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Paper Citation Record · LEDGER

Subset Multivariate Collective And Point Anomaly Detection

As of 18 August 2026, this Paper Citation Record lists 58 of 58 outbound references and 1 inbound Pith citation observation for arXiv:1909.01691.

A citation records a reference. It does not transfer a finding from one paper to another.

pith.paper-citation-record.v1
1909.01691 v1

Coverage vector

measured 58 of 58 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-14T05:15:23.660040Z

measured 59 of 59 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-18T06:34:40.430872+00:00

measured 1 of 1 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-01T11:14:39.244192Z

measured 0 of 1 external citation measurements

A source-named dated measurement, never combined with another source.

Source: cited_works

Reference resolution

58 of 58 outbound references displayed

  • verified exact0
  • verified fuzzy37
  • unresolved13
  • parse uncertain1
  • malformed identifier7
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation dc31f15c-2d84-4bf7-ac00-1cd4503de20f · outbound

This paper cites Evaluating stationarity via change-point alternatives with applications to fMRI data.

Subset Multivariate Collective And Point Anomaly Detection Evaluating stationarity via change-point alternatives with applications to fMRI data

Reference 1

Resolution
verified fuzzy
raw_fallback, observed 2026-08-14T05:15:24.461144Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

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Observation 71f144d9-71ec-47d8-a8ca-5f9bd5e028f5 · outbound

This paper cites Bayesian detection of abnormal segments in multiple time series.

Subset Multivariate Collective And Point Anomaly Detection Bayesian detection of abnormal segments in multiple time series

Reference 2

Resolution
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raw_fallback, observed 2026-08-14T05:15:24.449605Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

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Observation a028774b-bbba-450b-ad43-24477e4b49c8 · outbound

This paper cites Most recent change- point detection in panel data.

Subset Multivariate Collective And Point Anomaly Detection Most recent change- point detection in panel data

Reference 3

Resolution
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raw_fallback, observed 2026-08-14T05:15:24.437949Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

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Observation 5c241102-3254-4737-92f8-e44a5bbef0ac · outbound

This paper cites Concentration inequalities for order statistics.Electronic Commu- nications in Probability, 17, 2012.

Subset Multivariate Collective And Point Anomaly Detection Concentration inequalities for order statistics.Electronic Commu- nications in Probability, 17, 2012

Reference 4

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verified fuzzy
raw_fallback, observed 2026-08-14T05:15:24.426125Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-14T05:15:23.425617Z digest=sha256:07a3cd9692ca4873be24445ee7fe9ae489545eed57cfe01dedfdbc2432fa4cc8

Observation 414e3ce0-f56f-4513-9475-8c70f0824488 · outbound

This paper cites Optimal detection of heterogeneous and heteroscedastic mixtures.

Subset Multivariate Collective And Point Anomaly Detection Optimal detection of heterogeneous and heteroscedastic mixtures

Reference 5

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verified fuzzy
raw_fallback, observed 2026-08-14T05:15:24.415167Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

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Observation 21cb961d-436c-4c01-a84f-d62a5b4aeaaa · outbound

This paper cites Anomaly detection: A survey.

Subset Multivariate Collective And Point Anomaly Detection Anomaly detection: A survey

Reference 6

Resolution
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raw_fallback, observed 2026-08-14T05:15:24.403976Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

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Observation 6aba2a1e-82fe-4faf-9e2b-4cf5b5912136 · outbound

This paper cites The international hapmap project.

Subset Multivariate Collective And Point Anomaly Detection The international hapmap project

Reference 7

Resolution
verified fuzzy
raw_fallback, observed 2026-08-14T05:15:24.392927Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

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Observation 8f22dca5-b0f8-4f7f-9cdc-ebdaa7b9b4de · outbound

This paper cites Copy number variation at 1q21.

