.Zurich | Insurance Data Science Conference

.Zurich | Insurance Data Science Conference https://insurancedatascience.org/tags/.zurich/ .Zurich Source Themes Academic (https://sourcethemes.com/academic/)en© Insurance Data Science ConferenceFri, 14 Jun 2019 00:00:00 +0000 https://insurancedatascience.org/img/logos/InsuranceDataScienceLogo.png .Zurich https://insurancedatascience.org/tags/.zurich/ Insurance Data Science conference, Zurich 2019 https://insurancedatascience.org/project/2019_zurich/ Fri, 14 Jun 2019 00:00:00 +0000 https://insurancedatascience.org/project/2019_zurich/ <p>ETH Zurich, 14 June 2019</p> <ul> <li><a href="../../downloads/Zurich2019/Programme.pdf">Download conference programme</a></li> <li><a href="../../downloads/Zurich2019/Abstracts_Insurance_Data_Science_Conference_2019.pdf">Download abstract booklet</a></li> </ul> <p>Keynote Talk 1:</p> <ul> <li><em>Joachim M. Buhmann</em>: <a href="../../downloads/Zurich2019/KeyNote/Buhmann.pdf">“Robust Algorithmics: A Foundation for Science?!”</a></li> </ul> <p>Session 1: Non-Life Insurance Pricing (Chair: Mario Wüthrich)</p> <ul> <li><em>Florian Pechon</em>: <a href="../../downloads/Zurich2019/Session1/1_Florian_Pechon.pdf">“Modelling Multiple Guarantees on a Household Level in Motor Insurance using Multivariate Credibility”</a></li> <li><em>Yves Staudt</em>: “Optimizing Insurance Pricing Models in Collison</li> <li><em>Armando Vieira</em>: <a href="../../downloads/Zurich2019/Session1/3_Vieira_Armando.pdf">“Generative Adversarial Networks (GANs) for Claim Frequency Prediction Models”</a></li> </ul> <p>Session 2: Workflows and Satellite Data (Chair: Guojun Gan)</p> <ul> <li><em>Jürg Schelldorfer</em>: <a href="../../downloads/Zurich2019/Session2/1_Schelldorfer_Juerg_Homepage.pdf">“Principles and Best Practices for Applied Machine Learning Models in Industry”</a></li> <li><em>Roland A Schmid</em>: <a href="../../downloads/Zurich2019/Session2/2_Schmid_Roland.pdf">“TensorFlow Probability - Why We Should Care”</a></li> <li><em>Damian Rodziewicz</em>: <a href="../../downloads/Zurich2019/Session2/3_Rodziewicz_Damian.pdf">“How to Use Satellite Data with Machine Learning in Insurance”</a></li> </ul> <p>Lightning Talks 1 (Chair: Andreas Tsanakas)</p> <ul> <li><em>Zhiyu Quan</em>: <a href="../../downloads/Zurich2019/LightningTalks1/1_Zhiyu_Quan.pdf">“Hybrid Tree-Based Models for Insurance Claims”</a></li> <li><em>Daphné Giorgi</em>: <a href="../../downloads/Zurich2019/LightningTalks1/2_Giorgi_Daphne.pdf">“An R Package for Simulating Stochastic Individual-Based Population Models”</a></li> <li><em>Kornelius Rohmeyer</em>: <a href="../../downloads/Zurich2019/LightningTalks1/3_Rohmeyer_Kornelius.pdf">“Distribution Fitting in Insurance with the Shiny App DistrFit”</a></li> <li><em>Aurélien Couloumy</em>: <a href="../../downloads/Zurich2019/LightningTalks1/4_Couloumy_Aurelien.pdf">“Impact of NLP Techniques on Risk Managment Practices in Reinsurance”</a></li> <li><em>Lei Fang</em>: <a href="../../downloads/Zurich2019/LightningTalks1/5_Lei_Fang.pdf">“Exploring Patterns of Convergence/Divergence among Insurers and Banks using NLP”</a></li> <li><em>Marek