SlideShare a Scribd company logo
1 of 9
Download to read offline
KARLSRUHE SERVICE RESEARCH INSTITUTE (KSRI)
www.kit.edu
www.ksri.kit.edu
KIT – The Research University in the Helmholtz Association
Joining industry and students for
cognitive solutions @ KSRI
Prof. Dr. Gerhard Satzger, Sebastian Hirschl, Kathrin Fitzner
April, 2017
Karlsruhe Service Research Institute
www.ksri.kit.edu
Joining industry and students for cognitive solutions
@ KSRI
Introduction to KSRI
Three examples:
Watson showcases (Gerhard)
Cognitive / analytics assistance for car insurance:
reserving for damages (Sebastian)
Cognitive / analytics support for health insurance:
processing medical documents (Kathrin)
Discussion
2
1
2
3
Karlsruhe Service Research Institute
www.ksri.kit.edu
KSRI – An “industry-on-campus” model with focus on
interdisciplinary and application-oriented research
€€ €€€€€€ €
€€
€€€ €
€€€€€€
Discrete Optimization &
Logistics
Prof. Dr. Stefan Nickel
Knowledge
Management
Prof. Dr. Rudi Studer
Prof. Dr. York Sure-Vetter
Information &
Market Engineering
Prof. Dr. Christof Weinhardt
€
Digital Service Innovation
Prof. Dr. Gerhard Satzger
Energy Economics
Prof. Dr. Wolf Fichtner
Information Systems
& Service Design
Prof. Dr. Alexander Mädche
Value Stream
Services
Dr. Markus Bauer,
Prof. Dr. Kai Furmans
3
Karlsruhe Service Research Institute
www.ksri.kit.edu
OR CS ElectiveMgt.
KSRI Education Program – Offering Majors and Minors in
Digital Service Systems
Job Profiles
Digital Service Systems
Economics / Mgt:
Information & Service Systems
ServiceInnovation,
Design&Engineerg.
ServiceDesign
ServiceEconomics
&Management
ServiceAnalytics
ServiceSociety
ServiceMarketing
ServiceOperations
ServiceComputing
DigitalServiceSystemsI
DigitalServiceSystemsII
B.Sc.M.Sc.
Fundamentals of Service Systems
I D E A S
Master Thesis
Bachelor Thesis
4
Karlsruhe Service Research Institute
www.ksri.kit.edu
KSRI one of first European institutions to introduce
cognitive technologies / IBM Watson into program
Seminars since 2015; 4 groups of 5 students each
High demand, interest, and enthusiasm with
students
Watson APIs, e.g. Watson AlchemyAPI
2016 and 2017: Students present @ CeBIT fair
Examples:
Watson Travel Advisor Watson Formula 1 Expert
Watson Game of Thrones Expert Watson Takes the USMLE
5
Example 1
Karlsruhe Service Research Institute
www.ksri.kit.edu
Cognitive / analytics assistance for car insurance:
reserving for damages
6
Situation – Why? Approach – How?
§ 3.6 million claims
§ Comprehensive insurance only
§ Claims between 2011 and 2016
§ Provided by large German insurance
company
§
Claim Reserve
1A123456 400 EUR
2B801234 1200 EUR
3C129398 300 EUR
6F471123 2500 EUR
Claim Payments
1A123456 400 EUR
2B801234 1200 EUR
3C129398 300 EUR
6F471123 2500 EUR
! 𝐶𝑙𝑎𝑖𝑚'
Current reservation technique
Required reservation technique
Example 2
Karlsruhe Service Research Institute
www.ksri.kit.edu
Cognitive / analytics assistance for car insurance:
reserving for damages
7
Results – What? Future use cases
§ Connect the developed model to a cognitive
system
§ Develop insurance claim assistant to automa-
tically handle claims for insurance company
§ Insurance claim assistant leverages
developed model to autonomously handle
claims and to suggest immediate payment
Dimension New model Old model
Average
deviation %
38.1 % 60%
Average 1011 € 1011 €
! 𝐶𝑙𝑎𝑖𝑚'
?
Example 2
Karlsruhe Service Research Institute
www.ksri.kit.edu
Cognitive / analytics support for health insurance:
processing medical documents
8
Example 3
Situation
§ High volume of unstructured data (20000 documents
per day)
§ Medical records contain technical language, codes,
abbreviations, Latin terms, …
§ Time-consuming and costly processing by SMEs
§ Goal: Accelerate decision making by Watson support
Approach
Information
extraction by
Watson
Raw medical
document
Surgery reports:
Machine learning
based approach
Psychological
reports: Rule-
based approach
Annotated
document
Results
§ Appropriate approach must be chosen
§ Rule-based approach is very powerful, but
expensive to develop
§ ML approach based on Watson API provides
quick results, but limited customization
§ F-Scores of 0.55 – 0.57: Cognitive systems are not
mature enough for automatic processing, but provide
high potential
Karlsruhe Service Research Institute
www.ksri.kit.edu
www.ksri.kit.edu
Thank you for your attention –
We are always happy to continue the conversation …
Prof. Dr. Gerhard Satzger
Karlsruhe Service Research Institute (KSRI)
Karlsruhe Institute of Technology (KIT)
Kaiserstraße 89, D-76133 Karlsruhe, Germany
Director KSRI
IBM Deutschland GmbH
IBM-Allee 1, D-71139 Ehningen
Phone: +49 (0) 721 6084-3227 (KIT)
+49 (0) 7034 15-1594 (IBM)
Email: satzger@de.ibm.com
www.ibm.com
9