Subset Multivariate Collective And Point Anomaly Detection Copy number variation at 1q21

Reference 8

Resolution
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raw_fallback, observed 2026-08-14T05:15:24.381226Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-14T05:15:23.443028Z digest=sha256:a2f23a46d80c7955c85ec17bde5b7d16920aef1b4bb59dc3e0b59ded508686ae

Observation c18a9bca-c9e0-4fd4-adf2-af5c6bae082f · outbound

This paper cites Higher criticism for detecting sparse heterogeneous mixtures.

Subset Multivariate Collective And Point Anomaly Detection Higher criticism for detecting sparse heterogeneous mixtures

Reference 9

Resolution
verified fuzzy
raw_fallback, observed 2026-08-14T05:15:24.369455Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-14T05:15:23.446807Z digest=sha256:b2a5a1f0ee9cf907e31c115d52584e6456dc1bfa7dd4e5eee617485beae02681

Observation 560a1b87-2739-40f9-8b80-1832c41ab5e1 · outbound

This paper cites High-dimensional change-point detection with sparse alternatives.

Subset Multivariate Collective And Point Anomaly Detection High-dimensional change-point detection with sparse alternatives

Reference 10

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unresolved
no resolver link, observed 2026-08-14T05:15:23.451026Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-14T05:15:23.451026Z digest=sha256:423b2c3ca785f4663518d14c8b3048dbfb2f3d9540491678eb338c2cee770c84

Observation b6ec8d30-a538-4041-aabd-3538c490dea0 · outbound

This paper cites Changepoint detection in the presence of outliers.

Subset Multivariate Collective And Point Anomaly Detection Changepoint detection in the presence of outliers

Reference 11

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raw_fallback, observed 2026-08-14T05:15:24.357412Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

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Observation d10ed33f-776d-4a47-a2ab-f3758cbd5dbe · outbound

This paper cites A linear time method for the detection of point and collective anomalies.

Subset Multivariate Collective And Point Anomaly Detection A linear time method for the detection of point and collective anomalies

Reference 12

Resolution
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raw_fallback, observed 2026-08-14T05:15:24.344761Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-14T05:15:23.461076Z digest=sha256:b011ee9da7badfc674b2289e66702be0287db14ae9f2bbdf7ce7d0ea4bc27d81

Observation a52db4a8-ea46-4faf-8f55-2641f5709fbc · outbound

This paper cites Wild binary segmentation for multiple change-point detection.

Subset Multivariate Collective And Point Anomaly Detection Wild binary segmentation for multiple change-point detection

Reference 13

Resolution
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raw_fallback, observed 2026-08-14T05:15:24.333039Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-14T05:15:23.465172Z digest=sha256:7fc6a2b1e76931f4b88f8ca1104720df74f93f49cc4ffdcc082f7778e134100a

Observation 8d8f3643-09e7-4e45-abe7-c42bf2627982 · outbound

This paper cites Optimal sparse segment identification with application in copy number variation analysis.

Subset Multivariate Collective And Point Anomaly Detection Optimal sparse segment identification with application in copy number variation analysis

Reference 14

Resolution
verified fuzzy
raw_fallback, observed 2026-08-14T05:15:24.320738Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-14T05:15:23.469774Z digest=sha256:71eec24cb6291b0c49afec08f6e3a22a93c79bacd54f30d3aad20d2238dfcc6b

Observation a7f4e03d-06f1-4634-909d-330ee8d5071b · outbound

This paper cites Simultaneous discovery of rare and common segment variants.

Subset Multivariate Collective And Point Anomaly Detection Simultaneous discovery of rare and common segment variants

Reference 15

Resolution
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raw_fallback, observed 2026-08-14T05:15:24.308618Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-14T05:15:23.473623Z digest=sha256:f8acc255c18d5a0b02bfe7ab152742f755a12bc55ae2697ac9885728e2b7d345

Observation 8f57ffcf-d987-41fd-a873-c79e97609822 · outbound

This paper cites Optimal detection of changepoints with a linear computational cost.

