Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-07T13:32:53.134093Z
Paper Citation Record · LEDGER
Big Data-Driven Fraud Detection Using Machine Learning and Real-Time Stream Processing
As of 7 August 2026, this Paper Citation Record lists 4 of 4 outbound references and 0 inbound Pith citation observations for arXiv:2506.02008.
A citation records a reference. It does not transfer a finding from one paper to another.
Coverage vector
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-07T06:34:17.273281+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links
A source-named dated measurement, never combined with another source.
Source: cited_works
Reference resolution
4 of 4 outbound references displayed
- verified exact0
- verified fuzzy4
- unresolved0
- parse uncertain0
- malformed identifier0
- metadata mismatch0
External citation measurements
No source-named external measurement is stored.
Outbound references
Observation 25d78dd8-eaf6-45a9-afef-27096f10d77f · outbound
This paper cites New FTC Data Show a Big Jump in Reported Losses to Fraud to $12.5 Billion in 2024,.
Big Data-Driven Fraud Detection Using Machine Learning and Real-Time Stream Processing New FTC Data Show a Big Jump in Reported Losses to Fraud to $12.5 Billion in 2024,
Reference 1
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T13:32:54.216759Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation b95c32a3-3213-493d-85da-9c8839966793 · outbound
This paper cites From fighting fraud to fueling personalization, AI at scale is redefining how commerce works online,.
Big Data-Driven Fraud Detection Using Machine Learning and Real-Time Stream Processing From fighting fraud to fueling personalization, AI at scale is redefining how commerce works online,
Reference 2
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T13:32:53.946559Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 290bcd58-a8a7-4062-879d-e19ba6109706 · outbound
This paper cites Big Data for Fraud Detection and Prevention,.
Big Data-Driven Fraud Detection Using Machine Learning and Real-Time Stream Processing Big Data for Fraud Detection and Prevention,
Reference 3
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T13:32:53.702298Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 5b2a2d87-ea93-4e85-80ea-3f3b0d6f6d13 · outbound
This paper cites The role of big data in detecting and preventing financial fraud in digital transactions,.
Big Data-Driven Fraud Detection Using Machine Learning and Real-Time Stream Processing The role of big data in detecting and preventing financial fraud in digital transactions,
Reference 4
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T13:32:53.445224Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Pith citing papers
No inbound Pith citation observations are available.