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Expertise for Substantial Wealth
Our Wealth Advisors & Wealth Partners leverage their experience and robust firm resources to deliver highly-personalized, comprehensive solutions across Banking, Lending, Investing, and Wealth Planning.
For Companies and Institutions
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From startups to legacy brands, you're making your mark. We're here to help.
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Serving the world's largest corporate clients and institutional investors, we support the entire investment cycle with market-leading research, analytics, execution and investor services.
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For Individuals
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Private Bank
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Wealth Management
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Explore a variety of insights.
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Explore a variety of insights organized by different types of content and media.
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We aim to be the most respected financial services firm in the world, serving corporations and individuals in more than 100 countries.
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- Technology at our firm
- Artificial Intelligence Research
- Initiatives
- Synthetic Data
- Payments data for Fraud Detection
Synthetic Data
Payments Data For Fraud Detection
Data representing transactions from a subject-centric view with the goal of identifying fraudulent transaction. This data contains a large variety of transaction types representing normal activities as well as abnormal/fraudulent activities that are introduced with predefined probabilities. The data was generated by running an AI planning-execution simulator and translating the output planning traces into tabular format. Parameters of the data generation model include the number of clients, time duration and probabilities of fraud.
Sample Data
References
1. Generating Synthetic Data in Finance: Opportunities, challenges and pitfalls. S Assefa, D Dervovic, M Mahfouz, R Tillman, P Reddy, T Balch and M Veloso. Proceedings of the 1st International Conference on AI in Finance (ICAIF), 2020. Also in NeurIPS 2019 Workshop on AI in Financial Services
2. Domain-independent generation and classification of behavior traces. D Borrajo and M Veloso. arXiv preprint arXiv:2011.02918.
Would you like to know more about AI Research at J.P. Morgan?
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