Subset Multivariate Collective And Point Anomaly Detection Optimal detection of changepoints with a linear computational cost

Reference 16

Resolution
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raw_fallback, observed 2026-08-14T05:15:24.296285Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

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Observation b63a5f90-34e4-4453-97df-45bda7ba4172 · outbound

This paper cites Adaptive estimation of a quadratic functional by model selection.

Subset Multivariate Collective And Point Anomaly Detection Adaptive estimation of a quadratic functional by model selection

Reference 17

Resolution
unresolved
no resolver link, observed 2026-08-14T05:15:23.481608Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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Observation ff884ba9-44e5-40ea-8901-552cea375bb2 · outbound

This paper cites The cusum test of homogeneity with an application in spontaneous abortion epidemiology.

Subset Multivariate Collective And Point Anomaly Detection The cusum test of homogeneity with an application in spontaneous abortion epidemiology

Reference 18

Resolution
verified fuzzy
raw_fallback, observed 2026-08-14T05:15:24.277454Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-14T05:15:23.485545Z digest=sha256:e3e214d7534b03eabfead87bfcc0078fa93c9a661abaa8dfa9d461c0ae769006

Observation 6d9e53e8-7104-4f02-859e-2a415f9680ce · outbound

This paper cites Circular binary segmentation for the analysis of array-based dna copy number data.

Subset Multivariate Collective And Point Anomaly Detection Circular binary segmentation for the analysis of array-based dna copy number data

Reference 19

Resolution
verified fuzzy
raw_fallback, observed 2026-08-14T05:15:24.265690Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-14T05:15:23.488928Z digest=sha256:b1c3dbadc2dfd0f18d89df9cf63f35bd758a43e488e3d4bd316475607a65d964

Observation bf3b0599-02db-48bf-99ce-97c9208f7486 · outbound

This paper cites Changepoint detection for acoustic sensing signals.

Subset Multivariate Collective And Point Anomaly Detection Changepoint detection for acoustic sensing signals

Reference 20

Resolution
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raw_fallback, observed 2026-08-14T05:15:24.254355Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

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Observation 9da6e9da-16e7-48f4-9c1b-1b604745c81e · outbound

This paper cites A review of novelty detection.

Subset Multivariate Collective And Point Anomaly Detection A review of novelty detection

Reference 21

Resolution
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raw_fallback, observed 2026-08-14T05:15:24.242572Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

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Observation 99903ceb-e367-48ae-bee6-47b1efeece7c · outbound

This paper cites Change point estimation in multi-subject fMRI studies.

Subset Multivariate Collective And Point Anomaly Detection Change point estimation in multi-subject fMRI studies

Reference 22

Resolution
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raw_fallback, observed 2026-08-14T05:15:24.230433Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-14T05:15:23.500487Z digest=sha256:521b71b7e343cf02fdbb756637f490c9b6399e6fa39c899fcb14699aff1bec7e

Observation 5ab14d1e-37ce-4e1c-b1af-1101aef88fa0 · outbound

This paper cites A cluster analysis method for grouping means in the analysis of variance.

Subset Multivariate Collective And Point Anomaly Detection A cluster analysis method for grouping means in the analysis of variance

Reference 23

Resolution
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raw_fallback, observed 2026-08-14T05:15:24.217370Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-14T05:15:23.504149Z digest=sha256:714fab85e4513b14778e1f90feff31773763cc58963fb9714cd2963c7424982b

Observation e28896c3-d013-45a6-be5b-1aa34c53574e · outbound

This paper cites Markov monitoring with unknown states.

Subset Multivariate Collective And Point Anomaly Detection Markov monitoring with unknown states

Reference 24

Resolution
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raw_fallback, observed 2026-08-14T05:15:24.205177Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-14T05:15:23.508332Z digest=sha256:aeb2a9a2443049dea98f3c922ab75afa2e5379f75143d71a1138f417f1c666c1

Observation f23394fe-bdd0-422f-85f6-5d20d8aacbb6 · outbound

This paper cites Inspectchangepoint: high-dimensional changepoint estimation via sparse projection.