More Related Content

Similar to Joining Industry and Students for Cognitive Solutions at Karlsruhe Services Research Center

Artificial Intelligence in Service Systems
Artificial Intelligence in Service SystemsArtificial Intelligence in Service Systems
Artificial Intelligence in Service SystemsNiklas Kühl
 
Data-Enriched Products and Services – Options to Apply Advanced Analytics to ...
Data-Enriched Products and Services – Options to Apply Advanced Analytics to ...Data-Enriched Products and Services – Options to Apply Advanced Analytics to ...
Data-Enriched Products and Services – Options to Apply Advanced Analytics to ...Dr. Ronny M. Schüritz
 
Ophthalmology & Optometry 2.0
Ophthalmology & Optometry 2.0Ophthalmology & Optometry 2.0
Ophthalmology & Optometry 2.0PetteriTeikariPhD
 
How to Cultivate Analytics Capabilities within an Organization? Design Option...
How to Cultivate Analytics Capabilities within an Organization? Design Option...How to Cultivate Analytics Capabilities within an Organization? Design Option...
How to Cultivate Analytics Capabilities within an Organization? Design Option...Dr. Ronny M. Schüritz
 
Cloud Based Services and their Security Evaluation in the Hospitals
Cloud Based Services and their Security Evaluation in the HospitalsCloud Based Services and their Security Evaluation in the Hospitals
Cloud Based Services and their Security Evaluation in the Hospitalsijtsrd
 
WIPO-INPI Advanced Training 19.06.2023
WIPO-INPI Advanced Training 19.06.2023WIPO-INPI Advanced Training 19.06.2023
WIPO-INPI Advanced Training 19.06.2023MIPLM
 
Transforming Healthcare Industry by Implementing Cloud Computing
Transforming Healthcare Industry by Implementing Cloud ComputingTransforming Healthcare Industry by Implementing Cloud Computing
Transforming Healthcare Industry by Implementing Cloud Computingijtsrd
 
Given the scenario, your role, and the information provided by the
Given the scenario, your role, and the information provided by theGiven the scenario, your role, and the information provided by the
Given the scenario, your role, and the information provided by theMatthewTennant613
 
Sebastian Bader | Semantic Technologies for Assisted Decision-Making in Indus...
Sebastian Bader | Semantic Technologies for Assisted Decision-Making in Indus...Sebastian Bader | Semantic Technologies for Assisted Decision-Making in Indus...
Sebastian Bader | Semantic Technologies for Assisted Decision-Making in Indus...semanticsconference
 
The Analytics and Data Science Landscape
The Analytics and Data Science LandscapeThe Analytics and Data Science Landscape
The Analytics and Data Science LandscapePhilip Bourne
 
Data science landscape in the insurance industry
Data science landscape in the insurance industryData science landscape in the insurance industry
Data science landscape in the insurance industryStefano Perfetti
 
Continuous Improvement through Data Science From Products to Systems Beyond C...
Continuous Improvement through Data Science From Products to Systems Beyond C...Continuous Improvement through Data Science From Products to Systems Beyond C...
Continuous Improvement through Data Science From Products to Systems Beyond C...ijtsrd
 
Innovative risk solutions using big data
Innovative risk solutions using big dataInnovative risk solutions using big data
Innovative risk solutions using big dataMunich Re
 
Microsoft Sustainability for Healthcare
Microsoft Sustainability for HealthcareMicrosoft Sustainability for Healthcare
Microsoft Sustainability for HealthcareFrement
 
Intel next-generation-medical-imaging-data-and-analytics
Intel next-generation-medical-imaging-data-and-analyticsIntel next-generation-medical-imaging-data-and-analytics
Intel next-generation-medical-imaging-data-and-analyticsCarestream
 
Spearheading Health Innovation with Internet of Things and Big Data
Spearheading Health Innovation with Internet of Things and Big DataSpearheading Health Innovation with Internet of Things and Big Data
Spearheading Health Innovation with Internet of Things and Big DataNorAzmi Alias
 

Similar to Joining Industry and Students for Cognitive Solutions at Karlsruhe Services Research Center (20)

Artificial Intelligence in Service Systems
Artificial Intelligence in Service SystemsArtificial Intelligence in Service Systems
Artificial Intelligence in Service Systems
 
Data-Enriched Products and Services – Options to Apply Advanced Analytics to ...
Data-Enriched Products and Services – Options to Apply Advanced Analytics to ...Data-Enriched Products and Services – Options to Apply Advanced Analytics to ...
Data-Enriched Products and Services – Options to Apply Advanced Analytics to ...
 
