbruck.at
(y p g )
• City archive
• Museums/Zoo
• News sources like TT (Tyrol's major daily
newspaper)
• Statistik Austria
• University of Innsbruck (Curricula,
student statistics, study possibilities)
• IKB (electricity, water consumption)
• Entertainment facilities (Stadtcafe,
Cinema...)
• Special offers (Groupon)
102
10/21/2012
52
On the fly service intergation as you pay
• Data and services from destination
sites integrated for recommendation
and booking of
H t l– Hotels
– Restaurants
– Cultural and entertainment events
– Sightseeing
– Shops
• Two integration approaches:
– ad-hoc service integration: via Web
www.sti-innsbruck.at
scrapping as a quick integration
solution
– via APIs and backend integration
for a long term, durable solution
103
Everything integrated: Tourist Map Austria
• Based on Open
Street Map
www.sti-innsbruck.at 104
10/21/2012
53
Everything integrated: Tourist Map Austria
• Based on Open
Street Map
• Increase on-line
visibility for hotel andvisibility for hotel and
destination via multi-
channel
communication -
SCAI
www.sti-innsbruck.at 105
SCAISCAI
Everything integrated: Tourist Map Austria
• Based on Open
Street Map
• Increase on-line
visibility for hotel andvisibility for hotel and
destination via multi-
channel
communication -
SCEI
• Hotels, ski passes,
etc. directly bookable
– seekda engine
www.sti-innsbruck.at 106
SCEISCEI
10/21/2012
54
Everything integrated: Tourist Map Austria
• Based on Open
Street Map
• Increase on-line
visibility for hotel andvisibility for hotel and
destination via multi-
channel
communication -
SCEI
• Hotels, ski passes,
etc. directly bookable
– seekda engine
• LOD to integrate and
lookup data about
www.sti-innsbruck.at 107
lookup data about
hiking trails, ski
slopes, etc.
LODSCEISCEI
Everything integrated: Tourist Map Austria
• Based on Open
Street Map
• Increase on-line
visibility for hotel andvisibility for hotel and
destination via multi-
channel
communication -
SCEI
• Hotels, ski passes,
etc. directly bookable
– seekda engine
• LOD to integrate and
lookup data about
www.sti-innsbruck.at 108
lookup data about
hiking trails, ski
slopes, etc.
• On the fly service
integration as you pay
LODSCEISCEI
10/21/2012
55
www.sti-innsbruck.at
6. SUMMARY
109
Summary
• The multi-channel monster can be seen as a threat of:
– Failing to be properly present (active and passive) in a multitude of opportunities
– Spending a non-justify effort on achieving the former
– Going out of business in both cases (even if for different reasons)
• We propose a scalable solution for this based on using semantics.
• Core is the separation of content and channel and its explicit
interweavement.
• For our approach, semantics is a corner stone but requires many
additional services and layers to actually provide its potential.
• Together with Seekda we are currently focusing on the eTourisms
www.sti-innsbruck.at
• Together with Seekda we are currently focusing on the eTourisms
domain, however, other verticals may follow.
• In general, we target domains (verticals) with many SMEs that need to
intensively interact with their customers on-line.
110

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Malaysia2012 handouts

  • 1. 10/21/2012 1 How to Domesticate the Multi-Channel Communication Monster Dieter Fensel and many others STI Innsbruck, University of Innsbruck www.sti-innsbruck.at© Copyright 2008 STI INNSBRUCK www.sti-innsbruck.at The Crazy Hotelier The Hotelier of today has to deal with many different communication channels: www.sti-innsbruck.at 2 HOTEL RECEPTION
  • 2. 10/21/2012 2 The Crazy Hotelier - walk-in customerThe Hotelier of today has to deal with many different communication channels: www.sti-innsbruck.at 3 HOTEL RECEPTION The Crazy Hotelier - walk-in customer - telephone The Hotelier of today has to deal with many different communication channels: www.sti-innsbruck.at 4 HOTEL RECEPTION
  • 3. 10/21/2012 3 The Crazy Hotelier - walk-in customer - telephone - email The Hotelier of today has to deal with many different communication channels: www.sti-innsbruck.at 5 HOTEL RECEPTION The Crazy Hotelier - walk-in customer - telephone - email - fax The Hotelier of today has to deal with many different communication channels: www.sti-innsbruck.at 6 HOTEL RECEPTION
  • 4. 10/21/2012 4 The Crazy Hotelier - walk-in customer - telephone - email - fax - hotel website The Hotelier of today has to deal with many different communication channels: hotel website www.sti-innsbruck.at 7 HOTEL RECEPTION The Crazy Hotelier - walk-in customer - telephone - email - fax - hotel website The Hotelier of today has to deal with many different communication channels: hotel website - review sites www.sti-innsbruck.at 8 HOTEL RECEPTION
  • 5. 10/21/2012 5 The Crazy Hotelier - walk-in customer - telephone - email - fax - hotel website The Hotelier of today has to deal with many different communication channels: hotel website - review sites - booking sites www.sti-innsbruck.at 9 HOTEL RECEPTION The Crazy Hotelier - walk-in customer - telephone - email - fax - hotel website The Hotelier of today has to deal with many different communication channels: hotel website - review sites - booking sites - social network sites www.sti-innsbruck.at 10 HOTEL RECEPTION
