Future TV is Now: Personalized & Social
-
Upload
lora-aroyo -
Category
Technology
-
view
108 -
download
0
description
Transcript of Future TV is Now: Personalized & Social
![Page 1: Future TV is Now: Personalized & Social](https://reader033.fdocuments.us/reader033/viewer/2022051819/54c70f214a7959cb538b4588/html5/thumbnails/1.jpg)
Future TV is Now: Personalized & SocialLora Aroyo
VU University Amsterdam
@laroyoMonday, July 16, 12
![Page 2: Future TV is Now: Personalized & Social](https://reader033.fdocuments.us/reader033/viewer/2022051819/54c70f214a7959cb538b4588/html5/thumbnails/2.jpg)
Monday, July 16, 12
![Page 3: Future TV is Now: Personalized & Social](https://reader033.fdocuments.us/reader033/viewer/2022051819/54c70f214a7959cb538b4588/html5/thumbnails/3.jpg)
Monday, July 16, 12
![Page 4: Future TV is Now: Personalized & Social](https://reader033.fdocuments.us/reader033/viewer/2022051819/54c70f214a7959cb538b4588/html5/thumbnails/4.jpg)
Monday, July 16, 12
![Page 5: Future TV is Now: Personalized & Social](https://reader033.fdocuments.us/reader033/viewer/2022051819/54c70f214a7959cb538b4588/html5/thumbnails/5.jpg)
Monday, July 16, 12
![Page 6: Future TV is Now: Personalized & Social](https://reader033.fdocuments.us/reader033/viewer/2022051819/54c70f214a7959cb538b4588/html5/thumbnails/6.jpg)
Monday, July 16, 12
![Page 7: Future TV is Now: Personalized & Social](https://reader033.fdocuments.us/reader033/viewer/2022051819/54c70f214a7959cb538b4588/html5/thumbnails/7.jpg)
Monday, July 16, 12
![Page 8: Future TV is Now: Personalized & Social](https://reader033.fdocuments.us/reader033/viewer/2022051819/54c70f214a7959cb538b4588/html5/thumbnails/8.jpg)
Observations I
The TV world was closed, but now ...
• TV is the Web
• TV is Social
Monday, July 16, 12
![Page 9: Future TV is Now: Personalized & Social](https://reader033.fdocuments.us/reader033/viewer/2022051819/54c70f214a7959cb538b4588/html5/thumbnails/9.jpg)
Observations II
Personalized access to TV content is demanded, but ...
• data challenges multiply with Web openness• good social recommendations are not trivial • it is not about (single) algorithms any more• it is about metrics
Monday, July 16, 12
![Page 10: Future TV is Now: Personalized & Social](https://reader033.fdocuments.us/reader033/viewer/2022051819/54c70f214a7959cb538b4588/html5/thumbnails/10.jpg)
Observations III
Paradigm shift in personalized applications methodology
Monday, July 16, 12
![Page 11: Future TV is Now: Personalized & Social](https://reader033.fdocuments.us/reader033/viewer/2022051819/54c70f214a7959cb538b4588/html5/thumbnails/11.jpg)
Challenges
Monday, July 16, 12
![Page 12: Future TV is Now: Personalized & Social](https://reader033.fdocuments.us/reader033/viewer/2022051819/54c70f214a7959cb538b4588/html5/thumbnails/12.jpg)
Web vs. TV
TV is the Web
© Ugli. on the Walls of BBC London
Monday, July 16, 12
![Page 13: Future TV is Now: Personalized & Social](https://reader033.fdocuments.us/reader033/viewer/2022051819/54c70f214a7959cb538b4588/html5/thumbnails/13.jpg)
© Dan BrickleyMonday, July 16, 12
![Page 14: Future TV is Now: Personalized & Social](https://reader033.fdocuments.us/reader033/viewer/2022051819/54c70f214a7959cb538b4588/html5/thumbnails/14.jpg)
TV is SocialMonday, July 16, 12
![Page 15: Future TV is Now: Personalized & Social](https://reader033.fdocuments.us/reader033/viewer/2022051819/54c70f214a7959cb538b4588/html5/thumbnails/15.jpg)
Monday, July 16, 12
![Page 16: Future TV is Now: Personalized & Social](https://reader033.fdocuments.us/reader033/viewer/2022051819/54c70f214a7959cb538b4588/html5/thumbnails/16.jpg)
42% of UK adults who use Internet while watching TV also discuss or comment on programs they are watching
© Ericsson ComsumerLab: TV & Web Consumer Trends 2011
Monday, July 16, 12
![Page 17: Future TV is Now: Personalized & Social](https://reader033.fdocuments.us/reader033/viewer/2022051819/54c70f214a7959cb538b4588/html5/thumbnails/17.jpg)
Personalization Needed© Kierstin Shaylee
Monday, July 16, 12
![Page 18: Future TV is Now: Personalized & Social](https://reader033.fdocuments.us/reader033/viewer/2022051819/54c70f214a7959cb538b4588/html5/thumbnails/18.jpg)
choices, choices ...
