Paper Citation Record · LEDGER

How to evaluate clustering with ground truth?

As of 23 August 2026, this Paper Citation Record lists 37 of 37 outbound references and 0 inbound Pith citation observations for arXiv:2606.27061.

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

pith.paper-citation-record.v1
2606.27061 v1

Coverage vector

measured 37 of 37 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-06-26T04:37:11.213533Z

measured 37 of 37 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-22T06:32:14.747728+00:00

measured 0 of 0 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links

measured 0 of 1 external citation measurements

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

Source: cited_works

Reference resolution

37 of 37 outbound references displayed

verified exact1
verified fuzzy0
unresolved36
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation b58c8e50-f0ba-457c-9cda-17616ee58ae1 · outbound

This paper cites Fränti and S.

How to evaluate clustering with ground truth? Fränti and S

Reference 1

Resolution: unresolved; no resolver link, observed 2026-06-26T04:37:11.213533Z

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Unavailable: canonical work link unavailable.

Observation 0d33bfb7-0daf-45f4-b294-5e2e24199a61 · outbound

This paper cites Kinnunen and H.

How to evaluate clustering with ground truth? Kinnunen and H

Reference 2

Resolution: unresolved; no resolver link, observed 2026-06-26T04:37:11.213533Z

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Observation d8806d73-af81-408a-a8b6-b019f7873dda · outbound

This paper cites Kinnunen, I.

How to evaluate clustering with ground truth? Kinnunen, I

Reference 3

Resolution: unresolved; no resolver link, observed 2026-06-26T04:37:11.213533Z

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Observation 904f8139-ca4b-4cb5-9a1e-ccf63f8d0651 · outbound

This paper cites Fränti, C.

How to evaluate clustering with ground truth? Fränti, C

Reference 4

Resolution: unresolved; no resolver link, observed 2026-06-26T04:37:11.213533Z

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Observation e4be809e-de78-4432-b7fb-b3e66c50c7e5 · outbound

This paper cites Fränti, M.

How to evaluate clustering with ground truth? Fränti, M

Reference 5

Resolution: unresolved; no resolver link, observed 2026-06-26T04:37:11.213533Z

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Observation e0b34888-18a2-49f4-8eb7-6964d1bf48b8 · outbound

This paper cites Fränti, Efficiency of random swap clustering, Journal of Big Data, 5:13, 1-29, 2018.

How to evaluate clustering with ground truth? Fränti, Efficiency of random swap clustering, Journal of Big Data, 5:13, 1-29, 2018

Reference 6

Resolution: unresolved; no resolver link, observed 2026-06-26T04:37:11.213533Z

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Observation cff2c087-2c06-4f7c-953a-b2b966f78410 · outbound

This paper cites Fränti, Genetic algorithm with deterministic crossover for vector quantization, Pattern Recognition Letters, 21 (1), 61-68, 2000.

How to evaluate clustering with ground truth? Fränti, Genetic algorithm with deterministic crossover for vector quantization, Pattern Recognition Letters, 21 (1), 61-68, 2000

Reference 7

Resolution: unresolved; no resolver link, observed 2026-06-26T04:37:11.213533Z

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Observation cfb8e6b2-bdc0-4e8d-a615-1ce7d5c96b80 · outbound

This paper cites Likas, N.

How to evaluate clustering with ground truth? Likas, N

Reference 8

Resolution: unresolved; no resolver link, observed 2026-06-26T04:37:11.213533Z

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Observation 0f5f9be4-ebcb-4f05-b533-df17e5b10d2e · outbound

This paper cites Fränti and S.

How to evaluate clustering with ground truth? Fränti and S

Reference 9

Resolution: unresolved; no resolver link, observed 2026-06-26T04:37:11.213533Z

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Unavailable: canonical work link unavailable.

Observation c8de97f3-4b35-44b4-8030-085c393944bb · outbound

This paper cites Rousseeuw, Silhouettes: a graphical aid to the interpretation and validation of cluster analysis, J.

How to evaluate clustering with ground truth? Rousseeuw, Silhouettes: a graphical aid to the interpretation and validation of cluster analysis, J

Reference 10

Resolution: unresolved; no resolver link, observed 2026-06-26T04:37:11.213533Z

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Observation 822d51a5-a65d-4d04-bbf2-fe9e519bff30 · outbound

This paper cites Calinski, J.

