Paper Citation Record · LEDGER

Bed-Attached Vibration Sensor System: A Machine Learning Approach for Fall Detection in Nursing Homes

As of 23 August 2026, this Paper Citation Record lists 42 of 42 outbound references and 0 inbound Pith citation observations for arXiv:2412.04950.

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

pith.paper-citation-record.v1
2412.04950 v1

Coverage vector

measured 42 of 42 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-11T21:10:09.737890Z

measured 42 of 42 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-23T06:30:58.430688+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

42 of 42 outbound references displayed

verified exact19
verified fuzzy11
unresolved5
parse uncertain0
malformed identifier0
metadata mismatch7

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation b306b635-6478-45d8-b1e8-384f92a22212 · outbound

This paper cites , author Zedan, H.

Bed-Attached Vibration Sensor System: A Machine Learning Approach for Fall Detection in Nursing Homes , author Zedan, H

Reference 1

Resolution: verified exact; doi, observed 2026-08-11T21:10:09.987363Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation f1c84c6c-d0ec-4868-9e4b-42ba72291503 · outbound

This paper cites A GRU-based Mixture Density Network for Data-Driven Dynamic Stochastic Programming.

Bed-Attached Vibration Sensor System: A Machine Learning Approach for Fall Detection in Nursing Homes A GRU-based Mixture Density Network for Data-Driven Dynamic Stochastic Programming

Reference 2

Resolution: metadata mismatch; local_arxiv, observed 2026-08-11T21:10:10.752346Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 1d4627a5-db60-4a50-8343-c11f1f4a940c · outbound

This paper cites , author Bhattacharjee, S.

Bed-Attached Vibration Sensor System: A Machine Learning Approach for Fall Detection in Nursing Homes , author Bhattacharjee, S

Reference 3

Resolution: verified exact; doi, observed 2026-08-11T21:10:09.976454Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation af736686-bc6f-4ce0-8f43-57680a58318b · outbound

This paper cites , editor Bartz-Beielstein, T.

Bed-Attached Vibration Sensor System: A Machine Learning Approach for Fall Detection in Nursing Homes , editor Bartz-Beielstein, T

Reference 4

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T21:10:10.880254Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation ea79ca1f-f5c2-4377-8d00-cfb3b0298199 · outbound

This paper cites , editor Bartz, E.

Bed-Attached Vibration Sensor System: A Machine Learning Approach for Fall Detection in Nursing Homes , editor Bartz, E

Reference 5

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T21:10:10.867157Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 41f82827-56d4-49f7-9d6a-70495a326137 · outbound

This paper cites , author Blessing-Kapelke, U.

Bed-Attached Vibration Sensor System: A Machine Learning Approach for Fall Detection in Nursing Homes , author Blessing-Kapelke, U

Reference 6

Resolution: verified exact; doi, observed 2026-08-11T21:10:09.965063Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 12008892-bf1e-4d6a-8f84-cd23dd6eba3a · outbound

This paper cites , author Lecun, Y.

Bed-Attached Vibration Sensor System: A Machine Learning Approach for Fall Detection in Nursing Homes , author Lecun, Y

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T21:10:10.855923Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation aa8df7a6-5741-4316-8221-68f5c098cb19 · outbound

This paper cites , et al., year 2012.

Bed-Attached Vibration Sensor System: A Machine Learning Approach for Fall Detection in Nursing Homes , et al., year 2012

Reference 8

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T21:10:10.843132Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 7140730b-a1c1-45f2-b19a-79bb11b4f6b6 · outbound

This paper cites , author Sengur, A.

Bed-Attached Vibration Sensor System: A Machine Learning Approach for Fall Detection in Nursing Homes , author Sengur, A

Reference 9

Resolution: verified exact; doi, observed 2026-08-11T21:10:09.952620Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 22211bae-15c0-4fa8-88d7-1a85e8abfcd0 · outbound

This paper cites , author Aski, B.

Bed-Attached Vibration Sensor System: A Machine Learning Approach for Fall Detection in Nursing Homes , author Aski, B

Reference 10

Resolution: metadata mismatch; raw_fallback, observed 2026-08-11T21:10:10.737065Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 442fba2c-1315-4093-9cd5-5307147add7d · outbound

This paper cites , author Heuer, A.