Subset Multivariate Collective And Point Anomaly Detection Inspectchangepoint: high-dimensional changepoint estimation via sparse projection

Reference 25

Resolution
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raw_fallback, observed 2026-08-14T05:15:24.193137Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-14T05:15:23.512803Z digest=sha256:57a40d87d5e5cca28e6b9feabe771e8637252f1cdcbf9f17a31dfc0cee9a0ab7

Observation c086a732-5bb0-4dda-b923-ef0e053547b9 · outbound

This paper cites High dimensional change point estimation via sparse projection.

Subset Multivariate Collective And Point Anomaly Detection High dimensional change point estimation via sparse projection

Reference 26

Resolution
verified fuzzy
raw_fallback, observed 2026-08-14T05:15:24.181590Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-14T05:15:23.517326Z digest=sha256:863428009f1e00f0f10538631c8eeb8c36d7273da46d57cfd3f0c0a4911643ac

Observation f1c43930-6dda-4276-bbf2-3e7318b6a7c8 · outbound

This paper cites Detecting simultaneous changepoints in multiple sequences.

Subset Multivariate Collective And Point Anomaly Detection Detecting simultaneous changepoints in multiple sequences

Reference 27

Resolution
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raw_fallback, observed 2026-08-14T05:15:24.170023Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-14T05:15:23.522191Z digest=sha256:f7515acdc84e901892a6a4d5243500770aba0bd34e6dd1f85f5c2093b934d9e7

Observation 3b4dd775-d95c-43d2-916c-75275ae6f59d · outbound

This paper cites an unresolved cited work.

Subset Multivariate Collective And Point Anomaly Detection Unresolved cited work

Reference 28

Resolution
malformed identifier
raw_fallback, observed 2026-08-14T05:15:24.158750Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-14T05:15:23.526657Z digest=sha256:10043cf01acaadc5a0d90786b73b9299c11baad78b24366a55a991da57c79b35

Observation 37cbd3be-6013-4107-ba52-e8e52993f4d6 · outbound

This paper cites an unresolved cited work.

Subset Multivariate Collective And Point Anomaly Detection Unresolved cited work

Reference 29

Resolution
unresolved
raw_fallback, observed 2026-08-14T05:15:24.046340Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-14T05:15:23.531109Z digest=sha256:dae5892527b4eec02368b54352f831a67ad47615e55b5d2cdac9c6efbf014ada

Observation d5860d0d-ccfa-4eae-8db4-134a586daa78 · outbound

This paper cites By definition, Xi =ϵi +viµ, where ϵ1,...,ϵ p are i.i.d.

Subset Multivariate Collective And Point Anomaly Detection By definition, Xi =ϵi +viµ, where ϵ1,...,ϵ p are i.i.d

Reference 30

Resolution
verified fuzzy
raw_fallback, observed 2026-08-14T05:15:24.034978Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-14T05:15:23.535442Z digest=sha256:9a38ce1eee93283f6de424eaf311cc5c10e17adca5a4e9debdf7c926edbe163b

Observation 8ab666fb-b11d-4089-a178-6947a08cd48a · outbound

This paper cites We assume, without loss of generality, that µ> 0.

Subset Multivariate Collective And Point Anomaly Detection We assume, without loss of generality, that µ> 0

Reference 31

Resolution
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raw_fallback, observed 2026-08-14T05:15:24.023981Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-14T05:15:23.539400Z digest=sha256:5d1abf4cd8db0ca0a42a7d37c78da1805206a8a14c5dabc54b2585dae6c3fdb1

Observation b57f0b58-5696-4cd6-9fcd-5f1c7ab30b97 · outbound

This paper cites We then show that the overall sum of the ˜k largest savings will be greater than the penalty for fitting ˜k components as anomalous.

Subset Multivariate Collective And Point Anomaly Detection We then show that the overall sum of the ˜k largest savings will be greater than the penalty for fitting ˜k components as anomalous

Reference 32

Resolution
verified fuzzy
raw_fallback, observed 2026-08-14T05:15:24.010973Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-14T05:15:23.543445Z digest=sha256:277605ab47a3aa792a52be0c57f88693e18723bc35364c2b5c3326ea41e1f56e

Observation a9a37137-26fb-4a0e-b778-6fc619c84fb8 · outbound

This paper cites an unresolved cited work.