  • 6. 10/21/2012 6 The Crazy Hotelier - walk-in customer - telephone - email - fax - hotel website The Hotelier of today has to deal with many different communication channels: hotel website - review sites - booking sites - social network sites - blogs www.sti-innsbruck.at 11 HOTEL RECEPTION The Crazy Hotelier - walk-in customer - telephone - email - fax - hotel website The Hotelier of today has to deal with many different communication channels: hotel website - review sites - booking sites - social network sites - blogs - fora & destination sites www.sti-innsbruck.at 12 HOTEL RECEPTION
  • 7. 10/21/2012 7 The Crazy Hotelier - walk-in customer - telephone - email - fax - hotel website The Hotelier of today has to deal with many different communication channels: hotel website - review sites - booking sites - social network sites - blogs - fora & destination sites - chat www.sti-innsbruck.at 13 HOTEL RECEPTION The Crazy Hotelier - walk-in customer - telephone - email - fax - hotel website The Hotelier of today has to deal with many different communication channels: hotel website - review sites - booking sites - social network sites - blogs - fora & destination sites - chat - video & photo sharing www.sti-innsbruck.at 14 HOTEL RECEPTION
  • 8. 10/21/2012 8 The Crazy Hotelier The Hotelier doesn’t only have to deal with an overwhelming number of communicationcommunication channels, but also has to pay up to 15% sales commissions to the booking sites! www.sti-innsbruck.at 15 HOTEL RECEPTION The Crazy Hotelier Tyrol: -> 40 million overnight stays -> 3 billion € transaction volume -> 70 million € sales70 million € sales commission www.sti-innsbruck.at 16 HOTEL RECEPTION
  • 9. 10/21/2012 9 (Mulpuru, Harteveldt, & Roberge, 2011) Call this “the growth of the multichannel monster” www.sti-innsbruck.at 17 Content 1. Multi-channel Dissemination 2 S i l M di M it i2. Social Media Monitoring 3. Four Roles for Semantics 4. Semantic Communication Engine Innsbruck (SCEI*sky) 5. Seekda Social Agent (SESA) 6 Summary www.sti-innsbruck.at 6. Summary 18
  • 10. 10/21/2012 10 www.sti-innsbruck.at MULTI-CHANNEL DISSEMINATION 19 Dissemination • Dissemination refers to the process of broadcasting a message to the public without direct feedback from the audience • Takes the traditional view of communication which involves a sender and a receiver. • “In telecommunications and computer networking, a communication channel, or channel, refers either to a physical transmission medium such as a wire, or to a logical connection over a multiplexed medium such as a radio channel.” (Wikipedia). www.sti-innsbruck.at • There are various types of such channels. 20 Image taken from: http://nichcy.org/wp-content/uploads/2011/01/rsz_1rsz_dissemination2.jpg
  • 11. 10/21/2012 11 Dissemination Classification of channels by the type of service they provide: St ti B d ti–Static Broadcasting –Dynamic Broadcasting –Sharing –Collaboration –Social Networks –Internet Forum and Discussion Boards www.sti-innsbruck.at Internet Forum and Discussion Boards –On-line Group Communication –Semantic-based Communication Image taken from: http://www.softicons.com/free-icons/application-icons/or-applications-icons-by-iconleak/file-cabinet-icon 21 Static Broadcasting • Prehistoric methods of dissemination: cave drawings, stories of triumphs on columns and arches, history on pyramids, stones with messages • More modern means: printed press, newspapers, journals www.sti-innsbruck.at • Online static dissemination: homepage …. And various web sites 22
  • 12. 10/21/2012 12 Static Broadcasting Homepage Example St ti W b it E l www.sti-innsbruck.at 23 Static Website Example The same hotel mentioned  on Wikitravel’s entry for  Innsbruck Static Broadcasting Static Website Example Entry in Wikipedia for Hotel  Goldener Adler www.sti-innsbruck.at 24
  • 13. 10/21/2012 13 Dynamic Communication Small piece of content that is dependent on constraints such as time or location. Examples of tools (organized considering first the length of message and second – the level of interactivity) • News Feeds (f.e., RSS) • Newsletters • Email / Email lists • Podcasts www.sti-innsbruck.at • Microblogs (twitter, tumblr, …) • Blogs • Social networks • Chat and instant messaging applications (skype, messenger, …) 25 Sharing • There are a large number of Web 2.0 websites that support the sharing of information items such as: bookmarks, images, slides, and videos, etc. • Provided by hosting services (images, videos, slides are stored on a server) www.sti-innsbruck.at 26
