0 Copyright 2016 FUJITSU
Fujitsu Forum 2016
#FujitsuForum
1 Copyright 2016 FUJITSU
Applying AI, Big Data and Data Analytics for Social Innovation
Dr Adel Rouz
Executive Vice President
Fujitsu Laboratories of Europe
2 Copyright 2016 FUJITSU
Fujitsu Vision Digital Transformation and Business
Portfolio of technologies and services, driving digital transformation
2
IoT
Mobile
Cloud
SDCI
Analytics
AI
Security
Integrated Computing
Human Centric
Innovation
Copyright 2016 FUJITSU
3 Copyright 2016 FUJITSU
Fujitsu Vision - Digital Transformation and Business
What are the key drivers for social innovation?
Personal wellbeing
Society and the global economy
Advances in the Internet of Things
Digital transformation
Achieving a sustainable society
4 Copyright 2016 FUJITSU
Successful Digital Transformation Requires…
New digital solutions
Requires:
Modernizing of existing core systems
Integration and management of complex hybrid IT landscape
Mobility, Analytics, IoT, AI & Robotics
Moving infra/apps to the cloud, linking data to new
systems
Hybrid IT services and 3rd party cloud management
MetaArc: the right blend of digital and cloud solutions, backed by professional and managed services
5 Copyright 2016 FUJITSU
MetaArc Digitalize with Confidence
MetaArc delivers Digital Transformation.
MetaArc comprises a comprehensive set of Solutions, Services, Cutting Edge Technologies and Engages our Eco-system of Partners.
6 Copyright 2016 FUJITSU
New Domains
New Business Models
New Technologies
Fujitsu Laboratories
Fujitsu Group
Leading the digital transformation process and supporting Fujitsu Group businesses
The Role of the Laboratories
7 Copyright 2016 FUJITSU
Fujitsu R&D – The Global Perspective
CEO: Shigeru Sasaki
R&D Budget: approx 230 million EUR
Employees: 1,440 (worldwide - 1200 in Japan, 240 overseas)
Fujitsu Laboratories of America (USA - established 1993)
Fujitsu Laboratories of Europe (UK & Spain - established 2001)
Fujitsu Research and Development Center (China - established 1998)
Fujitsu Laboratories Atsugi Laboratories (Japan - established 1983)
Fujitsu Laboratories Kawasaki Laboratories (Japan - established 1968)
8 Copyright 2016 FUJITSU
84 projects in Japan - 58 projects in 11 countries
Open Innovation around the World
9 Copyright 2016 FUJITSU
Act Local - Think Global – Deliver Local
Off-shore research leveraging exceptional researchers
Discovering regional technology trends
Technology dissemination to raise global presence
“Act local” activities targeting discovery of new businesses
10 Copyright 2016 FUJITSU
A Comprehensive Framework for AI
10
ee p l e a rn i n g
Neuroscience
Machine learning
Social receptivity Simulation
- Image recognition
- Voice recognition
- Emotion/state
recognition
- Natural-language
processing
- Knowledge processing
& discovery
- Pattern discovery
- Inference &
Planning
- Prediction &
optimization
- Interactivity &
recommendation
Human Centric AI Zinrai
Sensing and Recognition Knowledge Processing Decision and support
Learning
Advanced research
Deep learning Machine learning Reinforcement learning
Neuroscience Social receptivity Simulation
People / Businesses / Society Actuation Sensing
- Image recognition - Voice recognition - Emotion/state recognition
- Natural-language processing - Knowledge processing & discovery - Pattern discovery
- Inference & Planning - Prediction & optimization - Interactivity & recommendation
Copyright 2016 FUJITSU
11 Copyright 2016 FUJITSU
Fujitsu’s Capabilities for Deep Learning*
Time-series data Graph data Image Speech Text
Company A:
White male
Age: 30
Cloth:
Gray Backpack
: Pink
Person recognition
Handwriting recognition
Leveraged by
Topological Data Analysis
Coverage of Fujitsu’s technologies Coverage of state-of-the-art
*Deep Learning: A breakthrough technology of machine learning
Vehicle recognition
Original technology Practical application Original technology
12 Copyright 2016 FUJITSU
Biology
Graph Data Appear in Various Business Domains
Drug Discovery /Healthcare
Graph data that expresses
relationships between people
and things
Cyber Security IoT/Mobile
Supply Chain Fintech
Internet
Person
Person
Person
Person
lend
lend lend
Device
Device
Device
Device
connect
connect connect
C
C
C C
bond
C
C
N
bond bond
bond
bond bond
bond
Social Networks
e.g. peer-to-peer lending
e.g. chemical compounds
e.g. communication between devices
13 Copyright 2016 FUJITSU
Mobility
Advancing AI for Social Innovation – Deep Learning
Finance
Health Energy
Fujitsu Laboratories of Europe has developed advanced data analytics solutions for social innovation
New deep learning technology has proven successful in several applications areas, such as:
