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Extending Elasticsearch for Policing Intelligence

Extending Elasticsearch for Policing Intelligence

In this presentation, we'll introduce Siren Investigate - the frontend of Siren Platform and show how these capabilities come together to deliver investigative capabilities on data that you might already have in your Elasticsearch cluster or that you'll now want to load into it.

phoebequincy

January 25, 2021
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  1. 䡦 Siren delivers an Investigative Intelligence platform for ! Law

    Enforcement & Intelligence ! Financial Crime ! Knowledge Discovery (Life sciences) ! Link analysis for Cyber Security 䡦 Our pedigree ! SIREN = Semantic Information Retrieval Engine ▪ Founded on leading Search and Knowledge Graph R&D ! Intelligence focused investors & board members – Latest to join ex CEO IBM i2 ! Gartner Cool Vendor “Analytics and Data Science” 2020 Siren – About us
  2. Fusing: Analytics, Search, Knowledge Graph & Monitoring SIREN
 Investigative Intelligence

    Analytics Big Data Monitoring, Operational Intelligence Alerts Analytics / BI Advanced Link Analysis Search and Data Discovery Combined ability to address: ! Intelligence on big, streaming data (Elasticsearch is key) ▪ Big logs / Cyber ▪ SIGINT/COMINT/Position streams ▪ OSINT (text and multimedia) ! Intelligence on knowledge graphs (datasets that may be static) ▪ People, Companies, Transactions ▪ CSVs, ad hoc data ▪ Web service invocations ▪ Social Network analysis
  3. Supercharging Visual Analytics: for investigative intelligence Graph DBs Live lookups

    Stardog Webservices i2 / CSVs / CMSs Connectors Most SQL databases Virtual data warehouses Orchestration: ECE Rollups, index management Elastic ML, Dataframes, Outlier detection. Premium Ingestors, processors Canvas, Siem Embeddable Kibana capabilities Vector search X-Pack Security .. and several more. Elastic Platinum Subscription Siren Investigate Siren Federate Plugin
  4. 䡦 Interactive visualization of NLP annotations and tags 䡦 Improved

    Topic clustering 䡦 Ability to revise wrong NLP tagging 䡦 (tentatively) Simplified activation of NLP on ingestion 䡦 “Battle” tested on 800M docs/m OSINT environment (with NLP)
  5. 䡦 AI to recognize that: ! 2 or more records

    might be referring to the same real world entity ! ..but also recognizing “not the same but significantly related” 䡦 Done right: it’s a proper “data superpower” ! Financial Fraud, Compliance, Know Your Customers, Law Enforcement, Intelligence, Competitive Intelligence, … ! Imagine: drop a new CSV, instantly see anything connected What is Entity Resolution (ER)?
  6. 䡦 Siren ER ! Matches across ▪ data sources ▪

    schemas ▪ languages (transliteration) ▪ cultural conventions ! Real time, incremental ! Non monotonic: it can revise old assertions based on knew knowledge. ! Powered by Senzing, wrapped by Siren in a high concurrency, scalable, dockerized API Selected use cases: Associative search/Entity Resolution
  7. Siren ER “in slow motion”
 Watch our video on ER:

    HTTPS://WWW.YOUTUBE.COM/WATCH?V=-HSR2BNXR7C
  8. Detection Requires “Channel Consolidation”
 Entity Resolution Entity-centric Learning Money Launderer

    Employment Application External Counterparty KYC Onboarding Open Account Bob Jones 123 Main Street 702.919.1600 [email protected] Bob Smith 1515 Adela Lane DOB: 11/12/1978 1.703.554.1214 Bob R. Smith AKA Bobby Jones DOB: 12/11/1978 [email protected] Bobby Randal Smith 1515 Adela Lane 3232100123991123 Robert Smith 123 Main Street DOB: 12/11/1978 702.919.1600 703.554.1214