Ophthalmology & Optometry 2.0
Ophthalmology & Optometry 2.0Ophthalmology & Optometry 2.0
Ophthalmology & Optometry 2.0
 
How to Cultivate Analytics Capabilities within an Organization? Design Option...
How to Cultivate Analytics Capabilities within an Organization? Design Option...How to Cultivate Analytics Capabilities within an Organization? Design Option...
How to Cultivate Analytics Capabilities within an Organization? Design Option...
 
Cloud Based Services and their Security Evaluation in the Hospitals
Cloud Based Services and their Security Evaluation in the HospitalsCloud Based Services and their Security Evaluation in the Hospitals
Cloud Based Services and their Security Evaluation in the Hospitals
 
A.I. in Radiology: Hype or Hope?
A.I. in Radiology: Hype or Hope?A.I. in Radiology: Hype or Hope?
A.I. in Radiology: Hype or Hope?
 
Pres 119 niels feldmann april 6 2016
Pres 119 niels feldmann april 6 2016Pres 119 niels feldmann april 6 2016
Pres 119 niels feldmann april 6 2016
 
WIPO-INPI Advanced Training 19.06.2023
WIPO-INPI Advanced Training 19.06.2023WIPO-INPI Advanced Training 19.06.2023
WIPO-INPI Advanced Training 19.06.2023
 
Transforming Healthcare Industry by Implementing Cloud Computing
Transforming Healthcare Industry by Implementing Cloud ComputingTransforming Healthcare Industry by Implementing Cloud Computing
Transforming Healthcare Industry by Implementing Cloud Computing
 
Given the scenario, your role, and the information provided by the
Given the scenario, your role, and the information provided by theGiven the scenario, your role, and the information provided by the
Given the scenario, your role, and the information provided by the
 
Sebastian Bader | Semantic Technologies for Assisted Decision-Making in Indus...
Sebastian Bader | Semantic Technologies for Assisted Decision-Making in Indus...Sebastian Bader | Semantic Technologies for Assisted Decision-Making in Indus...
Sebastian Bader | Semantic Technologies for Assisted Decision-Making in Indus...
 
The Analytics and Data Science Landscape
The Analytics and Data Science LandscapeThe Analytics and Data Science Landscape
The Analytics and Data Science Landscape
 
Data science landscape in the insurance industry
Data science landscape in the insurance industryData science landscape in the insurance industry
Data science landscape in the insurance industry
 
Continuous Improvement through Data Science From Products to Systems Beyond C...
Continuous Improvement through Data Science From Products to Systems Beyond C...Continuous Improvement through Data Science From Products to Systems Beyond C...
Continuous Improvement through Data Science From Products to Systems Beyond C...
 
Innovative risk solutions using big data
Innovative risk solutions using big dataInnovative risk solutions using big data
Innovative risk solutions using big data
 
Microsoft Sustainability for Healthcare
Microsoft Sustainability for HealthcareMicrosoft Sustainability for Healthcare
Microsoft Sustainability for Healthcare
 
Brokerage and market Platform
Brokerage and market PlatformBrokerage and market Platform
Brokerage and market Platform
 
Intel next-generation-medical-imaging-data-and-analytics
Intel next-generation-medical-imaging-data-and-analyticsIntel next-generation-medical-imaging-data-and-analytics
Intel next-generation-medical-imaging-data-and-analytics
 
Survey and Research Challenges in Big Data
Survey and Research Challenges in Big DataSurvey and Research Challenges in Big Data
Survey and Research Challenges in Big Data
 
Spearheading Health Innovation with Internet of Things and Big Data
Spearheading Health Innovation with Internet of Things and Big DataSpearheading Health Innovation with Internet of Things and Big Data
Spearheading Health Innovation with Internet of Things and Big Data
 

More from diannepatricia

Teaching cognitive computing with ibm watson
Teaching cognitive computing with ibm watsonTeaching cognitive computing with ibm watson
Teaching cognitive computing with ibm watsondiannepatricia
 
Cognitive systems institute talk 8 june 2017 - v.1.0
Cognitive systems institute talk   8 june 2017 - v.1.0Cognitive systems institute talk   8 june 2017 - v.1.0
Cognitive systems institute talk 8 june 2017 - v.1.0diannepatricia
 
Building Compassionate Conversational Systems
Building Compassionate Conversational SystemsBuilding Compassionate Conversational Systems
Building Compassionate Conversational Systemsdiannepatricia
 
“Artificial Intelligence, Cognitive Computing and Innovating in Practice”
“Artificial Intelligence, Cognitive Computing and Innovating in Practice”“Artificial Intelligence, Cognitive Computing and Innovating in Practice”
“Artificial Intelligence, Cognitive Computing and Innovating in Practice”diannepatricia
 
