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Faster Networks
Faster to the Abyss?
From “packet delivery” to “content logistics”

Maximilian Ott
CTO, Incoming Media
max@incoming-media.com
Objective
• Carriers need to provide a different service
• From “packet/bit delivery” to “content logistics”

• Outline
•
•
•
•

Why nobody likes Carriers
The Standoff between Carrier & Service Providers
Incoming: Solving Mobile Video with Data Science
A Proposal for a new Carrier Service
2
Nobody likes Carriers
Voice
SMS

Not too long ago
they actually provided
a service customers
wanted

http://bit.ly/1bOmlVl

3
Nobody likes Carriers
Voice
SMS

YouTube
Facebook

Carrier

http://bit.ly/1bOmlVl

4
… Even the Financial Markets

5
… Even the Financial Markets
• Carriers look more & more like utilities
• Valuation (P/E Multiple) will drop accordingly

6
Mexican Standoff
Service
Provider

Advertiser

Carrier

7
But it is a Symbiotic Dependency
• Increased User Experience, increased Income
• Great User Experience requires great network
• Service Providers need to incentivize Carriers
to help maximizing User Engagement

8
How to Share?
Service
Provider

???

Advertiser

Carrier

9
How to Share – Shapley Values?
• Model as a cooperative game which derives a
distribution among the players of the total
surplus generated by their coalition.
• http://en.wikipedia.org/wiki/Shapley_value
• Ma, et al, Internet Economics: The use of Shapley value for ISP
settlement, CoNeXT ‘07

10
More pragmatic – Let’s look at Cost
• What is the REAL cost of delivering a Movie?
• Infrastructure (CapEx) & Operation (OpEx)
• Dominated by Capex
• Capex driven by PEAK demand
• Leads to Congestion Pricing

• Cost varies greatly based on congestion –
Orders of Magnitude!
• Same for service providers (servers, connectivity)
11
More pragmatic – Let’s look at Cost

Real delivery cost of a Bit
can vary by
Orders of Magnitude!

12
Lower the Peaks, Filling the Valleys

Timeshifting

13
Lower the Peaks, Filling the Valleys

Timeshifting

But Data Services cannot do that!

14
What is the traffic mix?

Web

Voice

M2M

Live

Games

15
Anything special about Video?

“Created”

Consumed

t

Hours – days - months

16
FedEx – Packet delivery?
FedEx – Logistics Company!
FedEx – Logistics Company!

The ideal place for
zero-latency delivery
Content Logistics

20
Content Logistics – Control Peaks

21
Lowering Cost by Increasing Traffic!

22
Incoming Media

23
The Phone IS part of the network!
•
•
•
•
•
•

Lots of storage
Lots of processing
Big screen
Lots of sensors
ONE, very loyal user
The FIRST screen

24
Incoming Media
•
•
•
•

Smart on-device content pre-positioning
Create great mobile video experiences
Increase engagement and satisfaction
Save money doing this

25
Incoming’s Solution
• Pre-fetching content on the mobile utilizing
spare network capacity when available.
• Decision what and when to pre-fetch is based
on our ability to learn (and predict):
•
•
•
•

user behavior
user’s social network behavior
mobile’s context and network environment
operator’s preferences
26
Incoming’s Architecture
Analytics
System
Optimization
Backend

Policies

Mobile
Device

Content
Prediction
Engine

Recommendation
Feeds

Content
Providers

Application
Content
Requests

Performance
Feedback
CDN
Policy

CDN

Predictive
Download
Manager

Network Policy
(e.g. ANDSF)

Local
Cache
Device
Sensors

Network
Provider

27
Incoming TV App
• Proves value proposition
of Smart Caching to user
• Over 1.3M installs
• 80% cache-hit ratio

• Top 20% users watching
10 to 20+ mins per day
• Zero mobile data cost
• Instant start, zero stalling,
zero buffering, HD video
28
What should Carriers do?

29
Content Logistics Service
• New content-centric network API
• This is a bit different to CCN proposals

• Smart distributed storage
• This includes mobile device (terminals)
• Opportunistic pre-positioning of content

• Less-than-best-effort traffic class
• Only forward when there is nothing else to

30
Content-centric network API
• Declaring of intent
• Probabilistic intent of future use

• Declaring meta-data
• Prediction algorithms rely on discovering
correlations

• Providing feedback
• What was the final utility of retrieved content

31
Smart distributed storage
• Storage before bottleneck
• Using meta-data and past behavior to predict:
• what to store
• when to move between storage

• Building on IEEE 2200 (HQME)?

32
New Traffic Class
• Less-than-best-effort traffic class
• Focus on keeping pipes full

•
•
•
•
•

Using IP Header DiffServ Code Points (DSCP)?
Technology is there
May require new Traffic Management insights
Various large carriers are thinking about it
Interest in exploiting LTE Broadcast

33
Conclusion
• Carriers need to provide a different service
• From “packet/bit delivery” to “content logistics”

• Video is THE dominating traffic source
• Need new technical approach & business
model to tackle it
• Move from ‘dumb pipes’ to ‘smart logistics’

34
Faster Networks
Faster to the Abyss?
From “packet delivery” to “content logistics”

Maximilian Ott
CTO, Incoming Media
max@incoming-media.com

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