How to evaluate clustering with ground truth? Calinski, J

Reference 11

Resolution: unresolved; no resolver link, observed 2026-06-26T04:37:11.213533Z

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Observation 99efb757-47b1-441c-8897-dfd4a765cf67 · outbound

This paper cites Zhao and P.

How to evaluate clustering with ground truth? Zhao and P

Reference 12

Resolution: unresolved; no resolver link, observed 2026-06-26T04:37:11.213533Z

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Observation 63bb287d-8747-4053-90b6-0dd8918ac451 · outbound

This paper cites Hämäläinen, S.

How to evaluate clustering with ground truth? Hämäläinen, S

Reference 13

Resolution: unresolved; no resolver link, observed 2026-06-26T04:37:11.213533Z

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Observation 0160a9dc-e3dc-4c15-9e56-daceb4720b64 · outbound

This paper cites Davies, D.

How to evaluate clustering with ground truth? Davies, D

Reference 14

Resolution: unresolved; no resolver link, observed 2026-06-26T04:37:11.213533Z

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Observation b9d2a747-8027-4665-89be-cfc529bef490 · outbound

This paper cites Niemelä, S.

How to evaluate clustering with ground truth? Niemelä, S

Reference 15

Resolution: unresolved; no resolver link, observed 2026-06-26T04:37:11.213533Z

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Observation 7f83dea3-7c47-4849-b82a-e858d7b7a83e · outbound

This paper cites Bagirov, R.M.

How to evaluate clustering with ground truth? Bagirov, R.M

Reference 16

Resolution: unresolved; no resolver link, observed 2026-06-26T04:37:11.213533Z

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Observation 886e3020-b8c7-470f-a1b4-1b5263583d20 · outbound

This paper cites Ikotun, F.

How to evaluate clustering with ground truth? Ikotun, F

Reference 17

Resolution: unresolved; no resolver link, observed 2026-06-26T04:37:11.213533Z

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Observation 2284cfdf-1b52-4243-b454-e219869a432b · outbound

This paper cites K -means properties on six clustering benchmark datasets.

How to evaluate clustering with ground truth? K -means properties on six clustering benchmark datasets

Reference 18

Resolution: unresolved; no resolver link, observed 2026-06-26T04:37:11.213533Z

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Observation 18d0b7b5-2c7e-4bb0-b7a8-38c8cf4c9a05 · outbound

This paper cites Hubert and P.

How to evaluate clustering with ground truth? Hubert and P

Reference 19

Resolution: unresolved; no resolver link, observed 2026-06-26T04:37:11.213533Z

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Observation bdcb0a6b-299d-4f75-a111-3a5ab3e58698 · outbound

This paper cites Kvålseth, Entropy and correlation: some comments, IEEE Trans.

How to evaluate clustering with ground truth? Kvålseth, Entropy and correlation: some comments, IEEE Trans

Reference 20

Resolution: unresolved; no resolver link, observed 2026-06-26T04:37:11.213533Z

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Observation 41ddbcc2-9785-4b0c-b252-a5ae6ea597b3 · outbound

This paper cites Rand, Objective criteria for the evaluation of clustering methods.

How to evaluate clustering with ground truth? Rand, Objective criteria for the evaluation of clustering methods

Reference 21

Resolution: unresolved; no resolver link, observed 2026-06-26T04:37:11.213533Z

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Observation 0b8b5261-63e4-46e8-ada1-bdfa7bfe8ff8 · outbound

This paper cites Warrens and H.

How to evaluate clustering with ground truth? Warrens and H

Reference 22

Resolution: unresolved; no resolver link, observed 2026-06-26T04:37:11.213533Z

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Observation 9f4e0663-6ad6-4f33-85bd-0921a85b8283 · outbound

This paper cites Warrens and H.

How to evaluate clustering with ground truth? Warrens and H

Reference 23

Resolution: unresolved; no resolver link, observed 2026-06-26T04:37:11.213533Z

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Observation dc23d238-4c11-4694-954e-579d7153a481 · outbound

This paper cites Rezaei and P.