Cognitive Insights drive self-driving Accessibility
Cognitive Insights drive self-driving AccessibilityCognitive Insights drive self-driving Accessibility
Cognitive Insights drive self-driving Accessibilitydiannepatricia
 
Artificial Intellingence in the Car
Artificial Intellingence in the CarArtificial Intellingence in the Car
Artificial Intellingence in the Cardiannepatricia
 
“Semantic PDF Processing & Document Representation”
“Semantic PDF Processing & Document Representation”“Semantic PDF Processing & Document Representation”
“Semantic PDF Processing & Document Representation”diannepatricia
 
170330 cognitive systems institute speaker series mark sherman - watson pr...
170330 cognitive systems institute speaker series    mark sherman - watson pr...170330 cognitive systems institute speaker series    mark sherman - watson pr...
170330 cognitive systems institute speaker series mark sherman - watson pr...diannepatricia
 
“Fairness Cases as an Accelerant and Enabler for Cognitive Assistance Adoption”
“Fairness Cases as an Accelerant and Enabler for Cognitive Assistance Adoption”“Fairness Cases as an Accelerant and Enabler for Cognitive Assistance Adoption”
“Fairness Cases as an Accelerant and Enabler for Cognitive Assistance Adoption”diannepatricia
 
Cognitive Assistance for the Aging
Cognitive Assistance for the AgingCognitive Assistance for the Aging
Cognitive Assistance for the Agingdiannepatricia
 
From complex Systems to Networks: Discovering and Modeling the Correct Network"
From complex Systems to Networks: Discovering and Modeling the Correct Network"From complex Systems to Networks: Discovering and Modeling the Correct Network"
From complex Systems to Networks: Discovering and Modeling the Correct Network"diannepatricia
 
The Role of Dialog in Augmented Intelligence
The Role of Dialog in Augmented IntelligenceThe Role of Dialog in Augmented Intelligence
The Role of Dialog in Augmented Intelligencediannepatricia
 
Developing Cognitive Systems to Support Team Cognition
Developing Cognitive Systems to Support Team CognitionDeveloping Cognitive Systems to Support Team Cognition
Developing Cognitive Systems to Support Team Cognitiondiannepatricia
 
Cyber-Social Learning Systems
Cyber-Social Learning SystemsCyber-Social Learning Systems
Cyber-Social Learning Systemsdiannepatricia
 
“IT Technology Trends in 2017… and Beyond”
“IT Technology Trends in 2017… and Beyond”“IT Technology Trends in 2017… and Beyond”
“IT Technology Trends in 2017… and Beyond”diannepatricia
 
"Curious Learning: using a mobile platform for early literacy education as a ...
"Curious Learning: using a mobile platform for early literacy education as a ..."Curious Learning: using a mobile platform for early literacy education as a ...
"Curious Learning: using a mobile platform for early literacy education as a ...diannepatricia
 
Embodied Cognition - Booch HICSS50
Embodied Cognition - Booch HICSS50Embodied Cognition - Booch HICSS50
Embodied Cognition - Booch HICSS50diannepatricia
 
KATE - a Platform for Machine Learning
KATE - a Platform for Machine LearningKATE - a Platform for Machine Learning
KATE - a Platform for Machine Learningdiannepatricia
 
Cognitive Computing for Aging Society
Cognitive Computing for Aging SocietyCognitive Computing for Aging Society
Cognitive Computing for Aging Societydiannepatricia
 

More from diannepatricia (20)

Teaching cognitive computing with ibm watson
Teaching cognitive computing with ibm watsonTeaching cognitive computing with ibm watson
Teaching cognitive computing with ibm watson
 
Cognitive systems institute talk 8 june 2017 - v.1.0
Cognitive systems institute talk   8 june 2017 - v.1.0Cognitive systems institute talk   8 june 2017 - v.1.0
Cognitive systems institute talk 8 june 2017 - v.1.0
 
Building Compassionate Conversational Systems
Building Compassionate Conversational SystemsBuilding Compassionate Conversational Systems
Building Compassionate Conversational Systems
 
“Artificial Intelligence, Cognitive Computing and Innovating in Practice”
“Artificial Intelligence, Cognitive Computing and Innovating in Practice”“Artificial Intelligence, Cognitive Computing and Innovating in Practice”
“Artificial Intelligence, Cognitive Computing and Innovating in Practice”
 
Cognitive Insights drive self-driving Accessibility
Cognitive Insights drive self-driving AccessibilityCognitive Insights drive self-driving Accessibility
Cognitive Insights drive self-driving Accessibility
 
Artificial Intellingence in the Car
Artificial Intellingence in the CarArtificial Intellingence in the Car
Artificial Intellingence in the Car
 
“Semantic PDF Processing & Document Representation”
“Semantic PDF Processing & Document Representation”“Semantic PDF Processing & Document Representation”
“Semantic PDF Processing & Document Representation”
 
170330 cognitive systems institute speaker series mark sherman - watson pr...
170330 cognitive systems institute speaker series    mark sherman - watson pr...170330 cognitive systems institute speaker series    mark sherman - watson pr...
170330 cognitive systems institute speaker series mark sherman - watson pr...
 