Subset Multivariate Collective And Point Anomaly Detection Unresolved cited work

Reference 33

Resolution
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raw_fallback, observed 2026-08-14T05:15:23.999036Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-14T05:15:23.547674Z digest=sha256:35f23865c43a5b289397489b31e656c339f3f56e7c9c37a19b6b50730fcbf0bc

Observation 318e3345-be48-450b-a821-2f59422765df · outbound

This paper cites Then the corresponding holds given E 28.

Subset Multivariate Collective And Point Anomaly Detection Then the corresponding holds given E 28

Reference 35

Resolution
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raw_fallback, observed 2026-08-14T05:15:23.976727Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-14T05:15:23.558067Z digest=sha256:9256b08dccdd680fb49afce1aa5affb6ec6a0d8322797a4bf6db40d33a27545f

Observation 09ff3388-6339-4a9b-86c3-7e6c4c012aa3 · outbound

This paper cites if |Jk|≤ k∗ C (xi:j, Jk)≥C (xi:ek, Jk) + 6C(ψ + log(p)) if the kth anomalous window is dense; i.e.

Subset Multivariate Collective And Point Anomaly Detection if |Jk|≤ k∗ C (xi:j, Jk)≥C (xi:ek, Jk) + 6C(ψ + log(p)) if the kth anomalous window is dense; i.e

Reference 36

Resolution
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raw_fallback, observed 2026-08-14T05:15:23.965735Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-14T05:15:23.562403Z digest=sha256:c8cd8b4d13d4c70b6b4892a12b51def014de8f35307efa3f2f37554f8d0c1c7d

Observation b48b2100-4a1b-46db-8e28-4dc09eecdac5 · outbound

This paper cites if |Jk|≤ k∗ C (xi:j, Jk)≥C ( x(sk+1):j, Jk ) + 6C(ψ + log(p)) if the kth anomalous window is dense; i.e.

Subset Multivariate Collective And Point Anomaly Detection if |Jk|≤ k∗ C (xi:j, Jk)≥C ( x(sk+1):j, Jk ) + 6C(ψ + log(p)) if the kth anomalous window is dense; i.e

Reference 37

Resolution
verified fuzzy
raw_fallback, observed 2026-08-14T05:15:23.954296Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-14T05:15:23.566329Z digest=sha256:290415de030cfc921491ace2e6fbc109db010c26203361dbbfc370ccae760712

Observation b3a35204-c086-4c2f-a78d-269d9a034d70 · outbound

This paper cites an unresolved cited work.

Subset Multivariate Collective And Point Anomaly Detection Unresolved cited work

Reference 38

Resolution
unresolved
raw_fallback, observed 2026-08-14T05:15:23.988090Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-14T05:15:23.570132Z digest=sha256:78c7dac7166581ba29d1749030463b9ecbbed3bcc28def02593ca5c990ee3789

Observation 153c0c3b-ded2-4e75-ae1e-bbf9f241ba24 · outbound

This paper cites Then the corresponding holds for all J given E 1.

Subset Multivariate Collective And Point Anomaly Detection Then the corresponding holds for all J given E 1

Reference 39

Resolution
malformed identifier
raw_fallback, observed 2026-08-14T05:15:23.942628Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-14T05:15:23.574353Z digest=sha256:13f20346a6a6997f60262903cb2a28b2f75fa3390a3fd82ee1b9381a8de23a14

Observation 88c858d5-5db8-4bc0-97d3-c714fd71dc51 · outbound

This paper cites an unresolved cited work.