© VickyBuser, BBC
Monday, July 16, 12
![Page 19: Future TV is Now: Personalized & Social](https://reader033.fdocuments.us/reader033/viewer/2022051819/54c70f214a7959cb538b4588/html5/thumbnails/19.jpg)
lost in space© RedBee Slides at MIPCube2012
Monday, July 16, 12
![Page 20: Future TV is Now: Personalized & Social](https://reader033.fdocuments.us/reader033/viewer/2022051819/54c70f214a7959cb538b4588/html5/thumbnails/20.jpg)
always missing something© RedBee Slides at MIPCube2012
Monday, July 16, 12
![Page 21: Future TV is Now: Personalized & Social](https://reader033.fdocuments.us/reader033/viewer/2022051819/54c70f214a7959cb538b4588/html5/thumbnails/21.jpg)
demand for experienceMonday, July 16, 12
![Page 22: Future TV is Now: Personalized & Social](https://reader033.fdocuments.us/reader033/viewer/2022051819/54c70f214a7959cb538b4588/html5/thumbnails/22.jpg)
Recommendations© Ericsson ComsumerLab: TV & Web Consumer Trends 2011
Monday, July 16, 12
![Page 23: Future TV is Now: Personalized & Social](https://reader033.fdocuments.us/reader033/viewer/2022051819/54c70f214a7959cb538b4588/html5/thumbnails/23.jpg)
Social Recommendations© Ericsson ComsumerLab: TV & Web Consumer Trends 2011
Monday, July 16, 12
![Page 24: Future TV is Now: Personalized & Social](https://reader033.fdocuments.us/reader033/viewer/2022051819/54c70f214a7959cb538b4588/html5/thumbnails/24.jpg)
Social Recommendations
I usually find NEW programmes to watch by:
RESULTS OF NOTUBE SOCIAL WEB & TV SURVEY 2012
© NoTube Studies @ BBC
Monday, July 16, 12
![Page 25: Future TV is Now: Personalized & Social](https://reader033.fdocuments.us/reader033/viewer/2022051819/54c70f214a7959cb538b4588/html5/thumbnails/25.jpg)
Social Recommendations
I usually find NEW programmes to watch by:
RESULTS OF NOTUBE SOCIAL WEB & TV SURVEY 2012
Social TV
RESULTS OF NOTUBE SOCIAL WEB & TV SURVEY 2012
© NoTube Studies @ BBC
Monday, July 16, 12
![Page 26: Future TV is Now: Personalized & Social](https://reader033.fdocuments.us/reader033/viewer/2022051819/54c70f214a7959cb538b4588/html5/thumbnails/26.jpg)
© RedBee Slides at MIPCube2012
Monday, July 16, 12
![Page 27: Future TV is Now: Personalized & Social](https://reader033.fdocuments.us/reader033/viewer/2022051819/54c70f214a7959cb538b4588/html5/thumbnails/27.jpg)
Social & Personalized TV
© Ugli. on the Walls of BBC London
Monday, July 16, 12
![Page 28: Future TV is Now: Personalized & Social](https://reader033.fdocuments.us/reader033/viewer/2022051819/54c70f214a7959cb538b4588/html5/thumbnails/28.jpg)
ScenariosMonday, July 16, 12
![Page 29: Future TV is Now: Personalized & Social](https://reader033.fdocuments.us/reader033/viewer/2022051819/54c70f214a7959cb538b4588/html5/thumbnails/29.jpg)
User Perspective
• what is the role of social recommendations?• how do people watch TV together?• how devices influence watching?• what are perceived trade-offs for privacy vs. personalization?
Monday, July 16, 12
![Page 30: Future TV is Now: Personalized & Social](https://reader033.fdocuments.us/reader033/viewer/2022051819/54c70f214a7959cb538b4588/html5/thumbnails/30.jpg)
Technology Perspective
• what is the role of metadata in TV & Apps?• what are ways to share information in real time?• what are ways to sync TV & other metadata?• what is an easy way for devices to find & talk to each other?
