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Using Knowledge Graphs to Predict Customer Needs and Improve Quality

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© 2019 GraphAware Ltd. All rights reserved. Using Knowledge Graphs Alessandro Negro, Chief Scientist @ GraphAware graphaware.com @graph_aware, @AlessandroNegro to predict customer needs, improve product quality and save costs
© 2019 GraphAware Ltd. All rights reserved.
© 2019 GraphAware Ltd. All rights reserved. Why am I receiving so many complaints? What can I propose to my customers to make them happier? Why are the production costs increasing so much? Where can my product chain be improved? Does a common pattern exist in all these failures?
© 2019 GraphAware Ltd. All rights reserved. Where would you start?
© 2019 GraphAware Ltd. All rights reserved. From data to simulation VALUE
© 2019 GraphAware Ltd. All rights reserved. The Data Warehouse approach
© 2019 GraphAware Ltd. All rights reserved. An OLAP on [multiple] OLTP No events are stored neither relationships among them KPIs are hard to evaluate It is a data-driven decision making process! The Data Warehouse approach
© 2019 GraphAware Ltd. All rights reserved. Where is the knowledge?
© 2019 GraphAware Ltd. All rights reserved. The Search Engine approach
© 2019 GraphAware Ltd. All rights reserved. Documents are isolated KPI based approach It is hard to reveal common complex patterns It is an information-driven decision making process! The Search Engine approach
© 2019 GraphAware Ltd. All rights reserved. Where is the knowledge?
© 2019 GraphAware Ltd. All rights reserved. The Graph approach
© 2019 GraphAware Ltd. All rights reserved. The Graph approach
© 2019 GraphAware Ltd. All rights reserved. The Graph approach
© 2019 GraphAware Ltd. All rights reserved. The Graph approach
© 2019 GraphAware Ltd. All rights reserved. The Graph approach
© 2019 GraphAware Ltd. All rights reserved. The Graph approach
© 2019 GraphAware Ltd. All rights reserved. The Graph approach
© 2019 GraphAware Ltd. All rights reserved. Knowledge Graph
© 2019 GraphAware Ltd. All rights reserved. The Knowledge Graph approach Entities are connected by nature Multiple access patterns A concrete enabler for Artificial Intelligence
© 2019 GraphAware Ltd. All rights reserved.
© 2019 GraphAware Ltd. All rights reserved. Ok, you convinced me.
 How can I get started?
© 2019 GraphAware Ltd. All rights reserved. Extract hidden structure from the text Easily merge from different sources Analysis framework Visualisation tool What should you look for?
© 2019 GraphAware Ltd. All rights reserved. “GraphAware Hume converts structured and unstructured data silos
 to Knowledge Graph”
© 2019 GraphAware Ltd. All rights reserved. Data Information Knowledge Insight Wisdom Simulation Evolve Enhancing the core knowledge models that drive an organization, to derive ever greater value. 06 Analyze Finding and revealing patterns in the connections between and amongst things. 03 Match Finding and displaying similarity between things. 02 Act Supplying solutions to specific business and strategy problems. 05 Communicate Finding, extracting, and executing the structure of language. 04 Discover Indexing, tagging, filtering, sorting and delivering listings. 01 VALUE
© 2019 GraphAware Ltd. All rights reserved.
© 2019 GraphAware Ltd. All rights reserved. Knowledge Graph store Fast access to connected data Merging External Data Existing Data Augmentation Scalability The Neo4j role
© 2019 GraphAware Ltd. All rights reserved. Where is the knowledge?
© 2019 GraphAware Ltd. All rights reserved. Thank you For more information please contact: Alessandro Negro · 07/05/2019
 info@graphaware.com +1 844-344-7274 graphaware.com

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Using Knowledge Graphs to Predict Customer Needs and Improve Quality