  • 14. 10/21/2012 14 Sharing • Can use specialized applications (see below) of features of other platforms and services (e.g. share photos through Facebook) • Examples: – Flickr, Pinterest – means of exchanging photos, visible to all users (no account necessary), allows users to post comments; – Slideshare – channel for storing and exchanging presentations; – YouTube and VideoLectures – sharing videos, all users can see the posted videos and leave comments on the websites – Social Bookmark sites: e.g. delicious, digg, StumbleUpon – Social News websites: e.g. reddit www.sti-innsbruck.at 27 Dissemination through Collaboration Wiki • “Wiki” = Hawaiian word for “fast” of “quick”. • Described by the developer of the first wiki software Ward Cunningham as theDescribed by the developer of the first wiki software, Ward Cunningham, as the “simplest online database that could possibly work”*. • Websites whose users can add, modify or delete content via a web browser using simplified markup language or a rich-text editor. • Most of the content is created collaboratively. • Often used for internal collaboration, however, when public also an indirect means for dissemination. www.sti-innsbruck.at *http://www.wiki.org/wiki.cgi?WhatIsWiki 28
  • 15. 10/21/2012 15 Social Networks • Provide a community aspect, i.e. forms a community that shares information in a multi-directional way • Common features (regardless of platform):( g p ) – construct a public/semi-public profile; – articulate list of other users that they share a connection with; – view the list of connections within the system • Some sites allow users to upload pictures, add multimedia content or modify the look and feel of the profile • Social networks typically offer more than one channel of dissemination (thus they will be considered platforms with many available dissemination channels): www.sti-innsbruck.at – Facebook: Pages, Groups, Share options – LinkedIn and Xing are focused on professional use and fit the purpose of organizations 29 Internet Forums and Discussion Boards • Web applications managing user-generated content • Early forums can be described as a web version of an email list or newsgroup • Internet forums are prevalent in several countries: Japan, China • Are governed by a set of rules • Users have a specific designated role, e.g. moderator, administrator www.sti-innsbruck.at 30
  • 16. 10/21/2012 16 Group Communication • Many-to-many • Threaded conversations U ll d i l i• Usually created on a particular topic • Have different access levels • Better for disseminating within a group that shares common interests as the purpose of the services is to enable collaboration, information sharing and discussions • Exampled: Google Groups, Facebook Groups, Yahoo! Groups, LinkedIn Groups, Xing Groups. • Similar in many ways to Discussion boards and Internet Forums www.sti-innsbruck.at 31 Semantic Based Dissemination Rich Snippets • Snippets—the few lines of text that appear under every search result—are designed to give users a sense for what’s on the page and why it’s relevant to their query.to give users a sense for what s on the page and why it s relevant to their query. • If Google understands the content on your pages, it can create rich snippets— detailed information intended to help users with specific queries. www.sti-innsbruck.at 32
  • 17. 10/21/2012 17 Semantic Based Dissemination Overview • Format is an explicit set of requirements to be satisfied by a material, product, or service. Format e.g. RDFa I l t ti satisfied by a material, product, or service. – The most known examples are RDF and OWL. • A (Semantic Web) vocabulary can be considered as a special form of (usually light-weight) ontology, or sometimes also merely as a collection of URIs with an (usually informally) described meaning*. www.sti-innsbruck.at 33 Implementation e.g. OWLIM Vocabulary e.g. foaf • Implementation realization of an application, plan, idea, model, or design. Semantic Based Dissemination: Formats RDFsRDFs 1998 RDF HTML Meta  Elements 1999 RDF 2004 RDFaRDFa 2005 MicroformatsMicroformats 2007 OWLOWL 2008 SPARQLSPARQL www.sti-innsbruck.at 34 2009 OWL 2OWL 2 2010 RIFRIF 2011 MicrodataMicrodata RDFa lite June 2012
  • 18. 10/21/2012 18 • A (Semantic Web) vocabulary can be considered a special form of (usually light- weight) ontology, or sometimes also merely as a collection of URIs with a (usually informally) described meaning. Semantic Channels: Vocabularies • For us these vocabularies are channels (roughly a vocabulary corresponds to a platform and a term to a channel). www.sti-innsbruck.at 35 Semantic Channels: Vocabularies www.sti-innsbruck.at 36 ... and a lot more
  • 19. 10/21/2012 19 Overview of Channels www.sti-innsbruck.at 37 www.sti-innsbruck.at SOCIAL MEDIA MONITORING 38
  • 20. 10/21/2012 20 What is Social Media Monitoring? Definition* Social Media Monitoring is the continuous systematic observation and analysis of social media networks and social communities It supports aanalysis of social media networks and social communities. It supports a quick overview and insight into topics and opinions on the social web. www.sti-innsbruck.at *http://de.wikipedia.org/wiki/Social_Media#Monitoring 39 Social Media Monitoring • Social Media Monitoring tools facilitate the listening of what people say about various topics in the social media sphere (blogs, twitter, Facebook, etc.) • Listening: is active, focused, concentrated attention for the purpose of understanding the meanings expressed by a speaker. www.sti-innsbruck.at 40