“Fairness Cases as an Accelerant and Enabler for Cognitive Assistance Adoption”
“Fairness Cases as an Accelerant and Enabler for Cognitive Assistance Adoption”“Fairness Cases as an Accelerant and Enabler for Cognitive Assistance Adoption”
“Fairness Cases as an Accelerant and Enabler for Cognitive Assistance Adoption”
 
Cognitive Assistance for the Aging
Cognitive Assistance for the AgingCognitive Assistance for the Aging
Cognitive Assistance for the Aging
 
From complex Systems to Networks: Discovering and Modeling the Correct Network"
From complex Systems to Networks: Discovering and Modeling the Correct Network"From complex Systems to Networks: Discovering and Modeling the Correct Network"
From complex Systems to Networks: Discovering and Modeling the Correct Network"
 
The Role of Dialog in Augmented Intelligence
The Role of Dialog in Augmented IntelligenceThe Role of Dialog in Augmented Intelligence
The Role of Dialog in Augmented Intelligence
 
Developing Cognitive Systems to Support Team Cognition
Developing Cognitive Systems to Support Team CognitionDeveloping Cognitive Systems to Support Team Cognition
Developing Cognitive Systems to Support Team Cognition
 
Cyber-Social Learning Systems
Cyber-Social Learning SystemsCyber-Social Learning Systems
Cyber-Social Learning Systems
 
“IT Technology Trends in 2017… and Beyond”
“IT Technology Trends in 2017… and Beyond”“IT Technology Trends in 2017… and Beyond”
“IT Technology Trends in 2017… and Beyond”
 
"Curious Learning: using a mobile platform for early literacy education as a ...
"Curious Learning: using a mobile platform for early literacy education as a ..."Curious Learning: using a mobile platform for early literacy education as a ...
"Curious Learning: using a mobile platform for early literacy education as a ...
 
Embodied Cognition - Booch HICSS50
Embodied Cognition - Booch HICSS50Embodied Cognition - Booch HICSS50
Embodied Cognition - Booch HICSS50
 
KATE - a Platform for Machine Learning
KATE - a Platform for Machine LearningKATE - a Platform for Machine Learning
KATE - a Platform for Machine Learning
 
Cognitive Computing for Aging Society
Cognitive Computing for Aging SocietyCognitive Computing for Aging Society
Cognitive Computing for Aging Society
 
Hicss17 asakawa
Hicss17 asakawaHicss17 asakawa
Hicss17 asakawa
 

Recently uploaded

Exploring the Future Potential of AI-Enabled Smartphone Processors
Exploring the Future Potential of AI-Enabled Smartphone ProcessorsExploring the Future Potential of AI-Enabled Smartphone Processors
Exploring the Future Potential of AI-Enabled Smartphone Processorsdebabhi2
 
Axa Assurance Maroc - Insurer Innovation Award 2024
Axa Assurance Maroc - Insurer Innovation Award 2024Axa Assurance Maroc - Insurer Innovation Award 2024
Axa Assurance Maroc - Insurer Innovation Award 2024The Digital Insurer
 
presentation ICT roal in 21st century education
presentation ICT roal in 21st century educationpresentation ICT roal in 21st century education
presentation ICT roal in 21st century educationjfdjdjcjdnsjd
 
Cloud Frontiers: A Deep Dive into Serverless Spatial Data and FME
Cloud Frontiers:  A Deep Dive into Serverless Spatial Data and FMECloud Frontiers:  A Deep Dive into Serverless Spatial Data and FME
Cloud Frontiers: A Deep Dive into Serverless Spatial Data and FMESafe Software
 
Artificial Intelligence Chap.5 : Uncertainty
Artificial Intelligence Chap.5 : UncertaintyArtificial Intelligence Chap.5 : Uncertainty
Artificial Intelligence Chap.5 : UncertaintyKhushali Kathiriya
 
Boost Fertility New Invention Ups Success Rates.pdf
Boost Fertility New Invention Ups Success Rates.pdfBoost Fertility New Invention Ups Success Rates.pdf
Boost Fertility New Invention Ups Success Rates.pdfsudhanshuwaghmare1
 
🐬 The future of MySQL is Postgres 🐘
🐬  The future of MySQL is Postgres   🐘🐬  The future of MySQL is Postgres   🐘
🐬 The future of MySQL is Postgres 🐘RTylerCroy
 
