Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-09T17:35:24.522183Z
Paper Citation Record · LEDGER
A More Precise Elbow Method for Optimum K-means Clustering
As of 16 August 2026, this Paper Citation Record lists 16 of 16 outbound references and 1 inbound Pith citation observation for arXiv:2502.00851.
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, observed 2026-08-04T01:27:29.012043Z
A source-named dated measurement, never combined with another source.
Source: cited_works
Reference resolution
16 of 16 outbound references displayed
- verified exact0
- verified fuzzy15
- unresolved1
- parse uncertain0
- malformed identifier0
- metadata mismatch0
External citation measurements
No source-named external measurement is stored.
Outbound references
Observation 3dcf098f-13db-4b91-bdcb-b425fe545aa4 · outbound
This paper cites Poverty level grouping in west java province with the k-means clustering method.Journal Of Data Insights, 1:51–61, 12 2023.
A More Precise Elbow Method for Optimum K-means Clustering Poverty level grouping in west java province with the k-means clustering method.Journal Of Data Insights, 1:51–61, 12 2023
Reference 1
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-09T17:35:24.721437Z
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 aff0fe8e-692e-4611-9167-4b44a6da6b52 · outbound
This paper cites Everitt.Cluster Analysis.
A More Precise Elbow Method for Optimum K-means Clustering Everitt.Cluster Analysis
Reference 2
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-09T17:35:24.710057Z
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 610c51c1-8dd6-47fa-9fd7-9f35c141d526 · outbound
This paper cites Pearson, 1992.
A More Precise Elbow Method for Optimum K-means Clustering Pearson, 1992
Reference 3
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-09T17:35:24.698305Z
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 993bef68-386e-4de5-80f3-85b99094303c · outbound
This paper cites The cluster analysis in the manufacturing industry with k-means method: An application for turkey.Eurasian Journal of Economics and Finance , 6:1–12, 9 2018.
A More Precise Elbow Method for Optimum K-means Clustering The cluster analysis in the manufacturing industry with k-means method: An application for turkey.Eurasian Journal of Economics and Finance , 6:1–12, 9 2018
Reference 4
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-09T17:35:24.686984Z
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 b500ca30-f031-4919-8a8b-5e90748ade2c · outbound
This paper cites The parallel implementation and application of an improved k-means algorithm.
A More Precise Elbow Method for Optimum K-means Clustering The parallel implementation and application of an improved k-means algorithm
Reference 5
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-09T17:35:24.676676Z
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 4311dfe9-770c-4c81-9d9f-ff215e2ef1e8 · outbound
This paper cites Clustering algorithms in healthcare, 2021.
A More Precise Elbow Method for Optimum K-means Clustering Clustering algorithms in healthcare, 2021
Reference 6
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-09T17:35:24.665768Z
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 837bdc47-126d-443e-a7a6-2b6469b7df97 · outbound
This paper cites Data as oil, infrastructure or asset? three metaphors of data as economic value.
A More Precise Elbow Method for Optimum K-means Clustering Data as oil, infrastructure or asset? three metaphors of data as economic value
Reference 7
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-09T17:35:24.656055Z
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 1c5dc437-f22c-40d9-a187-9a2e8d65d758 · outbound
This paper cites Data clustering: application and trends.
A More Precise Elbow Method for Optimum K-means Clustering Data clustering: application and trends
Reference 8
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-09T17:35:24.645851Z
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 bdcb1cfc-bf09-48f0-bd8f-32ec5bb0898e · outbound
This paper cites Springer International Publishing, 2017.
A More Precise Elbow Method for Optimum K-means Clustering Springer International Publishing, 2017
Reference 9
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-09T17:35:24.633901Z
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 8fdaa6f8-9fd2-4cdd-8048-39101e9e2ae3 · outbound
This paper cites Sistem informasi data penduduk pada desa bogoharjo keca- matan ngadirojo kabupaten pacitan.
A More Precise Elbow Method for Optimum K-means Clustering Sistem informasi data penduduk pada desa bogoharjo keca- matan ngadirojo kabupaten pacitan
Reference 10
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-09T17:35:24.622430Z
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 b78faf9b-a08d-4808-ab5a-f44968fbbf7c · outbound
This paper cites Penerapan metode algoritma k-means clustering untuk pemetaan penyebaran penyakit demam berdarah dengue (dbd).JOURNAL OF SCIENCE AND SOCIAL RESEARCH , 4:336, 10 2021.
A More Precise Elbow Method for Optimum K-means Clustering Penerapan metode algoritma k-means clustering untuk pemetaan penyebaran penyakit demam berdarah dengue (dbd).JOURNAL OF SCIENCE AND SOCIAL RESEARCH , 4:336, 10 2021
Reference 11
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-09T17:35:24.609633Z
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 8bd3a528-d9fb-4386-aac3-650be9399ca2 · outbound
This paper cites A quantitative discriminant method of elbow point for the optimal number of clusters in clustering algorithm.
A More Precise Elbow Method for Optimum K-means Clustering A quantitative discriminant method of elbow point for the optimal number of clusters in clustering algorithm
Reference 12
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-09T17:35:24.596860Z
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 3a9453f7-209f-49f0-85f0-8ddfb057a938 · outbound
This paper cites Sinaga and Miin-Shen Yang.
A More Precise Elbow Method for Optimum K-means Clustering Sinaga and Miin-Shen Yang
Reference 13
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-09T17:35:24.585821Z
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 f7e3e197-7dd7-47d0-b01f-6dd6cb506aa3 · outbound
This paper cites Farming in kediri indonesia: analysis of cluster k-means.
A More Precise Elbow Method for Optimum K-means Clustering Farming in kediri indonesia: analysis of cluster k-means
Reference 14
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-09T17:35:24.575066Z
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 e162c822-38b8-4473-8fac-49b484756c58 · outbound
This paper cites an unresolved cited work.
A More Precise Elbow Method for Optimum K-means Clustering Unresolved cited work
Reference 15
- Resolution
- unresolved
- raw_fallback, observed 2026-08-09T17:35:24.564341Z
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 0c0dfef2-e241-4cd3-90c2-47cef04c4ace · outbound
This paper cites Research on k-value selection method of k-means clustering algorithm.
A More Precise Elbow Method for Optimum K-means Clustering Research on k-value selection method of k-means clustering algorithm
Reference 16
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-09T17:35:24.553595Z
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
Observation c8f167f6-6a24-4cc7-b7a5-4dc78a48453b · inbound
Beyond Random Partitioning: Unsupervised Spatio-Temporal Stratification for Cohort Balancing in Longitudinal Medical Imaging cites this paper.
Beyond Random Partitioning: Unsupervised Spatio-Temporal Stratification for Cohort Balancing in Longitudinal Medical Imaging A More Precise Elbow Method for Optimum K-means Clustering
Reference 7
- Resolution
- unresolved
- no resolver link, observed 2026-08-04T01:27:29.012043Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.