  • 21. 10/21/2012 21 Social Media Monitoring Channels to analyze MICROBLOGS FORUMS/NEWSGROUPS VIDEO SHARING SOCIAL NETWORKS WIKIS VIDEO SHARING www.sti-innsbruck.at PHOTO SHARING BLOGS MAINSTREAM MEDIA SOCIAL MEDIA NEWS AGGREGATORS 41 Channels to analyze 1. Social networks, e.g.: • Facebook (Q1 2012): • Twitter: – 200 million Tweets per day (2011) • Facebook (Q1 2012): – 526 million daily active users – 3.2 billion Likes and Comments per day – 500K comments per minute – 200K Tweets per minute • LinkedIn: 147 million users • Google+: 170 million users www.sti-innsbruck.at – 700K status updates per minute – 80K wall posts per minute 42
  • 22. 10/21/2012 22 Channels to analyze 2. Sharing networks, e.g.: • YouTube:YouTube: – 4 billion videos are viewed a day – 100 million people take a social action on YouTube every week (likes, shares, comments, etc) • Flickr: >6.500 new photos per minute www.sti-innsbruck.at • Pinterest: – 13 million users – American users spend an average of 97.8 minutes 43 Channels to analyze 3. Email lists • 2172 million Email users 4. Group Communication and Message Boards (e.g. Google Groups, Yahoo! Groups, Facebook Groups etc )• 2172 million Email users • 3375 million Active email accounts • 2.8 million emails per second Groups, etc.) • Forums: 2K posts per minute • Yahoo! Groups: – 9 million groups – 113 million users www.sti-innsbruck.at • 90 trillion emails per year 44 – 933 thousand unique visitors daily
  • 23. 10/21/2012 23 Channels to analyze 5. News feeds • Total Feeds*: 694 311 6. Blogs: • >95 million blogs available online Total Feeds : 694,311 • Atom Feeds*: 86,496 • RSS feeds*: 438,102 (63% of the total) • 22K posts per minute • Tumblr (Q2 2012): – 55.9 Million blogs – 23.3 Billion posts – 20K posts per minute www.sti-innsbruck.at *source: http://www.syndic8.com 45 • WordPress (Q2 2012) – 73.724.911 WordPress sites Channels to analyze 7. Traditional mediums: • TV: 8. Online News: • News websites: >25 000• TV: – 365 TV channels licensed in Germany • Radio: – 822 Radio stations in Germany Print medi ms (ne spapers maga ines) • News websites: >25.000 • Online radio stations: >2700 Online radio stations in Germany www.sti-innsbruck.at • Print mediums (newspapers, magazines) – 382 Daily newspapers in Germany – 4180 Weekly magazines in Germany 46
  • 24. 10/21/2012 24 Social Media Monitoring www.sti-innsbruck.at 47 www.sti-innsbruck.at FOUR ROLES FOR SEMANTIC TECHNOLOGIES 48
  • 25. 10/21/2012 25 Semantic Analysis What a computer understands from text messages: www.sti-innsbruck.at 49 bla bla bla... bla... bla bla... Semantic Analysis • Discovering facts in texts and other sources (audio, video, etc.) • Deriving additional facts from them • Somewhere in the Web the text fragment “Dieter is married to Anna” occurs (extracted statement) • Named Entity Recognition tells us that Dieter is a (German) male given name, and Anna is a female given name (enriched with background knowledge) • We can infer that Dieter and Anna are persons and – Dieter is male – Anna is female – Dieter is married to Anna – Anna is married to Dieter – What with “Anna-Marie is married with Dieter”? www.sti-innsbruck.at What with Anna Marie is married with Dieter ? (derive new facts) 50
  • 26. 10/21/2012 26 Semantic Analysis – Topic detection Typical tasks of Information Extraction from Natural Language: p – Named entity recognition – Co-reference and Disambiguation – Relation Extraction – Sentiment detection and Opinion mining – Social annotation – Text summarization www.sti-innsbruck.at • Obviously all of them are needed in Social Media Analysis 51 Semantic as a channel www.sti-innsbruck.at 52
  • 27. 10/21/2012 27 Semantic as a channel • Not to be interpreted by humans, but machines that can make something out of it: www.sti-innsbruck.at 53 • Publishing Linked Data can take various formats and vocabularies The three dimensions HTML  Meta  Element s 1999 RDFsRDFs 1998 RDFRDF 2004 RDFaRDFa 2005 MicroformatsMicroformats 2007 OWLOWL SPARQL Format e.g. RDFa I l t ti s 2008 SPARQL 2009 OWL 2OWL 2 2010 RIFRIF 2011 MicrodataMicrodata www.sti-innsbruck.at 54 Implementation e.g. OWLIM Vocabulary e.g. foaf ... and a lot more
  • 28. 10/21/2012 28 Semantic Content Modelling Separate content and channel. Same Event www.sti-innsbruck.at 55 Separating Symbol and Knowledge Level Analogy 1 (for senior people in the audience) “I am about to propose the existence of something called the knowledge level, within which knowledge is to be defined.” [Newell, 1982] • Knowledge is intimately linked with rationality. Systems of which rationality can be posited can be said to have knowledge. • At the knowledge level, knowledge is described functionally in terms of goals and rationality. Observer Agent www.sti-innsbruck.at g y • At the symbol level, knowledge is described operational in terms of achieving the goals through a certain sequence of activities. • Obviously, there are various ways to encode knowledge at the symbol level. 56