Strategies for Unlocking Knowledge Management in Microsoft 365 in the Copilot...
Strategies for Unlocking Knowledge Management in Microsoft 365 in the Copilot...Strategies for Unlocking Knowledge Management in Microsoft 365 in the Copilot...
Strategies for Unlocking Knowledge Management in Microsoft 365 in the Copilot...Drew Madelung
 
2024: Domino Containers - The Next Step. News from the Domino Container commu...
2024: Domino Containers - The Next Step. News from the Domino Container commu...2024: Domino Containers - The Next Step. News from the Domino Container commu...
2024: Domino Containers - The Next Step. News from the Domino Container commu...Martijn de Jong
 
Mastering MySQL Database Architecture: Deep Dive into MySQL Shell and MySQL R...
Mastering MySQL Database Architecture: Deep Dive into MySQL Shell and MySQL R...Mastering MySQL Database Architecture: Deep Dive into MySQL Shell and MySQL R...
Mastering MySQL Database Architecture: Deep Dive into MySQL Shell and MySQL R...Miguel Araújo
 
Workshop - Best of Both Worlds_ Combine KG and Vector search for enhanced R...
Workshop - Best of Both Worlds_ Combine  KG and Vector search for  enhanced R...Workshop - Best of Both Worlds_ Combine  KG and Vector search for  enhanced R...
Workshop - Best of Both Worlds_ Combine KG and Vector search for enhanced R...Neo4j
 
A Year of the Servo Reboot: Where Are We Now?
A Year of the Servo Reboot: Where Are We Now?A Year of the Servo Reboot: Where Are We Now?
A Year of the Servo Reboot: Where Are We Now?Igalia
 
Connector Corner: Accelerate revenue generation using UiPath API-centric busi...
Connector Corner: Accelerate revenue generation using UiPath API-centric busi...Connector Corner: Accelerate revenue generation using UiPath API-centric busi...
Connector Corner: Accelerate revenue generation using UiPath API-centric busi...DianaGray10
 
Artificial Intelligence: Facts and Myths
Artificial Intelligence: Facts and MythsArtificial Intelligence: Facts and Myths
Artificial Intelligence: Facts and MythsJoaquim Jorge
 
HTML Injection Attacks: Impact and Mitigation Strategies
HTML Injection Attacks: Impact and Mitigation StrategiesHTML Injection Attacks: Impact and Mitigation Strategies
HTML Injection Attacks: Impact and Mitigation StrategiesBoston Institute of Analytics
 
Bajaj Allianz Life Insurance Company - Insurer Innovation Award 2024
Bajaj Allianz Life Insurance Company - Insurer Innovation Award 2024Bajaj Allianz Life Insurance Company - Insurer Innovation Award 2024
Bajaj Allianz Life Insurance Company - Insurer Innovation Award 2024The Digital Insurer
 
Top 5 Benefits OF Using Muvi Live Paywall For Live Streams
Top 5 Benefits OF Using Muvi Live Paywall For Live StreamsTop 5 Benefits OF Using Muvi Live Paywall For Live Streams
Top 5 Benefits OF Using Muvi Live Paywall For Live StreamsRoshan Dwivedi
 
Apidays New York 2024 - The value of a flexible API Management solution for O...
Apidays New York 2024 - The value of a flexible API Management solution for O...Apidays New York 2024 - The value of a flexible API Management solution for O...
Apidays New York 2024 - The value of a flexible API Management solution for O...apidays
 
ProductAnonymous-April2024-WinProductDiscovery-MelissaKlemke
ProductAnonymous-April2024-WinProductDiscovery-MelissaKlemkeProductAnonymous-April2024-WinProductDiscovery-MelissaKlemke
ProductAnonymous-April2024-WinProductDiscovery-MelissaKlemkeProduct Anonymous
 

Recently uploaded (20)

Exploring the Future Potential of AI-Enabled Smartphone Processors
Exploring the Future Potential of AI-Enabled Smartphone ProcessorsExploring the Future Potential of AI-Enabled Smartphone Processors
Exploring the Future Potential of AI-Enabled Smartphone Processors
 
+971581248768>> SAFE AND ORIGINAL ABORTION PILLS FOR SALE IN DUBAI AND ABUDHA...
+971581248768>> SAFE AND ORIGINAL ABORTION PILLS FOR SALE IN DUBAI AND ABUDHA...+971581248768>> SAFE AND ORIGINAL ABORTION PILLS FOR SALE IN DUBAI AND ABUDHA...
+971581248768>> SAFE AND ORIGINAL ABORTION PILLS FOR SALE IN DUBAI AND ABUDHA...
 