Rogala</em>: <a href="../../downloads/Zurich2019/LightningTalks1/6_Rogala_Mark.pdf">“Improving Verification of Car Insurance Claims by Processing Photos”</a></li> <li><em>Benjamin Abt</em>: <a href="../../downloads/Zurich2019/LightningTalks1/7_Abt_Benjamin.pdf">“How Context Influences Model Selection”</a></li> <li><em>Kevin Kuo</em>: <a href="../../downloads/Zurich2019/LightningTalks1/8_Kevin_Kuo.pdf">“Towards Open Collaboration in Insurance Innovation”</a></li> </ul> <p>Lightning Talks 2 (Chair: Markus Gesmann)</p> <ul> <li><em>Xi Liu</em>: <a href="../../downloads/Zurich2019/LightningTalks2/1_Xi_Liu.pdf">“Automobile Insurance Fraud Detection using Evidential Reasoning and Data-Driven Inference”</a></li> <li><em>Maria Oskarsdottir</em> :<a href="../../downloads/Zurich2019/LightningTalks2/2_Maria_Oskarsdottir.pdf">“Fraud Detection in Insurance with Social Network Analytics”</a></li> <li><em>Nicolas Attalides</em>: <a href="../../downloads/Zurich2019/LightningTalks2/3_Attalides_Nicolas.pdf">“How to Build a Data Driven Insurance Business”</a></li> <li><em>Tobias Baltensperger</em>: <a href="../../downloads/Zurich2019/LightningTalks2/4_Tobias_Baltensperger.pdf">“Solvency Contagion Modeling”</a></li> <li><em>Silvana Pesenti</em>: <a href="../../downloads/Zurich2019/LightningTalks2/5_Pesenti_Silvana_Web.pdf">“Scenario Weights for Importance Measurement - R Package for Sensitivity Analysis”</a></li> <li><em>Salvatore Scognamiglio</em>: <a href="../../downloads/Zurich2019/LightningTalks2/6_Scognamiglio_Salvatore.pdf">“Accuracy and Robustness of Machine Learning Methods in SCR Estimation”</a></li> <li><em>Mick Cooney</em>: <a href="../../downloads/Zurich2019/LightningTalks2/7_Mick_Cooney.pdf">“Terrorism as a Virus: Epidemiological Techniques for Outbreak Detection”</a></li> <li><em>Kshitij Srivastava</em>: <a href="../../downloads/Zurich2019/LightningTalks2/8_Kshitij_Srivistava.pdf">“Market Segmentation in Life Insurance: a Case Study”</a></li> </ul> <p>Session 3: Loss Reserving (Chair: Franco Moriconi)</p> <ul> <li><em>Alessandro Carrato</em>: <a href="../../downloads/Zurich2019/Session3/1_Alessandro_Carrato.pdf">“From Chain Ladder to Individual Claims Reserving using Machine Learning Techniques”</a></li> <li><em>Jonas Crevecoeur</em>: <a href="../../downloads/Zurich2019/Session3/2_Jonas_Crevecoeur.pdf">“Individual Reserving with Claim Specific Covariates”</a></li> <li><em>Phani Krishna Kandala</em>: <a href="../../downloads/Zurich2019/Session3/3_Phani_Krishna_Kandala.pdf">“Deep Representation Learning using Stacked Autoencoder for General Insurance Loss Reserving”</a></li> </ul> <p>Session 4: NatCat, Risk Management and Cyber Risk (Chair: Christophe Dutang)</p> <ul> <li><em>Christian Klose</em>: <a href="../../downloads/Zurich2019/Session4/1_Klose_Christian.pdf">“Deep Learning of Remote Sensing Images to Predict Wildfires”</a></li> <li><em>Lucio Fernandez-Arjona</em>: <a href="../../downloads/Zurich2019/Session4/2_Lucio_Fernandez.pdf">“Neural Networks for Life Insurance Risk Management”</a></li> <li><em>Alexandre Boumezoued</em>: <a href="../../downloads/Zurich2019/Session4/3_Boumezoued_Alexandre.pdf">“Predicting