Monday, July 16, 12
![Page 32: Future TV is Now: Personalized & Social](https://reader033.fdocuments.us/reader033/viewer/2022051819/54c70f214a7959cb538b4588/html5/thumbnails/32.jpg)
http://www.youtube.com/watch?v=0QUPKQLvOHU
Monday, July 16, 12
![Page 33: Future TV is Now: Personalized & Social](https://reader033.fdocuments.us/reader033/viewer/2022051819/54c70f214a7959cb538b4588/html5/thumbnails/33.jpg)
the old TV model is broken
closed, proprietary, static, impersonal
Monday, July 16, 12
![Page 34: Future TV is Now: Personalized & Social](https://reader033.fdocuments.us/reader033/viewer/2022051819/54c70f214a7959cb538b4588/html5/thumbnails/34.jpg)
• access to basic metadata about programs • links are the basic currency of social media
• URIs for the things you watch • links to related Web entities
• even a small amount of metadata enables interesting apps
Open Web Standards & Data
Monday, July 16, 12
![Page 35: Future TV is Now: Personalized & Social](https://reader033.fdocuments.us/reader033/viewer/2022051819/54c70f214a7959cb538b4588/html5/thumbnails/35.jpg)
TV Program Enrichment
SemanticPattern-based
Recommendation Strategy
RDF GraphTV
Programs
Semantic ContentPatterns for
TV Programs
HybridRecommendation
Strategy
StatisticalSimilarity-based
Recommendation StrategyUser Ratings &
Demographics(BBC EPG
Data)
EPG Metadata(BBC)
Recommendation Service
SimilarityClusters
of Programs
User Data Analysis
End-UsersEnd Users
Linking Web Data to User ProfilesMonday, July 16, 12
![Page 36: Future TV is Now: Personalized & Social](https://reader033.fdocuments.us/reader033/viewer/2022051819/54c70f214a7959cb538b4588/html5/thumbnails/36.jpg)
TV Preference Data: Sparse
• Even for a single service (e.g. Netflix)
• NoTube’s open systems: challenges multiply
• often no global view, only per-user data
• many ways of identifying same content item
• many ways of identifying same user
• many ways of identifying entities e.g. actors, directors, ...
© Dan BrickleyMonday, July 16, 12
![Page 37: Future TV is Now: Personalized & Social](https://reader033.fdocuments.us/reader033/viewer/2022051819/54c70f214a7959cb538b4588/html5/thumbnails/37.jpg)
TV Preference Data: Fragmented
© Dan BrickleyMonday, July 16, 12
![Page 38: Future TV is Now: Personalized & Social](https://reader033.fdocuments.us/reader033/viewer/2022051819/54c70f214a7959cb538b4588/html5/thumbnails/38.jpg)
TV Preferences in NoTube
• Inferred from the Social Web
• tweets, FB likes, last.fm listened, etc.• weighted interests
• Represented using Linked Data web identifiers
• record-linkage:
• NLP:
facebook.com/pages/ dbpedia.org/
http://dbpedia.org/resource/Matt_Lucashttp://dbpedia.org/resource/David_Walliams
#littlebritain
Monday, July 16, 12
![Page 39: Future TV is Now: Personalized & Social](https://reader033.fdocuments.us/reader033/viewer/2022051819/54c70f214a7959cb538b4588/html5/thumbnails/39.jpg)
TV Preferences in NoTube
• Inferred from the Social Web
• tweets, FB likes, last.fm listened, etc.• weighted interests
• Represented using Linked Data web identifiers
• record-linkage:
• NLP:
facebook.com/pages/ dbpedia.org/
Brilliant british humor by Matt Lucas & David Walliams - whole range of facinating characters portraying diversity of british society
http://dbpedia.org/resource/Matt_Lucashttp://dbpedia.org/resource/David_Walliams
#littlebritain
Monday, July 16, 12
![Page 40: Future TV is Now: Personalized & Social](https://reader033.fdocuments.us/reader033/viewer/2022051819/54c70f214a7959cb538b4588/html5/thumbnails/40.jpg)
NoTube’s Beancounteraggregate, analyze & profile
Monday, July 16, 12
![Page 41: Future TV is Now: Personalized & Social](https://reader033.fdocuments.us/reader033/viewer/2022051819/54c70f214a7959cb538b4588/html5/thumbnails/41.jpg)
NoTube’s User Activitiesaggregate
Monday, July 16, 12