  • 1. © 2019 GraphAware Ltd. All rights reserved. Using Knowledge Graphs Alessandro Negro, Chief Scientist @ GraphAware graphaware.com @graph_aware, @AlessandroNegro to predict customer needs, improve product quality and save costs
  • 2. © 2019 GraphAware Ltd. All rights reserved.
  • 3. © 2019 GraphAware Ltd. All rights reserved. Why am I receiving so many complaints? What can I propose to my customers to make them happier? Why are the production costs increasing so much? Where can my product chain be improved? Does a common pattern exist in all these failures?
  • 4. © 2019 GraphAware Ltd. All rights reserved. Where would you start?
  • 5. © 2019 GraphAware Ltd. All rights reserved. From data to simulation VALUE
  • 6. © 2019 GraphAware Ltd. All rights reserved. The Data Warehouse approach
  • 7. © 2019 GraphAware Ltd. All rights reserved. An OLAP on [multiple] OLTP No events are stored neither relationships among them KPIs are hard to evaluate It is a data-driven decision making process! The Data Warehouse approach
  • 8. © 2019 GraphAware Ltd. All rights reserved. Where is the knowledge?
  • 9. © 2019 GraphAware Ltd. All rights reserved. The Search Engine approach
  • 10. © 2019 GraphAware Ltd. All rights reserved. Documents are isolated KPI based approach It is hard to reveal common complex patterns It is an information-driven decision making process! The Search Engine approach
  • 11. © 2019 GraphAware Ltd. All rights reserved. Where is the knowledge?
  • 12. © 2019 GraphAware Ltd. All rights reserved. The Graph approach
  • 13. © 2019 GraphAware Ltd. All rights reserved. The Graph approach
  • 14. © 2019 GraphAware Ltd. All rights reserved. The Graph approach
  • 15. © 2019 GraphAware Ltd. All rights reserved. The Graph approach
  • 16. © 2019 GraphAware Ltd. All rights reserved. The Graph approach
  • 17. © 2019 GraphAware Ltd. All rights reserved. The Graph approach
  • 18. © 2019 GraphAware Ltd. All rights reserved. The Graph approach
  • 19. © 2019 GraphAware Ltd. All rights reserved. Knowledge Graph
  • 20. © 2019 GraphAware Ltd. All rights reserved. The Knowledge Graph approach Entities are connected by nature Multiple access patterns A concrete enabler for Artificial Intelligence
  • 21. © 2019 GraphAware Ltd. All rights reserved.
  • 22. © 2019 GraphAware Ltd. All rights reserved. Ok, you convinced me.
 How can I get started?
  • 23. © 2019 GraphAware Ltd. All rights reserved. Extract hidden structure from the text Easily merge from different sources Analysis framework Visualisation tool What should you look for?
  • 24. © 2019 GraphAware Ltd. All rights reserved. “GraphAware Hume converts structured and unstructured data silos
 to Knowledge Graph”
  • 25. © 2019 GraphAware Ltd. All rights reserved. Data Information Knowledge Insight Wisdom Simulation Evolve Enhancing the core knowledge models that drive an organization, to derive ever greater value. 06 Analyze Finding and revealing patterns in the connections between and amongst things. 03 Match Finding and displaying similarity between things. 02 Act Supplying solutions to specific business and strategy problems. 05 Communicate Finding, extracting, and executing the structure of language. 04 Discover Indexing, tagging, filtering, sorting and delivering listings. 01 VALUE
  • 26. © 2019 GraphAware Ltd. All rights reserved.
  • 27. © 2019 GraphAware Ltd. All rights reserved. Knowledge Graph store Fast access to connected data Merging External Data Existing Data Augmentation Scalability The Neo4j role
  • 28. © 2019 GraphAware Ltd. All rights reserved. Where is the knowledge?
  • 29. © 2019 GraphAware Ltd. All rights reserved. Thank you For more information please contact: Alessandro Negro · 07/05/2019
 info@graphaware.com +1 844-344-7274 graphaware.com