Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-14T13:25:39.742588Z
Paper Citation Record · LEDGER
Unsupervised Behavior Change Detection in Multidimensional Data Streams for Maritime Traffic Monitoring
As of 16 August 2026, this Paper Citation Record lists 21 of 21 outbound references and 0 inbound Pith citation observations for arXiv:1908.05103.
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 2026-08-16T06:30:59.297886+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
21 of 21 outbound references displayed
- verified exact1
- verified fuzzy20
- unresolved0
- parse uncertain0
- malformed identifier0
- metadata mismatch0
External citation measurements
No source-named external measurement is stored.
Outbound references
Observation cdf06bc0-f636-4fd9-85c6-5e07db4764f9 · outbound
This paper cites Maritime data integration and analysis: recent progress and research challenges.
Unsupervised Behavior Change Detection in Multidimensional Data Streams for Maritime Traffic Monitoring Maritime data integration and analysis: recent progress and research challenges
Reference 1
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-14T13:25:40.345590Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation 5f26dea5-e293-4bd6-bc41-a8bf53740485 · outbound
This paper cites Crisis: Integrating ais and ocean data streams using semantic web standards for event detection.
Unsupervised Behavior Change Detection in Multidimensional Data Streams for Maritime Traffic Monitoring Crisis: Integrating ais and ocean data streams using semantic web standards for event detection
Reference 2
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-14T13:25:40.291335Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation 5465bfe4-0f8a-4390-b410-f047866fbde8 · outbound
This paper cites Maritime anomaly detection and threat assessment.
Unsupervised Behavior Change Detection in Multidimensional Data Streams for Maritime Traffic Monitoring Maritime anomaly detection and threat assessment
Reference 3
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-14T13:25:40.272811Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation 6462049d-fd53-4c96-b15f-8692fd6a68b6 · outbound
This paper cites Abstracting and reasoning over ship trajectories and web data with the simple event model (sem).
Unsupervised Behavior Change Detection in Multidimensional Data Streams for Maritime Traffic Monitoring Abstracting and reasoning over ship trajectories and web data with the simple event model (sem)
Reference 4
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-14T13:25:40.255166Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation 308abd6d-818c-43ab-9caf-6934b077f5d6 · outbound
This paper cites Event recognition for maritime surveillance.
Unsupervised Behavior Change Detection in Multidimensional Data Streams for Maritime Traffic Monitoring Event recognition for maritime surveillance
Reference 5
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-14T13:25:40.236107Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation 823ae517-c5f5-4971-98a6-96dc330ca100 · outbound
This paper cites Mining maritime traffic conflict trajectories from a massive ais data.
Unsupervised Behavior Change Detection in Multidimensional Data Streams for Maritime Traffic Monitoring Mining maritime traffic conflict trajectories from a massive ais data
Reference 6
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-14T13:25:40.204102Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation b7570725-2e95-406e-af48-0d1333fe5acf · outbound
This paper cites Composite Event Recognition for Maritime Monitoring.
Unsupervised Behavior Change Detection in Multidimensional Data Streams for Maritime Traffic Monitoring Composite Event Recognition for Maritime Monitoring
Reference 7
- Resolution
- verified exact
- local_arxiv, observed 2026-08-14T13:25:39.820503Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation 5eb1d7f6-b785-4ee1-aa06-7dabc0466c5f · outbound
This paper cites Semantic modelling of ship behavior in harbor based on ontology and dynamic bayesian network.
Unsupervised Behavior Change Detection in Multidimensional Data Streams for Maritime Traffic Monitoring Semantic modelling of ship behavior in harbor based on ontology and dynamic bayesian network
Reference 8
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-14T13:25:40.150868Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation 61ee4b94-b849-49f0-a534-fae6d204a762 · outbound
This paper cites A network abstraction of multi-vessel trajectory data for detecting anomalies.
Unsupervised Behavior Change Detection in Multidimensional Data Streams for Maritime Traffic Monitoring A network abstraction of multi-vessel trajectory data for detecting anomalies
Reference 9
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-14T13:25:40.134189Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation b17cde18-06dc-4160-ac2f-4dfc432587cf · outbound
This paper cites Detecting avoidance behaviors between moving object trajectories.