![Page 42: Future TV is Now: Personalized & Social](https://reader033.fdocuments.us/reader033/viewer/2022051819/54c70f214a7959cb538b4588/html5/thumbnails/42.jpg)
NoTube’s User Interestsprofile
Monday, July 16, 12
![Page 43: Future TV is Now: Personalized & Social](https://reader033.fdocuments.us/reader033/viewer/2022051819/54c70f214a7959cb538b4588/html5/thumbnails/43.jpg)
NoTube’s User Explanationscontrol
Monday, July 16, 12
![Page 44: Future TV is Now: Personalized & Social](https://reader033.fdocuments.us/reader033/viewer/2022051819/54c70f214a7959cb538b4588/html5/thumbnails/44.jpg)
Recommendations in NoTube
• surface interesting, new & relevant programs to individual and group users• combine in a complementary way different statistical & semantic approaches• define metrics for, e.g. serendipity, diversity, relevance
© Dan Brickley
Monday, July 16, 12
![Page 45: Future TV is Now: Personalized & Social](https://reader033.fdocuments.us/reader033/viewer/2022051819/54c70f214a7959cb538b4588/html5/thumbnails/45.jpg)
Analysis of LOD SourcesDataset LinkedMDB DBpedia Freebase
#triples 6,147,978 385,000,000 337,203,427
#props 221 1643 n.a.
#types 53 3,640,000 12,000,000
Properties #triples
foaf:page 512,944
http://purl.org/dc/terms/date 74,111
foaf:made 53,180
linkedmdb:actor_actorid 50,603
dbprop:hasPhotoCollection 30,354
Dataset Enriched BBC
#triples 240,630
#props 41
#types 17,029
Type Pattern #
People person - co_participation - person 62162
People person - actor - person 24843
Format program - has_format - format 13108
Genre program - has_genre - genre 12767
People person - influencedBy - person 10053
People person - partner - person 10053
Award program - award_won - award 782
Monday, July 16, 12
![Page 46: Future TV is Now: Personalized & Social](https://reader033.fdocuments.us/reader033/viewer/2022051819/54c70f214a7959cb538b4588/html5/thumbnails/46.jpg)
From Predictability to Serendipity
Monday, July 16, 12
![Page 47: Future TV is Now: Personalized & Social](https://reader033.fdocuments.us/reader033/viewer/2022051819/54c70f214a7959cb538b4588/html5/thumbnails/47.jpg)
From Predictability to Serendipity
Paul Merton looks at
Alfred Hitchcock
SecretGardens
Make ‘em laugh
Monday, July 16, 12
![Page 48: Future TV is Now: Personalized & Social](https://reader033.fdocuments.us/reader033/viewer/2022051819/54c70f214a7959cb538b4588/html5/thumbnails/48.jpg)
From Predictability to Serendipity
Paul Merton looks at
Alfred Hitchcock
SecretGardens
Make ‘em laugh
documentaryformat
format
format
Monday, July 16, 12
![Page 49: Future TV is Now: Personalized & Social](https://reader033.fdocuments.us/reader033/viewer/2022051819/54c70f214a7959cb538b4588/html5/thumbnails/49.jpg)
From Predictability to Serendipity
homes and gardens
genre
Grammy Awards
genre
genre art culture and the media
award
award
Paul Merton looks at
Alfred Hitchcock
SecretGardens
Make ‘em laugh
Basic patternsdocumentaryformat
format
format
Monday, July 16, 12
![Page 50: Future TV is Now: Personalized & Social](https://reader033.fdocuments.us/reader033/viewer/2022051819/54c70f214a7959cb538b4588/html5/thumbnails/50.jpg)
From Predictability to Serendipity
homes and gardens
genre
Grammy Awards
genre
genre art culture and the media
award
award
PaulMerton
anchor
partner
CarolineQuentin
Life ofRiley
actor
Paul Merton looks at
Alfred Hitchcock
SecretGardens
Make ‘em laugh
Basic patternsHomogeneous patterns
documentaryformat
format
format
comedy
genre
Monday, July 16, 12
![Page 51: Future TV is Now: Personalized & Social](https://reader033.fdocuments.us/reader033/viewer/2022051819/54c70f214a7959cb538b4588/html5/thumbnails/51.jpg)
From Predictability to Serendipity
homes and gardens
genre
Grammy Awards
genre
genre art culture and the media
award
award
PaulMerton
anchor
partner
CarolineQuentin
Life ofRiley
actor
SpikeMilligan
influence
The adventuresof Barry