  • 29. 10/21/2012 29 Separating Content and Rendering • Analogy 2 for juniors in the audience : – Content may be presented differently in different contexts. – Therefore, it should be modeled independent from a specific representation – Stylesheets connect content with a specific presentationy p p • Content: <html><head> <link rel="stylesheet" type="text/css" href="/tryit.css" /></head> <body> <div itemscope itemtype="http://schema.org/Person"> <img src="http://www.fensel.com/dieter.jpg" itemprop="image" /> <span id="property">Title: <span itemprop="jobTitle">Prof. Dr.</span></span> <span id="property">Name: <span itemprop="name">Dieter Fensel</span></span> <span id="property">Nationality: <span itemprop="nationality">German</span></span> <span id="property">Birthdate: <span itemprop="birthdate">October 1960</span></span> <span id="property">Address: <span itemprop="address" itemscope itemtype="http://schema.org/PostalAddress"> www.sti-innsbruck.at 57 <span itemprop="streetAddress">Technikerstr. 21a</span>, <span itemprop="postalCode">6020</span> <span itemprop="addressLocality">Innsbruck</span>, <span itemprop="addressRegion">Tirol</span> </span></span> <span id="property">Tel.: <span itemprop="telephone">+43 512 507 6485</span></span> <span id="property">E-Mail: <a href="mailto:dieter.fensel@sti2.at" itemprop="email">dieter.fensel@sti2.at</a></span> <span id="property">WWW: <a href="http://www.fensel.com/" itemprop="url">http://www.fensel.com/</a></span> </div></body><html> Separating Content and Rendering • Style Sheet 1: body { background-color: rgb(220,220,255); font-family:"Times New Roman";font family: Times New Roman ; font-size:20px; } img { float: right; } span[id="property"] { display: block; font-style: italic; } span[itemprop] { font-weight: bold; font-style: normal; www.sti-innsbruck.at 58 font style: normal; } a:link { color: green; font-style: normal; font-weight: bold; }
  • 30. 10/21/2012 30 Separating Content and Rendering • Style Sheet 2: body { font-family:"Calibri"; font-size:25px;font size:25px; } img { float: left; width: 120px; margin-right: 50px; } span[id="property"] { margin-right: 40px; float: left; } www.sti-innsbruck.at 59 } span[itemprop] { font-style: italic; } a:link { font-style: italic; font-weight: bold; } Use an Ontology to model the content www.sti-innsbruck.at 60
  • 31. 10/21/2012 31 Use a weaver to align content and channels Branch specific Ontology Weaver Collect feedback + statistics Distribute content www.sti-innsbruck.at Web 3.0/Mobile/OtherWeb/Blog SocialWeb 61 Semantic Channel Modelling Branch specific Ontology Matcher Collect feedback + statistics Distribute content www.sti-innsbruck.at Web 3.0/Mobile/OtherWeb/Blog SocialWeb 62
  • 32. 10/21/2012 32 Semantic Channel Modelling • The number of digital publishing channels has increased exponentially in the past decade. • Using semantics (i.e., an Ontology) to describe these channels. • Automatic review and adjustment of content and dissemination to channels based on semantic match-making. • Content-Channel mapping becomes an instance of Ontology alignment. www.sti-innsbruck.at 63 Infrastructure Content Channels www.sti-innsbruck.at SEMANTIC COMMUNICATION ARCHITECTURE INNSBRUCK (SCAI *SKY) 64
  • 33. 10/21/2012 33 Reference architecture • SCAI is a reference architecture. • A reference software architecture is a software architecture where the structures and respective elements and relations provide templates for concrete architectures in a particular domain. • A reference architecture consists of a list of functions and some indication of their interfaces (or APIs) and interactions with each other and with functions located outside of the scope of the reference architecture. • SCAI provides a semantic engagement engine applicable to various domains and tasks www.sti-innsbruck.at domains and tasks. • Core of its efficiently and flexibility is – its separation of concern. – and the proper separation and alignment of form and substance. 65 SCAI is based on three different types of functionalities. • Infrastructure – The infrastructure layer provides basic functionalities needed by the other f ti litifunctionalities. – The infrastructure layer is responsible for separating and multiple alignments of communication content and communication channels. • Communication – The communication layer used the basic functionality of the infrastructure layer to implement the on-line communication of an agent. – It combines these elements into useful patterns of on-line interactions. – It supports exchange of meaning. • Engagement www.sti-innsbruck.at • Engagement – turns communication into cooperation. – Workflow – Crow sourcing – Value generation through on-line cooperation. 66
