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  • Ivan Skula
  • ivanskula.com
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From Hype to Reality - Fighting Fraud with Graph Analytics

From Hype to Reality - Fighting Fraud with Graph Analytics

  • Ivan Skula
  • 14.8.2025

Fraud is connected and contextual. Graph analytics adds layer of context to boost detection, triage, and uncover what rules and ML on their own can’t.

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From Hype to Reality - Fighting Fraud with Composite AI

From Hype to Reality - Fighting Fraud with Composite AI

  • Ivan Skula
  • 25.7.2025

Composite AI fights fraud smarter by combining ML, rules, graphs & behavior analytics. Real cases show why silos lose & synergy wins.

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From Hype to Reality - Fighting Fraud with Synthetic Data

From Hype to Reality - Fighting Fraud with Synthetic Data

  • Ivan Skula
  • 20.5.2025

Outsmart fraud with synthetic data: generate on-demand fake scenarios to train, test, and stress-test your rules and models - privacy-safe, scalable, and bias-free.

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Confusion matrix and the False-Positive Ratio mantra

Confusion matrix and the False-Positive Ratio mantra

  • Ivan Skula
  • 18.4.2023

What is confusion matrix? How do we calculate the most common KPIs? Which of the KPIs are the most relevant and which can be misleading?

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