Subset Multivariate Collective And Point Anomaly Detection Unresolved cited work

Reference 40

Resolution
unresolved
raw_fallback, observed 2026-08-14T05:15:23.931423Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-14T05:15:23.578567Z digest=sha256:8337cf2a448ee5da137aeaa34ff8f43418e3e80b230f96a3628675a22e02c96f

Observation 4c9a7a18-37a6-46fc-aef0-983daf48a62e · outbound

This paper cites We prove both statements by contradiction: First assume that τ is optimal but that there exists a k such that [sk + 1,ek] is not covered at all by any fitted segment inτ.

Subset Multivariate Collective And Point Anomaly Detection We prove both statements by contradiction: First assume that τ is optimal but that there exists a k such that [sk + 1,ek] is not covered at all by any fitted segment inτ

Reference 41

Resolution
verified fuzzy
raw_fallback, observed 2026-08-14T05:15:23.920261Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-14T05:15:23.582264Z digest=sha256:b26e76dc251670d924e513028cef12caf9ba12070d25e2076cc33b7c1ae96392

Observation 3ed197d8-c45e-4e6f-b4cd-da1047120a96 · outbound

This paper cites Lemma 14, implies that it is sufficient to show that C(xa′:b, 1)−C (xa:b, J1)≤ 5 40C ( ψ + √ pψ ) and C(xc:d′, 1)−C (xc:d, J2)≤ 5 40C ( ψ + √ pψ ).

Subset Multivariate Collective And Point Anomaly Detection Lemma 14, implies that it is sufficient to show that C(xa′:b, 1)−C (xa:b, J1)≤ 5 40C ( ψ + √ pψ ) and C(xc:d′, 1)−C (xc:d, J2)≤ 5 40C ( ψ + √ pψ )

Reference 42

Resolution
verified fuzzy
raw_fallback, observed 2026-08-14T05:15:23.908640Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-14T05:15:23.586474Z digest=sha256:8587cc9a7f3fac02832a1bfb2dd5137e452bcc0f374ab9a80336e9b48eb1b462

Observation df634922-eed5-4a8b-a21d-477a9bda01c5 · outbound

This paper cites Lemma 14, implies that it is sufficient to show that C(xa′:b, Jk)−C (xa:b, J1)≤ 5 40C (ψ +|Jk| log(p)) and C(xc:d′, Jk)−C (xc:d, J2)≤ 5 40C (ψ +|Jk| log(p)).

Subset Multivariate Collective And Point Anomaly Detection Lemma 14, implies that it is sufficient to show that C(xa′:b, Jk)−C (xa:b, J1)≤ 5 40C (ψ +|Jk| log(p)) and C(xc:d′, Jk)−C (xc:d, J2)≤ 5 40C (ψ +|Jk| log(p))

Reference 43

Resolution
malformed identifier
raw_fallback, observed 2026-08-14T05:15:23.897708Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-14T05:15:23.589959Z digest=sha256:516bc61eac9d553dfbace5e835d1ef46d34726093ba051cbe4b9277e84ffc4b8

Observation daefd8e5-9f22-435a-8f4d-84a57cfa8fe5 · outbound

This paper cites No further transformation is required in this case, i.e.

Subset Multivariate Collective And Point Anomaly Detection No further transformation is required in this case, i.e

Reference 44

Resolution
verified fuzzy
raw_fallback, observed 2026-08-14T05:15:23.886604Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-14T05:15:23.594338Z digest=sha256:715f7b70d211795389425cf4dbd9ffd5d7a6e9504b0528c22a74f9ac095b86e9

Observation 4d57e481-abfb-4e0e-94d5-3edd18334fa1 · outbound

This paper cites an unresolved cited work.

Subset Multivariate Collective And Point Anomaly Detection Unresolved cited work

Reference 45

Resolution
parse uncertain
raw_fallback, observed 2026-08-14T05:15:23.875078Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-14T05:15:23.597863Z digest=sha256:5d80a9063db28507fd4c43624ed89412f36a085e0e175fe5c4cb5506cfdc90fb

Observation 9c08851f-b9a1-47c7-9d4a-df1ffedd9f68 · outbound

This paper cites We will only explicitly describe the transformation for the second case, as applying it twice yields a transfor- mation for the third case.