Cyber-Attacks using the ‘Hawkes’ R Package”</a></li> </ul> <p>Session 5: Life and Mortality Modeling (Chair: Paul Embrechts)</p> <ul> <li><em>Andrew Cairns</em>: <a href="../../downloads/Zurich2019/Session5/1_Cairns_Andrew.pdf">“Medium Data and Socio-Economic Mortality”</a></li> <li><em>Andrés Villegas</em>: <a href="../../downloads/Zurich2019/Session5/2_Andres_Villegas.pdf"> “A Data Analytics Paradigm for the Construction, Selection, and Evaluation of Mortality Models”</a></li> <li><em>Elena Kulinskaya</em>: <a href="../../downloads/Zurich2019/Session5/3_Kulinskaya_Elena.pdf">“Administrative Health Databases for Modelling Longevity Improvments”</a></li> </ul> <p>Session 6: Industry Case Studies (Chair: Jürg Schelldorfer)</p> <ul> <li><em>Jakob Gerstenlauer</em>: <a href="../../downloads/Zurich2019/Session6/1_Gerstenlauer_Jakob.pdf">“Using Boosted Regression Trees in Insurance”</a></li> <li><em>Mark Lee</em>: <a href="../../downloads/Zurich2019/Session6/2_Mark_Lee_Web.pdf">“Feature Synthesis Using t-SNE and Clustering”</a></li> <li><em>Markus Senn</em>: “Medical Underwriting Triage: An End-To-End Machine Learning Case Study”</li> </ul> <p>Keynote Talk 2:</p> <ul> <li><em>Ronald Richman</em>: <a href="../../downloads/Zurich2019/KeyNote/Richman_Ronald.pdf">“AI in Actuarial Science”</a></li> </ul> <p>Panel discussion “Insurance Analytics: What Works, What Doesn’t Work, and Future Potential” with Sabine Betz, Jeffrey Bohn & Volker Reinthaler; moderation: Patrick Cheridito</p> <h2 id="sponsors">Sponsors</h2> <h3 id="swiss-re-institutehttpswwwswissrecominstitute"><a href="https://www.swissre.com/institute/">Swiss Re Institute</a></h3> <figure class="img-logo"> <a data-fancybox="" href="../../img/logos/SwissRe.jpg" > <img src="../../img/logos/SwissRe.jpg" alt="Swiss Re Institute" ></a> </figure> <h3 id="rstudiohttpswwwrstudiocom"><a href="https://www.rstudio.com">RStudio</a></h3> <figure class="img-logo"> <a data-fancybox="" href="../../img/logos/RStudio-Logo-Blue-Gray.jpg" > <img src="../../img/logos/RStudio-Logo-Blue-Gray.jpg" alt="RStudio" ></a> </figure> <h3 id="mango-solutionshttpswwwmango-solutionscom"><a href="https://www.mango-solutions.com">Mango Solutions</a></h3> <figure class="img-logo"> <a data-fancybox="" href="../../img/logos/Mango_Neu.png" > <img src="../../img/logos/Mango_Neu.png" alt="Mango Solutions" ></a> </figure> <h3 id="mirai-solutionshttpsmirai-solutionsch"><a href="https://mirai-solutions.ch">Mirai Solutions</a></h3> <figure class="img-logo"> <a data-fancybox="" href="../../img/logos/mirai.png" > <img src="../../img/logos/mirai.png" alt="Mirai Solutions" ></a> </figure> <h3 id="axahttpswwwaxach"><a href="https://www.axa.ch">AXA</a></h3> <figure class="img-logo"> <a data-fancybox="" href="../../img/logos/axa_logo_solid_rgb.png" > <img src="../../img/logos/axa_logo_solid_rgb.png" alt="Axa" ></a> </figure> <h3 id="millimanhttpschmillimancom"><a href="https://ch.milliman.com/">Milliman</a></h3> <figure class="img-logo"> <a data-fancybox="" href="../../img/logos/MIL_2c_PMS.svg" > <img src="../../img/logos/MIL_2c_PMS.svg" alt="Milliman" ></a> </figure>