Time series search engine for financial data analysis
Promoting safe driving behaviour
Automating quality control processes
Security Manufacturing
Manufacturing
£ €
$ ¥
Quality Control
Mobility Finance
Security
Fraud Analytics
Trend Analysis Social
Innovation
Health Energy
Smart Energy
Human Behavior Detection
Predictive Health
14 Copyright 2016 FUJITSU
Deep Learning (DL) Imagification Method
We have shown that CNN-based similarity matching can be used to identify trends and patterns in time series data
Imagification of time series: we introduced a machine learning analogue to a natural, visual approach to time series analysis
Convolutional neural networks (CNNs) have proved to outperform other methods in image classification task
15 Copyright 2016 FUJITSU
Enhancing Financial Trend Analysis
£ €
$
¥
Finance
Driver Safety
Trend Analytics
TREND ANALYSIS IN FINANCIAL KPIs Efficient search for specific trends in historical data
(e.g. bullish and bearish) Support financial predictive analysis based on past
behaviour patterns
Enable pattern correlation search across heterogeneous data sources (e.g. stock and news)
16 Copyright 2016 FUJITSU
Promoting Safer Driving Behaviour
Car Insurance Scenario: insurance companies provide customer with wearable device
Detecting micro-gestures that suggest poor driving habits
Reward customers who show less of these habits
Mobility
Driver Safety
Driving Behaviour
17 Copyright 2016 FUJITSU
Automating Flaw Detection for Quality Control
Steel pipes welding Road construction Bridges structures Rail tracks Fibreglass structures
There is a range of industrial applications that require thorough quality control and maintenance
Ultrasonic testing is a non-destructive testing method widely used to detect flaws in materials and large structures
Successfully applied its deep learning imagification method to detect flaws in ultrasound scan data
18 Copyright 2016 FUJITSU
Social Innovation in Healthcare - HIKARI
A key collaboration between the Hospital Clínico San Carlos in Madrid and Fujitsu
Shedding new “Light” on clinical decision-making
Aggregated, anonymized and integrated data from clinical and non-clinical sources
Faster, improved clinical decision-making with high risk assessment accuracy
Diagnosis assessment, Risk estimation & Resource utilization
Improving clinical practice through the use of the most advanced ICT
19 Copyright 2016 FUJITSU
Co-creation and Collaboration: Powerful Combination
Collaboration and co-creation with San Carlos Clinical Hospital: potentially saving patients’ lives
AI and the cloud: helping diagnose and treat mental illness, with full patient privacy.
Technology with the potential to change many medical fields dramatically
Healthcare Open Data
33215 Diagnoses
61491 Drugs
5944 Symptoms
1,242,192 scientific papers
339 SNOMED concepts
20 Copyright 2016 FUJITSU
The Technologies behind HIKARI
21 Copyright 2016 FUJITSU
HIKARI Field Trial with San Carlos Clinical Hospital
22 Copyright 2016 FUJITSU
Social Innovation in Finance – HighStreet
Stock quotes
Financial reports
Entity Identification LEI (Legal Entity Identifier)
Interstage
XWand
GUI
Open Data
Social network data
Closed Data
Open Data
Other datasets
Statistical analysis
LEI Legal Name
5493005CFBXSYW5GPY75 Fujitsu Semiconductor America,
549300YLMTY3ZX2TZA50 Fujitsu Consulting (Canada)
549300H3CSSW5SL7UO45 Fujitsu Network Communications,
5493000VZXXWZ5FNGC76 Fujitsu Ten Corp. of America
Outputs
Advanced knowledge processing
Models
Knowledge
Storage
SKOS DataCube
23 Copyright 2016 FUJITSU
HighStreet – Key Benefits
Potential customers for HighStreet in the financial context are individual banks and regulators.
The underlying technology can be applied by any organization that needs to analyze information from heterogeneous data sources.
HighStreet allows customers to add value to their data by merging open and private sources.
HighStreet offers advanced data analysis powered by an AI engine.
24 Copyright 2016 FUJITSU
Relation Discovery from News
Domain knowledge from
Relation Mining
Knowledge Graph
News feed from
HighStreet Data Platform
25 Copyright 2016 FUJITSU
Human Centric Innovation
25
Human Empowerment
Connected Infrastructure
Sensors
Smart Home
Smart Cars
Smart Factory
Smart Agriculture
Smart Healthcare
Smart City
Robots
Better Experience
Quality of Life
Creative work
Decision support
Acquiring knowledge and skill
Information from people and things
Business and social information
Information Analysis
Algorithms and AI
Security and Privacy
Copyright 2016 FUJITSU
Creative Intelligence
26 Copyright 2016 FUJITSU