Subset Multivariate Collective And Point Anomaly Detection We will only explicitly describe the transformation for the second case, as applying it twice yields a transfor- mation for the third case

Reference 46

Resolution
verified fuzzy
raw_fallback, observed 2026-08-14T05:15:23.863953Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-14T05:15:23.601717Z digest=sha256:13a0bd036444608cc679ebfc3c6d2fc432c927afc43ca3d7c2f7438674a97c20

Observation 2ca434b8-6d7e-4bfb-886b-90d7eb69400a · outbound

This paper cites an unresolved cited work.

Subset Multivariate Collective And Point Anomaly Detection Unresolved cited work

Reference 47

Resolution
unresolved
raw_fallback, observed 2026-08-14T05:15:23.852889Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-14T05:15:23.605639Z digest=sha256:1e7ce93e66a21f30cb6f4497d4e3b78414e1bfa58927458e29416b008004aad2

Observation 4d9b205a-daf4-4f3e-b8ae-716b510dc385 · outbound

This paper cites an unresolved cited work.

Subset Multivariate Collective And Point Anomaly Detection Unresolved cited work

Reference 48

Resolution
unresolved
raw_fallback, observed 2026-08-14T05:15:23.842160Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-14T05:15:23.609451Z digest=sha256:e7da24b39b1632ea15e1b841b11c0e5944041c66cfbe8875b17f4137035ff82a

Observation 6c8f3ce4-757f-4594-94a8-6f261d273af2 · outbound

This paper cites Otherwise, the interval [ s + 1,e ] would also contain at least 10C ∆′2 k observations belonging to the typical distribution.

Subset Multivariate Collective And Point Anomaly Detection Otherwise, the interval [ s + 1,e ] would also contain at least 10C ∆′2 k observations belonging to the typical distribution

Reference 49

Resolution
verified fuzzy
raw_fallback, observed 2026-08-14T05:15:23.830843Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-14T05:15:23.613172Z digest=sha256:66e7535e8d59d220ea98bb2dcbfdde27132cc28180a0d51b0589b2bc3212cb5c

Observation 09a9dc15-a7a5-401c-8cc1-9d352005e6ea · outbound

This paper cites For this segment define the set of true anomalous segments it overlaps by more than 10C ∆2 k to be De,s := { k :|[s + 1,e ]∩ [sk + 1,ek + 1]|≥ 10C ∆2 k }.

Subset Multivariate Collective And Point Anomaly Detection For this segment define the set of true anomalous segments it overlaps by more than 10C ∆2 k to be De,s := { k :|[s + 1,e ]∩ [sk + 1,ek + 1]|≥ 10C ∆2 k }

Reference 50

Resolution
verified fuzzy
raw_fallback, observed 2026-08-14T05:15:23.818324Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-14T05:15:23.618638Z digest=sha256:54a30187b4e98351b6b38125b31420016bd7a40fb8f44fad2359b45e72a9402e

Observation 1cb51148-fd04-4c31-88de-074e1eb8926c · outbound

This paper cites an unresolved cited work.

Subset Multivariate Collective And Point Anomaly Detection Unresolved cited work

Reference 51

Resolution
unresolved
raw_fallback, observed 2026-08-14T05:15:23.807234Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-14T05:15:23.622415Z digest=sha256:7f1b043258dbeb74459c32f9e2c9b4ef852e4e412032517ebecc227523818809

Observation 5706770c-0c71-4977-9439-b8db098733a3 · outbound

This paper cites an unresolved cited work.

Subset Multivariate Collective And Point Anomaly Detection Unresolved cited work

Reference 52

Resolution
unresolved
raw_fallback, observed 2026-08-14T05:15:23.795585Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-14T05:15:23.626420Z digest=sha256:073b18fbf81fa3be0aa349393d3e5326b8cdbfd2488275bf8dddf33a8a62136b

Observation 9f647d96-dab4-4c58-9c21-f222b738bcf0 · outbound

This paper cites an unresolved cited work.