Unsupervised Behavior Change Detection in Multidimensional Data Streams for Maritime Traffic Monitoring Detecting avoidance behaviors between moving object trajectories
Reference 10
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-14T13:25:40.116059Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation 1d39f954-bf4b-4d68-bb11-db78f00609ff · outbound
This paper cites A comparative study on concept drift detectors.
Unsupervised Behavior Change Detection in Multidimensional Data Streams for Maritime Traffic Monitoring A comparative study on concept drift detectors
Reference 11
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-14T13:25:40.096475Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation db105010-4b60-415b-b077-bb456a415425 · outbound
This paper cites Paired learners for concept drift.
Unsupervised Behavior Change Detection in Multidimensional Data Streams for Maritime Traffic Monitoring Paired learners for concept drift
Reference 12
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-14T13:25:40.069936Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation 6623c692-b3fd-4bd2-acf5-a46df7767783 · outbound
This paper cites Exponentially weighted moving average charts for detecting concept drift.
Unsupervised Behavior Change Detection in Multidimensional Data Streams for Maritime Traffic Monitoring Exponentially weighted moving average charts for detecting concept drift
Reference 13
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-14T13:25:40.043022Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation 0327314b-e2da-42a2-bb6a-bacd5711eac4 · outbound
This paper cites A grid density based framework for classifying streaming data in the presence of concept drift.
Unsupervised Behavior Change Detection in Multidimensional Data Streams for Maritime Traffic Monitoring A grid density based framework for classifying streaming data in the presence of concept drift
Reference 14
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-14T13:25:40.020313Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation 830bded2-311a-4896-9500-a27458d21792 · outbound
This paper cites Learning from time-changing data with adaptive windowing.
Unsupervised Behavior Change Detection in Multidimensional Data Streams for Maritime Traffic Monitoring Learning from time-changing data with adaptive windowing
Reference 15
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-14T13:25:39.997555Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation c02b9303-576a-4f97-8bf6-f4ffc9c8b778 · outbound
This paper cites Detection of concept drift for learning from stream data.
Unsupervised Behavior Change Detection in Multidimensional Data Streams for Maritime Traffic Monitoring Detection of concept drift for learning from stream data
Reference 16
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-14T13:25:39.974679Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation f783dada-712d-48fd-93b1-68332d13ded9 · outbound
This paper cites Pca feature extraction for change detection in multidimensional unlabeled data.
Unsupervised Behavior Change Detection in Multidimensional Data Streams for Maritime Traffic Monitoring Pca feature extraction for change detection in multidimensional unlabeled data
Reference 17
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-14T13:25:39.947440Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation e9fbaee4-7a3c-40fd-8a1e-a62407cae50b · outbound
This paper cites A pca-based change detection framework for multidimensional data streams: Change detection in multidimensional data streams.
Unsupervised Behavior Change Detection in Multidimensional Data Streams for Maritime Traffic Monitoring A pca-based change detection framework for multidimensional data streams: Change detection in multidimensional data streams
Reference 18
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-14T13:25:39.923876Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation c9c60553-018c-413f-9409-bffc78cd517f · outbound
This paper cites Toeplitz inverse covariance-based clustering of multivariate time series data.
Unsupervised Behavior Change Detection in Multidimensional Data Streams for Maritime Traffic Monitoring Toeplitz inverse covariance-based clustering of multivariate time series data
Reference 19
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-14T13:25:39.899867Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation 174faea3-e317-4803-8bb9-dd018898cc72 · outbound
This paper cites A unified process for visual- interactive labeling.
Unsupervised Behavior Change Detection in Multidimensional Data Streams for Maritime Traffic Monitoring A unified process for visual- interactive labeling
Reference 20
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-14T13:25:39.871994Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation 302e3b76-5c54-413f-b50b-9d34c226c482 · outbound
This paper cites Analytic: An active learning system for trajectory classification.
Unsupervised Behavior Change Detection in Multidimensional Data Streams for Maritime Traffic Monitoring Analytic: An active learning system for trajectory classification
Reference 21
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-14T13:25:39.842315Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Pith citing papers
No inbound Pith citation observations are available.