  • 34. 10/21/2012 34 Customization of the Architecture • To derive concrete products and services from the reference architecture it must be instantiated for Application types (Tasks) and Domains. • Task customization: – Advertisement – Customer Relationship Management – Revenue management – Brand management – Reputation management – Quality management www.sti-innsbruck.at • Domain Customization: E.g., eTourisms. 67 Infrastructure Infrastructure Content Channels www.sti-innsbruck.at • Content can be down-/and uploaded from GUIs, Repositories, CMSs, and others • Channels are the millions of on-line communication possibilities 68
  • 35. 10/21/2012 35 Infrastructure Weaver Infrastructure Content Manager - Import Content - Export Content Channel Manager - Integrates - Personalizes - Interacts - Describes Channels www.sti-innsbruck.at Content Channels 69 Infrastructure – Weaver • Separating content from channels also requires the explicit alignment of both. • This is achieved through a weaver. • A weaver is – an uni-set of tuples describing bi-directional content-channel mappings, – an execution engine for these tuples, – a GUI to define these tuples, and – a management and monitoring component for these tuple sets. www.sti-innsbruck.at 70
  • 36. 10/21/2012 36 Communication • Meaningful communication requires often more than just a single and isolated act of exchanging information. – It can be active or reactive (Dissemination, Social Media Monitoring, and its integration) – It has a trace, a history – It needs multi-channel switch – It is bi-directional and multi-agent – It is based on patterns of successful interaction styles (campaigning versus individual interaction, etc.) www.sti-innsbruck.at 71 Dissemination and Social Media Monitoring Dissemination and Social Media Monitoring FORUMS/NEWSGROUPS SOCIAL NETWORKS WIKIS PHOTO SHARING MICROBLOGS FORUMS/NEWSGROUPS VIDEO SHARING SOCIAL MEDIA NEWS AGGREGATORS www.sti-innsbruck.at 72 Image taken from: http://nichcy.org/wp-content/uploads/2011/01/rsz_1rsz_dissemination2.jpg BLOGS MAINSTREAM MEDIA
  • 37. 10/21/2012 37 Communication - Integration of Publication and Monitoring Multi-Channel Social Media Communication • Active and reactive communication www.sti-innsbruck.at Multi Channel Publishing Social Media Monitoring 73 Feedback Example of  Active  Communication  performed by a  hotelier on  Facebook www.sti-innsbruck.at 74
  • 39. 10/21/2012 39 Communication - Trace Tracing a conversation is crucial for making communication effective and efficient, and is therefore required for Communication • Communication has a history • The communication history IS the trace • Communication must be remembered otherwise it is meaningless Multi-Channel Publishing Social Media Monitoring Communication • Active and reactive communication • Tracing the communication www.sti-innsbruck.at 77 Communication - Multi-Channel Switch (Online) Communication is scattered over multiple, often very different channels. Communication • Agents are challenged to disseminate information over all appropriate channels. • Activities of all channels the agent is active in must be monitored. I t F db k d Multi-Channel Publishing Social Media Monitoring Communication • Active and reactive communication • Tracing the communication • Multi-channel switch www.sti-innsbruck.at • Impact, Feedback and Responses need to be collected from all channels. • E.g., switch from a public tweet to a private email response. 78
  • 40. 10/21/2012 40 Communication - Multi-Agent • Communication requires at least two agents: a speaker and a listener. Communication • Active and reactive communication • Tracing the communication • However, communication does not occur in a void – thus the initial model may never occur in real life as there may always be more than one listener or more than one agent. • Agents may receive responses from multiple listeners that may Multi‐Channel Publishing Social Media Monitoring • Tracing the communication • Multi‐channel switch • Multi‐agent www.sti-innsbruck.at from multiple listeners that may also listen and start to interact with each other. 79 Communication Patterns • In software engineering, a design pattern is a general reusable solution to a commonly Communication • Active and reactive communication • Tracing the communicationsolution to a commonly occurring problem within a given context in software design. • It is a description or template for how to solve a problem that can be used in many different situations. • So patterns are formalized best Multi‐Channel Publishing Social Media Monitoring • Tracing the communication • Multi‐channel switch • Multi‐agent • Patterns www.sti-innsbruck.at So patterns are formalized best practices that you must implement yourself in your application. 80 • Based on this definition of Software design patterns we introduce at this point the idea of the communication patterns.