Subset Multivariate Collective And Point Anomaly Detection Unresolved cited work

Reference 53

Resolution
unresolved
raw_fallback, observed 2026-08-14T05:15:23.783490Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-14T05:15:23.630048Z digest=sha256:fdc0cd61e7bcac1bf11a0582443eb0362e4c0e6a6cb29e0cf5d0f5ab1340bacc

Observation 640df6e0-4488-4073-be71-bc67273db18e · outbound

This paper cites an unresolved cited work.

Subset Multivariate Collective And Point Anomaly Detection Unresolved cited work

Reference 55

Resolution
unresolved
raw_fallback, observed 2026-08-14T05:15:23.771420Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-14T05:15:23.639316Z digest=sha256:ec276bbf234b9dcb0691df4fa8daf169fb9833285bc940ea17bdab994843b140

Observation 11984d2b-e11a-47a7-8b08-4ee88608ec41 · outbound

This paper cites an unresolved cited work.

Subset Multivariate Collective And Point Anomaly Detection Unresolved cited work

Reference 56

Resolution
unresolved
raw_fallback, observed 2026-08-14T05:15:23.758894Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-14T05:15:23.643093Z digest=sha256:775b3ef83905b2797b8659f45d972e3ea27aed5378577bd61ae8318b7d859b6d

Observation d06d6289-1f4f-4cee-b005-03cce6f6e597 · outbound

This paper cites The fourth case follows directly from the following Lemma: Lemma 22.

Subset Multivariate Collective And Point Anomaly Detection The fourth case follows directly from the following Lemma: Lemma 22

Reference 57

Resolution
verified fuzzy
raw_fallback, observed 2026-08-14T05:15:23.746024Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-14T05:15:23.648117Z digest=sha256:666698f5f8b30133579a60bb381e40b0ecf0df760e2ceec96da4a0232a7532fb

Observation f78f119c-bed3-42d5-8a04-ff46efa5d174 · outbound

This paper cites an unresolved cited work.

Subset Multivariate Collective And Point Anomaly Detection Unresolved cited work

Reference 58

Resolution
unresolved
raw_fallback, observed 2026-08-14T05:15:23.733124Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-14T05:15:23.652035Z digest=sha256:6a5973a6af668cd3f594ad8ba87bf6dd6fbfcb06bf518810c38322a49c262436

Observation 28db78a8-9f63-4334-b8e2-80b10c75cff1 · outbound

This paper cites This Lemma can also be used to bound the increase in penalised cost obtained for the other three cases.

Subset Multivariate Collective And Point Anomaly Detection This Lemma can also be used to bound the increase in penalised cost obtained for the other three cases

Reference 59

Resolution
malformed identifier
raw_fallback, observed 2026-08-14T05:15:23.721803Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-14T05:15:23.655908Z digest=sha256:f5b717ea5a81f5f172fd2cccede6166971a6b1db702e7b44fc7fdffdf183ce34

Observation 62d5aa70-be60-4993-b1d4-7b9d0a3a4585 · outbound

This paper cites an unresolved cited work.

Subset Multivariate Collective And Point Anomaly Detection Unresolved cited work

Reference 60

Resolution
malformed identifier
raw_fallback, observed 2026-08-14T05:15:23.707919Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-14T05:15:23.660040Z digest=sha256:31f9a98282b0ffa87f3ba307938299ca0d0cd092e98a5aef53a03d00bdb0b869

Pith citing papers

Observation 609626d7-fc36-44c8-b0e9-4d3ae5204fbc · inbound

focus and focus-cpt: Fast Online Changepoint Detection in R and Python cites this paper.

focus and focus-cpt: Fast Online Changepoint Detection in R and Python Subset Multivariate Collective And Point Anomaly Detection

Reference 154

Resolution
unresolved
no resolver link, observed 2026-08-01T11:14:39.244192Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-01T11:14:39.244192Z digest=sha256:92d9cdcaf73d59906832d0b0ea4b5f3a8abbece6c31ec4973b1ef17e154dbb59