McKenzie
actor
film
genr
e form
at
Paul Merton looks at
Alfred Hitchcock
SecretGardens
Make ‘em laugh
Basic patternsHomogeneous patterns
documentaryformat
format
format
comedy
genre
Monday, July 16, 12
![Page 52: Future TV is Now: Personalized & Social](https://reader033.fdocuments.us/reader033/viewer/2022051819/54c70f214a7959cb538b4588/html5/thumbnails/52.jpg)
From Predictability to Serendipity
homes and gardens
genre
Grammy Awards
genre
genre art culture and the media
award
award
PaulMerton
anchor
partner
CarolineQuentin
Life ofRiley
actor
SpikeMilligan
influence
The adventuresof Barry
McKenzie
actor
film
genr
e form
at
Paul Merton looks at
Alfred Hitchcock
SecretGardens
Make ‘em laugh
CharlieChaplin
synopsisenrichment
ShanghaiKnights
form
at
action andadventure
genre
JackieChan
actor
influence
Basic patternsHomogeneous patternsHeterogeneous patterns
documentaryformat
format
format
comedy
genre
Monday, July 16, 12
![Page 53: Future TV is Now: Personalized & Social](https://reader033.fdocuments.us/reader033/viewer/2022051819/54c70f214a7959cb538b4588/html5/thumbnails/53.jpg)
From Predictability to Serendipity
homes and gardens
genre
Grammy Awards
genre
genre art culture and the media
award
award
PaulMerton
anchor
partner
CarolineQuentin
Life ofRiley
actor
format
synopsisenrichment
Alfred Hitchcock
director
Suspicion
AcademyAwards
awar
d
Thriller
genre
SpikeMilligan
influence
The adventuresof Barry
McKenzie
actor
film
genr
e form
at
Paul Merton looks at
Alfred Hitchcock
SecretGardens
Make ‘em laugh
CharlieChaplin
synopsisenrichment
ShanghaiKnights
form
at
action andadventure
genre
JackieChan
actor
influence
Basic patternsHomogeneous patternsHeterogeneous patterns
documentaryformat
format
format
comedy
genre
Monday, July 16, 12
![Page 54: Future TV is Now: Personalized & Social](https://reader033.fdocuments.us/reader033/viewer/2022051819/54c70f214a7959cb538b4588/html5/thumbnails/54.jpg)
Weak Semantics & Strong Statistics
Monday, July 16, 12
![Page 55: Future TV is Now: Personalized & Social](https://reader033.fdocuments.us/reader033/viewer/2022051819/54c70f214a7959cb538b4588/html5/thumbnails/55.jpg)
Weak Semantics & Strong Statistics
Paul Merton
looks at Alfred Hitchcock
PaulMerton
anchor partnerCarolineQuentin
Life ofRiley
act
ordocumentary
form
at
art culture and the media
genreMonday, July 16, 12
![Page 56: Future TV is Now: Personalized & Social](https://reader033.fdocuments.us/reader033/viewer/2022051819/54c70f214a7959cb538b4588/html5/thumbnails/56.jpg)
Weak Semantics & Strong Statistics
Paul Merton
looks at Alfred Hitchcock
PaulMerton
anchor partnerCarolineQuentin
Life ofRiley
act
ordocumentary
form
at
art culture and the media
genre
woman25 years old1 child
Userprofile
Monday, July 16, 12
![Page 57: Future TV is Now: Personalized & Social](https://reader033.fdocuments.us/reader033/viewer/2022051819/54c70f214a7959cb538b4588/html5/thumbnails/57.jpg)
Weak Semantics & Strong Statistics
Paul Merton
looks at Alfred Hitchcock
PaulMerton
anchor partnerCarolineQuentin
Life ofRiley
act
ordocumentary
form
at
art culture and the media
genre
25 year old women with
1 child
woman25 years old1 child
Userprofile
Monday, July 16, 12
![Page 58: Future TV is Now: Personalized & Social](https://reader033.fdocuments.us/reader033/viewer/2022051819/54c70f214a7959cb538b4588/html5/thumbnails/58.jpg)
Weak Semantics & Strong Statistics
Paul Merton
looks at Alfred Hitchcock
PaulMerton
anchor partnerCarolineQuentin
Life ofRiley
act
ordocumentary
form
at
art culture and the media
genre
25 year old women with
1 child
Similar users
woman25 years old1 child
Userprofile
Monday, July 16, 12
![Page 59: Future TV is Now: Personalized & Social](https://reader033.fdocuments.us/reader033/viewer/2022051819/54c70f214a7959cb538b4588/html5/thumbnails/59.jpg)
NoTube’s N-Screen
N-Screendrag & drop, sharing & TV control