Axa Assurance Maroc - Insurer Innovation Award 2024
Axa Assurance Maroc - Insurer Innovation Award 2024Axa Assurance Maroc - Insurer Innovation Award 2024
Axa Assurance Maroc - Insurer Innovation Award 2024
 
presentation ICT roal in 21st century education
presentation ICT roal in 21st century educationpresentation ICT roal in 21st century education
presentation ICT roal in 21st century education
 
Cloud Frontiers: A Deep Dive into Serverless Spatial Data and FME
Cloud Frontiers:  A Deep Dive into Serverless Spatial Data and FMECloud Frontiers:  A Deep Dive into Serverless Spatial Data and FME
Cloud Frontiers: A Deep Dive into Serverless Spatial Data and FME
 
Artificial Intelligence Chap.5 : Uncertainty
Artificial Intelligence Chap.5 : UncertaintyArtificial Intelligence Chap.5 : Uncertainty
Artificial Intelligence Chap.5 : Uncertainty
 
Boost Fertility New Invention Ups Success Rates.pdf
Boost Fertility New Invention Ups Success Rates.pdfBoost Fertility New Invention Ups Success Rates.pdf
Boost Fertility New Invention Ups Success Rates.pdf
 
🐬 The future of MySQL is Postgres 🐘
🐬  The future of MySQL is Postgres   🐘🐬  The future of MySQL is Postgres   🐘
🐬 The future of MySQL is Postgres 🐘
 
Strategies for Unlocking Knowledge Management in Microsoft 365 in the Copilot...
Strategies for Unlocking Knowledge Management in Microsoft 365 in the Copilot...Strategies for Unlocking Knowledge Management in Microsoft 365 in the Copilot...
Strategies for Unlocking Knowledge Management in Microsoft 365 in the Copilot...
 
2024: Domino Containers - The Next Step. News from the Domino Container commu...
2024: Domino Containers - The Next Step. News from the Domino Container commu...2024: Domino Containers - The Next Step. News from the Domino Container commu...
2024: Domino Containers - The Next Step. News from the Domino Container commu...
 
Mastering MySQL Database Architecture: Deep Dive into MySQL Shell and MySQL R...
Mastering MySQL Database Architecture: Deep Dive into MySQL Shell and MySQL R...Mastering MySQL Database Architecture: Deep Dive into MySQL Shell and MySQL R...
Mastering MySQL Database Architecture: Deep Dive into MySQL Shell and MySQL R...
 
Workshop - Best of Both Worlds_ Combine KG and Vector search for enhanced R...
Workshop - Best of Both Worlds_ Combine  KG and Vector search for  enhanced R...Workshop - Best of Both Worlds_ Combine  KG and Vector search for  enhanced R...
Workshop - Best of Both Worlds_ Combine KG and Vector search for enhanced R...
 
A Year of the Servo Reboot: Where Are We Now?
A Year of the Servo Reboot: Where Are We Now?A Year of the Servo Reboot: Where Are We Now?
A Year of the Servo Reboot: Where Are We Now?
 
Connector Corner: Accelerate revenue generation using UiPath API-centric busi...
Connector Corner: Accelerate revenue generation using UiPath API-centric busi...Connector Corner: Accelerate revenue generation using UiPath API-centric busi...
Connector Corner: Accelerate revenue generation using UiPath API-centric busi...
 
Artificial Intelligence: Facts and Myths
Artificial Intelligence: Facts and MythsArtificial Intelligence: Facts and Myths
Artificial Intelligence: Facts and Myths
 
HTML Injection Attacks: Impact and Mitigation Strategies
HTML Injection Attacks: Impact and Mitigation StrategiesHTML Injection Attacks: Impact and Mitigation Strategies
HTML Injection Attacks: Impact and Mitigation Strategies
 
Bajaj Allianz Life Insurance Company - Insurer Innovation Award 2024
Bajaj Allianz Life Insurance Company - Insurer Innovation Award 2024Bajaj Allianz Life Insurance Company - Insurer Innovation Award 2024
Bajaj Allianz Life Insurance Company - Insurer Innovation Award 2024
 
Top 5 Benefits OF Using Muvi Live Paywall For Live Streams
Top 5 Benefits OF Using Muvi Live Paywall For Live StreamsTop 5 Benefits OF Using Muvi Live Paywall For Live Streams
Top 5 Benefits OF Using Muvi Live Paywall For Live Streams
 
Apidays New York 2024 - The value of a flexible API Management solution for O...
Apidays New York 2024 - The value of a flexible API Management solution for O...Apidays New York 2024 - The value of a flexible API Management solution for O...
Apidays New York 2024 - The value of a flexible API Management solution for O...
 