How to evaluate clustering with ground truth? Rezaei and P

Reference 24

Resolution: unresolved; no resolver link, observed 2026-06-26T04:37:11.213533Z

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Observation bc62146a-558e-4f5f-ae72-656056ee4786 · outbound

This paper cites van Dongen, Performance criteria for graph clustering and Markov cluster experiments, Technical Report INSR0012, Centrum voor Wiskunde en Informatica, 2000.

How to evaluate clustering with ground truth? van Dongen, Performance criteria for graph clustering and Markov cluster experiments, Technical Report INSR0012, Centrum voor Wiskunde en Informatica, 2000

Reference 25

Resolution: unresolved; no resolver link, observed 2026-06-26T04:37:11.213533Z

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Observation 72f0df7c-fe9f-4d23-9d72-465b35271351 · outbound

This paper cites Meila and D.

How to evaluate clustering with ground truth? Meila and D

Reference 26

Resolution: unresolved; no resolver link, observed 2026-06-26T04:37:11.213533Z

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Observation 213999f0-aafb-4ee4-a0de-8445f273672b · outbound

This paper cites an unresolved cited work.

How to evaluate clustering with ground truth? Unresolved cited work

Reference 27

Resolution: unresolved; no resolver link, observed 2026-06-26T04:37:11.213533Z

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Observation a18d1cfe-fe53-4eff-8ad0-a1872e284c71 · outbound

This paper cites Rendón, I.

How to evaluate clustering with ground truth? Rendón, I

Reference 28

Resolution: unresolved; no resolver link, observed 2026-06-26T04:37:11.213533Z

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Observation 6dc0c397-fc6f-45c2-9aec-87061cc835b5 · outbound

This paper cites de Souto, A.L.V.

How to evaluate clustering with ground truth? de Souto, A.L.V

Reference 29

Resolution: unresolved; no resolver link, observed 2026-06-26T04:37:11.213533Z

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Observation 9f8b2029-27ad-4f67-a28f-9481e703b54d · outbound

This paper cites Zhao and P.

How to evaluate clustering with ground truth? Zhao and P

Reference 30

Resolution: unresolved; no resolver link, observed 2026-06-26T04:37:11.213533Z

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Observation 94cfac13-066a-4a81-949a-a7373f00c861 · outbound

This paper cites Fränti and M.

How to evaluate clustering with ground truth? Fränti and M

Reference 31

Resolution: unresolved; no resolver link, observed 2026-06-26T04:37:11.213533Z

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Observation d4150f1b-64e1-43ca-afdb-83b649a805e3 · outbound

This paper cites Slonim and N.

How to evaluate clustering with ground truth? Slonim and N

Reference 32

Resolution: unresolved; no resolver link, observed 2026-06-26T04:37:11.213533Z

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Observation 533f53f7-4f7b-4d14-9e67-67ae95da7372 · outbound

This paper cites Kuhn, The Hungarian method for the assignment problem, Naval Res.

How to evaluate clustering with ground truth? Kuhn, The Hungarian method for the assignment problem, Naval Res

Reference 33

Resolution: unresolved; no resolver link, observed 2026-06-26T04:37:11.213533Z

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Observation 9741b341-43b2-46e6-a752-09e74f84ca46 · outbound

This paper cites Munkres, Algorithms for the assignment and transportation problems, J.

How to evaluate clustering with ground truth? Munkres, Algorithms for the assignment and transportation problems, J

Reference 34

Resolution: unresolved; no resolver link, observed 2026-06-26T04:37:11.213533Z

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Observation 43582b30-8abf-4853-b217-be7687e9e40b · outbound

This paper cites and Volgenant, A.

How to evaluate clustering with ground truth? and Volgenant, A

Reference 35

Resolution: verified exact; doi, observed 2026-06-26T04:38:58.870743Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 162e50c5-0b8f-4483-8b06-b090ebf5eb58 · outbound

This paper cites Mahmoudi and D.

How to evaluate clustering with ground truth? Mahmoudi and D

Reference 36

Resolution: unresolved; no resolver link, observed 2026-06-26T04:37:11.213533Z

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Observation 1acce258-0c67-4c35-81ec-045e189f4e5a · outbound

This paper cites Rezaei and P.

How to evaluate clustering with ground truth? Rezaei and P

Reference 37

Resolution: unresolved; no resolver link, observed 2026-06-26T04:37:11.213533Z

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Pith citing papers

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