  • 41. 10/21/2012 41 Communication Patterns • The communication patterns could be a way to facilitate the response phase of an enterprise. • A rich set of communication paradigms that address different types of issues by describing workflows of interaction with customers or potential customers. • It should be a dynamic set of patterns in the sense that it is being extended and altered continuously according to the needs of the customers and the nature of the issues that are arising. www.sti-innsbruck.at 81 Engagement Engagement Workflow management Crowdsourcing Value-chain generation www.sti-innsbruck.at 82
  • 42. 10/21/2012 42 Engagement Workflow management • A workflow consists of a sequence of concatenated (connected) steps*. • Workflow management refers to the process of assigning, tracking and responding to social media streams, usually in a team environment in order to prevent double responses and missed opportunities. It is crucial for an enterprise tool to promote team productivity through collaboration. • Example: Bad review www.sti-innsbruck.at *http://en.wikipedia.org/wiki/Workflow 83 Engagement - Crowdsourcing • Crowdsourcing is the act of taking a job traditionally performed by a designated agent (usually an employee) and outsourcing it to andesignated agent (usually an employee) and outsourcing it to an undefined, generally large group of people in the form of an open call. • The application of Open Source principles to fields outside of software. Howe (2008, 2009) www.sti-innsbruck.at 84
  • 43. 10/21/2012 43 Engagement - Crowdsourcing Amazon Mechanical Turk Amazon’s Mechanical Turk is a market in which anyone can post tasks to be• Amazon s Mechanical Turk is a market in which anyone can post tasks to be completed and specify prices paid for completing them. • The inspiration of the system was to have users complete simple tasks that would otherwise be extremely difficult (if not impossible) for computers to perform. • A number of businesses use Mechanical Turk to source thousands of micro- tasks that require human intelligence, for example to identify objects in images find relevant information or to do natural language processing www.sti-innsbruck.at images, find relevant information, or to do natural language processing. • Mechanical Turk has more than 500,000 people in its workforce. Their median wage is about $1.40 an hour.* • Example: Turn a text into a tweet. *http://www.economist.com/node/21555876 85 Engagement Value-Chain generation “A value chain is a chain of activities for a firm operating in a specific industry. The business unit is the appropriate level for construction of a value chain notThe business unit is the appropriate level for construction of a value chain, not the divisional level or corporate level. Products pass through all activities of the chain in order, and at each activity the product gains some value. The chain of activities gives the products more added value than the sum of the independent activities' values.” Wikipedia www.sti-innsbruck.at 86
  • 44. 10/21/2012 44 Engagement Value-Chain generation • The value chain generation lays on top of the other layers (i.e. workflow management, crowdsourcing and communication patterns) and reflects the aim of the enterprise to monetize their activities through these layers. • The ultimate target for keeping the customers happy and engaged to the brand is to increase the revenue. Thus, it is important to have a layer on top of the communication that transforms long-term relationships into economic transactions and new opportunities for the enterprise. www.sti-innsbruck.at • For example, for a hotelier this layer could be the bookability of his services. 87 SCEI - Summary ment Value-chain generation Communication • Active and reactive communication • Tracing the communication • Multi-channel switch • Multi-agent • Pattern Engagem Workflow management CrowdsourcingMulti-Channel Publishing Social Media Monitoring www.sti-innsbruck.at Infrastructure 88
  • 45. 10/21/2012 45 www.sti-innsbruck.at SEEKDA SOCIAL AGENT 89 • Total overnight stays 126 Mio in Austria (42,7 Mio in Tyrol) • Travel intensity per inhabitant (number of overnight stays divided by the id t l ti ) T t l 16 (63 i T l) Facts and Figures on Tourism in Austria and Tyrol resident population): Total 16 (63 in Tyrol) • Direct employment in tourism: Total 307.000 • Direct spendings of foreign and resident visitors: 31 B € • Direct percentage of overall GDP through tourism: 7.4% www.sti-innsbruck.at 90
  • 46. 10/21/2012 46 Facts and Figures on Tourism in Austria and Tyrol www.sti-innsbruck.at 91 source: http://www.tnooz.com/wp-content/uploads/2012/07/four-pillars-FULLjpg.jpg Multi-channel booking problem • Hotels are facing the multi-channel booking problem • More than 100 different booking channels available • Daily maintenance of right balance of rooms availability across more than 100 channels does not scale • Average time for hoteliers required to maintain a profile of a medium size hotel at one portal takes between 5 to 15 minutes a day www.sti-innsbruck.at • An effort of maintaining hotel’s profile on 100 portals would require then at least 20 hours of work 92
  • 47. 10/21/2012 47 The multi-channel solution for hotel-industry internet distribution seekda! connect www.sti-innsbruck.at 93 • Automatic support for online booking on multiple channels • One single entry point providing direct connections to different booking platforms seekda connect different booking platforms • Simple, Web-based user interface for management of bookings www.sti-innsbruck.at 94