drag & drop, shuffle, sharing & TV control
Monday, July 16, 12
![Page 60: Future TV is Now: Personalized & Social](https://reader033.fdocuments.us/reader033/viewer/2022051819/54c70f214a7959cb538b4588/html5/thumbnails/60.jpg)
NoTube’s N-Screenexplore program
Monday, July 16, 12
![Page 61: Future TV is Now: Personalized & Social](https://reader033.fdocuments.us/reader033/viewer/2022051819/54c70f214a7959cb538b4588/html5/thumbnails/61.jpg)
NoTube’s N-Screensimilar programs
Monday, July 16, 12
![Page 62: Future TV is Now: Personalized & Social](https://reader033.fdocuments.us/reader033/viewer/2022051819/54c70f214a7959cb538b4588/html5/thumbnails/62.jpg)
• means of surfacing content buried in the video collection• when users might reach a dead-end with the recommendations • adds an extra element of serendipity
NoTube’s N-Screenrandom selection
Monday, July 16, 12
![Page 63: Future TV is Now: Personalized & Social](https://reader033.fdocuments.us/reader033/viewer/2022051819/54c70f214a7959cb538b4588/html5/thumbnails/63.jpg)
NoTube’s N-Screenexplanations
• depending on recommendation strategies• depending on the user’s task
Monday, July 16, 12
![Page 64: Future TV is Now: Personalized & Social](https://reader033.fdocuments.us/reader033/viewer/2022051819/54c70f214a7959cb538b4588/html5/thumbnails/64.jpg)
♥
INTERESTING PROGRAMMES
watching with friends
suggestions based on programmes others have watched
linking programmes by guests, actors, presenters etc.
sharing suggestions with others in the same room
?
watching 'together apart' in different locations
changing programmes on someone else's TV
♥♥
♥
✔
✘
suggestions based on your past 'Social Web' activities
controlling the TV
drag & drop
swapping suggestions with specific friends
sharing them
✔
♥
✔
♥
sharing to watch immediately
http://notube.tv
? explaining recommendations
'shuffle' option for programme selection
?
finding
USER TESTING RESULTS December 2011, BBC R&D London10 participants : 5 male, 5 female, aged between 20 to 64
drag & drop to change what's playing on TV
♥ ✔ ✘ ? loved liked disliked unsure
For more details:
Monday, July 16, 12
![Page 65: Future TV is Now: Personalized & Social](https://reader033.fdocuments.us/reader033/viewer/2022051819/54c70f214a7959cb538b4588/html5/thumbnails/65.jpg)
More from NoTube ...
http://notube.tv http://www.slideshare.net/NoTubeProject
@notubeproject
© Dan Brickley
Monday, July 16, 12
![Page 66: Future TV is Now: Personalized & Social](https://reader033.fdocuments.us/reader033/viewer/2022051819/54c70f214a7959cb538b4588/html5/thumbnails/66.jpg)
Challenges
• data challenges multiply with Web openness
• good social recommendations are preferred
• it is not about (single) algorithms any more
• it is about the metricsMonday, July 16, 12
![Page 67: Future TV is Now: Personalized & Social](https://reader033.fdocuments.us/reader033/viewer/2022051819/54c70f214a7959cb538b4588/html5/thumbnails/67.jpg)
What’s next
• The move to IP - opportunity to discover what people watch in greater breadth and depth• gather consumers’ viewing behavior & video streams• combine them with enhanced EPG as input for a holistic live-stream data mining analysis
• generate a high-quality linked open dataset (LOD) describing live TV programming• market research on viewing behavior
Monday, July 16, 12
![Page 68: Future TV is Now: Personalized & Social](https://reader033.fdocuments.us/reader033/viewer/2022051819/54c70f214a7959cb538b4588/html5/thumbnails/68.jpg)
Thank you
• for their slides & visuals:• Dan Brickley, Valentina Maccatrozzo, • Vicky Buser, Libby Miller, • Davide Palmisano, and the whole NoTube team
Monday, July 16, 12
![Page 69: Future TV is Now: Personalized & Social](https://reader033.fdocuments.us/reader033/viewer/2022051819/54c70f214a7959cb538b4588/html5/thumbnails/69.jpg)
Monday, July 16, 12