ProductAnonymous-April2024-WinProductDiscovery-MelissaKlemke
ProductAnonymous-April2024-WinProductDiscovery-MelissaKlemkeProductAnonymous-April2024-WinProductDiscovery-MelissaKlemke
ProductAnonymous-April2024-WinProductDiscovery-MelissaKlemke
 

Joining Industry and Students for Cognitive Solutions at Karlsruhe Services Research Center

  • 1. KARLSRUHE SERVICE RESEARCH INSTITUTE (KSRI) www.kit.edu www.ksri.kit.edu KIT – The Research University in the Helmholtz Association Joining industry and students for cognitive solutions @ KSRI Prof. Dr. Gerhard Satzger, Sebastian Hirschl, Kathrin Fitzner April, 2017
  • 2. Karlsruhe Service Research Institute www.ksri.kit.edu Joining industry and students for cognitive solutions @ KSRI Introduction to KSRI Three examples: Watson showcases (Gerhard) Cognitive / analytics assistance for car insurance: reserving for damages (Sebastian) Cognitive / analytics support for health insurance: processing medical documents (Kathrin) Discussion 2 1 2 3
  • 3. Karlsruhe Service Research Institute www.ksri.kit.edu KSRI – An “industry-on-campus” model with focus on interdisciplinary and application-oriented research €€ €€€€€€ € €€ €€€ € €€€€€€ Discrete Optimization & Logistics Prof. Dr. Stefan Nickel Knowledge Management Prof. Dr. Rudi Studer Prof. Dr. York Sure-Vetter Information & Market Engineering Prof. Dr. Christof Weinhardt € Digital Service Innovation Prof. Dr. Gerhard Satzger Energy Economics Prof. Dr. Wolf Fichtner Information Systems & Service Design Prof. Dr. Alexander Mädche Value Stream Services Dr. Markus Bauer, Prof. Dr. Kai Furmans 3
  • 4. Karlsruhe Service Research Institute www.ksri.kit.edu OR CS ElectiveMgt. KSRI Education Program – Offering Majors and Minors in Digital Service Systems Job Profiles Digital Service Systems Economics / Mgt: Information & Service Systems ServiceInnovation, Design&Engineerg. ServiceDesign ServiceEconomics &Management ServiceAnalytics ServiceSociety ServiceMarketing ServiceOperations ServiceComputing DigitalServiceSystemsI DigitalServiceSystemsII B.Sc.M.Sc. Fundamentals of Service Systems I D E A S Master Thesis Bachelor Thesis 4
  • 5. Karlsruhe Service Research Institute www.ksri.kit.edu KSRI one of first European institutions to introduce cognitive technologies / IBM Watson into program Seminars since 2015; 4 groups of 5 students each High demand, interest, and enthusiasm with students Watson APIs, e.g. Watson AlchemyAPI 2016 and 2017: Students present @ CeBIT fair Examples: Watson Travel Advisor Watson Formula 1 Expert Watson Game of Thrones Expert Watson Takes the USMLE 5 Example 1
  • 6. Karlsruhe Service Research Institute www.ksri.kit.edu Cognitive / analytics assistance for car insurance: reserving for damages 6 Situation – Why? Approach – How? § 3.6 million claims § Comprehensive insurance only § Claims between 2011 and 2016 § Provided by large German insurance company § Claim Reserve 1A123456 400 EUR 2B801234 1200 EUR 3C129398 300 EUR 6F471123 2500 EUR Claim Payments 1A123456 400 EUR 2B801234 1200 EUR 3C129398 300 EUR 6F471123 2500 EUR ! 𝐶𝑙𝑎𝑖𝑚' Current reservation technique Required reservation technique Example 2
  • 7. Karlsruhe Service Research Institute www.ksri.kit.edu Cognitive / analytics assistance for car insurance: reserving for damages 7 Results – What? Future use cases § Connect the developed model to a cognitive system § Develop insurance claim assistant to automa- tically handle claims for insurance company § Insurance claim assistant leverages developed model to autonomously handle claims and to suggest immediate payment Dimension New model Old model Average deviation % 38.1 % 60% Average 1011 € 1011 € ! 𝐶𝑙𝑎𝑖𝑚' ? Example 2
  • 8. Karlsruhe Service Research Institute www.ksri.kit.edu Cognitive / analytics support for health insurance: processing medical documents 8 Example 3 Situation § High volume of unstructured data (20000 documents per day) § Medical records contain technical language, codes, abbreviations, Latin terms, … § Time-consuming and costly processing by SMEs § Goal: Accelerate decision making by Watson support Approach Information extraction by Watson Raw medical document Surgery reports: Machine learning based approach Psychological reports: Rule- based approach Annotated document Results § Appropriate approach must be chosen § Rule-based approach is very powerful, but expensive to develop § ML approach based on Watson API provides quick results, but limited customization § F-Scores of 0.55 – 0.57: Cognitive systems are not mature enough for automatic processing, but provide high potential
  • 9. Karlsruhe Service Research Institute www.ksri.kit.edu www.ksri.kit.edu Thank you for your attention – We are always happy to continue the conversation … Prof. Dr. Gerhard Satzger Karlsruhe Service Research Institute (KSRI) Karlsruhe Institute of Technology (KIT) Kaiserstraße 89, D-76133 Karlsruhe, Germany Director KSRI IBM Deutschland GmbH IBM-Allee 1, D-71139 Ehningen Phone: +49 (0) 721 6084-3227 (KIT) +49 (0) 7034 15-1594 (IBM) Email: satzger@de.ibm.com www.ibm.com 9