  • 48. 10/21/2012 48 Direct bookability for hotels • Booking quickly and directly via hotel Web sites • Seekda producs for direct bookability: – Dynamic Shop – Dynamic Shop Mobile • Benfits: – Hotels do not give part of their profit to booking chanells – Guests spend less time in booking using the instant booking engine solution of seekda www.sti-innsbruck.at 95 Direct bookability for hotels • Challenges: – Does the customer find the hotel web site? – Does the customer trust the web site? Are his/her requests properly answered?– Are his/her requests properly answered? – Is his/her feedback taken serious and form a positive review of the hotel? • Multi-channel communication tools can improve revenues and benefits within the hospitality industry by: – Increasing the on-line visible presence of hotels – Make hotels offers visible to a broader audience via multiple channels – Attract potential guests to hotel websites and thus increase direct bookability – effective and targeted on-line marketing www.sti-innsbruck.at – effective and targeted on-line marketing 96
  • 49. 10/21/2012 49 Multi Channel Communication and Yield Management SCAI *sky + h li i l i h l i i www.sti-innsbruck.at holistic multi-channel communication and revenue management for the hotelier 97 Touristic Portal • Multi-channel communication (SCAI *sky) • seekda booking engine • Linked Open Data (LOD) • On the fly service integration as you pay • Everything integrated into a comprehensive map www.sti-innsbruck.at 98
  • 50. 10/21/2012 50 Multi-channel communication Branch specific conceptsSCEI Collect feedback + statistics Distribute content Weaver www.sti-innsbruck.at Web 3.0/Mobile/OtherWeb/Blog SocialWeb 99 seekda booking engine - direct bookability for hotels • Booking quickly and directly via hotel Web sites • Seekda producs for direct bookability: – Dynamic Shop – Dynamic Shop Mobile • Benfits: – Hotels do not give part of their profit to booking chanells www.sti-innsbruck.at p g – You do not loose the guest having him booking other hotels 100
  • 51. 10/21/2012 51 Linked Open Data (LOD) • Use LOD to integrate and lookup data about – places and routes – time-tables for public transport – hiking trails – ski slopes – points-of-interest www.sti-innsbruck.at 101 Linked Open Data (LOD) - data sets • Open Streetmap • Google Places • Databases of government – TIRIS – DVT • Tourism & Ticketing association • IVB (busses and trams) • OEBB (trains) • Ärztekammer • Supermarket chains: listing of products • Hofer and similar: weekly offers • ASFINAG: Traffic/Congestion data • Herold (yellow pages) • Innsbruck Airport (travel times, airline schedules) • ZAMG (Weather) www.sti-innsbruck.at (y p g ) • City archive • Museums/Zoo • News sources like TT (Tyrol's major daily newspaper) • Statistik Austria • University of Innsbruck (Curricula, student statistics, study possibilities) • IKB (electricity, water consumption) • Entertainment facilities (Stadtcafe, Cinema...) • Special offers (Groupon) 102
  • 52. 10/21/2012 52 On the fly service intergation as you pay • Data and services from destination sites integrated for recommendation and booking of H t l– Hotels – Restaurants – Cultural and entertainment events – Sightseeing – Shops • Two integration approaches: – ad-hoc service integration: via Web www.sti-innsbruck.at scrapping as a quick integration solution – via APIs and backend integration for a long term, durable solution 103 Everything integrated: Tourist Map Austria • Based on Open Street Map www.sti-innsbruck.at 104
  • 53. 10/21/2012 53 Everything integrated: Tourist Map Austria • Based on Open Street Map • Increase on-line visibility for hotel andvisibility for hotel and destination via multi- channel communication - SCAI www.sti-innsbruck.at 105 SCAISCAI Everything integrated: Tourist Map Austria • Based on Open Street Map • Increase on-line visibility for hotel andvisibility for hotel and destination via multi- channel communication - SCEI • Hotels, ski passes, etc. directly bookable – seekda engine www.sti-innsbruck.at 106 SCEISCEI
  • 54. 10/21/2012 54 Everything integrated: Tourist Map Austria • Based on Open Street Map • Increase on-line visibility for hotel andvisibility for hotel and destination via multi- channel communication - SCEI • Hotels, ski passes, etc. directly bookable – seekda engine • LOD to integrate and lookup data about www.sti-innsbruck.at 107 lookup data about hiking trails, ski slopes, etc. LODSCEISCEI Everything integrated: Tourist Map Austria • Based on Open Street Map • Increase on-line visibility for hotel andvisibility for hotel and destination via multi- channel communication - SCEI • Hotels, ski passes, etc. directly bookable – seekda engine • LOD to integrate and lookup data about www.sti-innsbruck.at 108 lookup data about hiking trails, ski slopes, etc. • On the fly service integration as you pay LODSCEISCEI
  • 55. 10/21/2012 55 www.sti-innsbruck.at 6. SUMMARY 109 Summary • The multi-channel monster can be seen as a threat of: – Failing to be properly present (active and passive) in a multitude of opportunities – Spending a non-justify effort on achieving the former – Going out of business in both cases (even if for different reasons) • We propose a scalable solution for this based on using semantics. • Core is the separation of content and channel and its explicit interweavement. • For our approach, semantics is a corner stone but requires many additional services and layers to actually provide its potential. • Together with Seekda we are currently focusing on the eTourisms www.sti-innsbruck.at • Together with Seekda we are currently focusing on the eTourisms domain, however, other verticals may follow. • In general, we target domains (verticals) with many SMEs that need to intensively interact with their customers on-line. 110