Bed-Attached Vibration Sensor System: A Machine Learning Approach for Fall Detection in Nursing Homes , author Heuer, A

Reference 11

Resolution: verified exact; doi, observed 2026-08-11T21:10:09.941884Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 733ec5a5-9c39-408a-baac-4f50f41a94f9 · outbound

This paper cites , author Rahmah, F.

Bed-Attached Vibration Sensor System: A Machine Learning Approach for Fall Detection in Nursing Homes , author Rahmah, F

Reference 12

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T21:10:10.832629Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 1bfda263-feeb-404e-b29a-dba7386dc09d · outbound

This paper cites , author Iliffe, S.

Bed-Attached Vibration Sensor System: A Machine Learning Approach for Fall Detection in Nursing Homes , author Iliffe, S

Reference 13

Resolution: verified exact; doi, observed 2026-08-11T21:10:09.929333Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation b8767b0a-e2a7-4d53-a7d9-69bbe1036e82 · outbound

This paper cites , year 2021.

Bed-Attached Vibration Sensor System: A Machine Learning Approach for Fall Detection in Nursing Homes , year 2021

Reference 14

Resolution: verified exact; doi, observed 2026-08-11T21:10:09.917340Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation b8af0541-e7e4-4aca-9082-06e06fb3051c · outbound

This paper cites title MEMS inertial sensors and their applications.

Bed-Attached Vibration Sensor System: A Machine Learning Approach for Fall Detection in Nursing Homes title MEMS inertial sensors and their applications

Reference 15

Resolution: verified exact; raw_fallback, observed 2026-08-11T21:10:10.668041Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 7876046d-9814-444f-9dd1-cd347a50a8e7 · outbound

This paper cites , year 2007.

Bed-Attached Vibration Sensor System: A Machine Learning Approach for Fall Detection in Nursing Homes , year 2007

Reference 16

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T21:10:10.822375Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation afca268b-5167-4da4-b9b0-4d80053006ca · outbound

This paper cites , author Patel, D.

Bed-Attached Vibration Sensor System: A Machine Learning Approach for Fall Detection in Nursing Homes , author Patel, D

Reference 17

Resolution: verified exact; doi, observed 2026-08-11T21:10:09.906800Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 2f6ac886-897a-43c7-9294-581a5bad10dc · outbound

This paper cites , year 2013.

Bed-Attached Vibration Sensor System: A Machine Learning Approach for Fall Detection in Nursing Homes , year 2013

Reference 18

Resolution: metadata mismatch; raw_fallback, observed 2026-08-11T21:10:10.580256Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 9a6cde7a-3f02-4969-a8b4-bdea8464e77e · outbound

This paper cites Hyperband: A Novel Bandit-Based Approach to Hyperparameter Optimization.

Bed-Attached Vibration Sensor System: A Machine Learning Approach for Fall Detection in Nursing Homes Hyperband: A Novel Bandit-Based Approach to Hyperparameter Optimization

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-11T21:10:09.647675Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e5a727ea-b27e-4b1c-81e4-52ed9a99b688 · outbound

This paper cites , author Zigel, Y.

Bed-Attached Vibration Sensor System: A Machine Learning Approach for Fall Detection in Nursing Homes , author Zigel, Y

Reference 20

Resolution: metadata mismatch; raw_fallback, observed 2026-08-11T21:10:10.502819Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 151e0cb3-35b2-4acc-91ae-92d82925d7f6 · outbound

This paper cites , author Choubey, N.

Bed-Attached Vibration Sensor System: A Machine Learning Approach for Fall Detection in Nursing Homes , author Choubey, N

Reference 21

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T21:10:10.811136Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation a43c0e7d-22c0-430f-ba54-a6198908cc55 · outbound

This paper cites , author Wu, Y.

Bed-Attached Vibration Sensor System: A Machine Learning Approach for Fall Detection in Nursing Homes , author Wu, Y

Reference 22

Resolution: metadata mismatch; raw_fallback, observed 2026-08-11T21:10:10.431637Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 7ca6e6f6-4af9-4631-b8ae-6215745898e8 · outbound

This paper cites , author González, C.

Bed-Attached Vibration Sensor System: A Machine Learning Approach for Fall Detection in Nursing Homes , author González, C

Reference 23

Resolution: verified exact; doi, observed 2026-08-11T21:10:09.885959Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 5dd5f61e-9f35-474b-9040-7c50465840bb · outbound

This paper cites , year 2019.

Bed-Attached Vibration Sensor System: A Machine Learning Approach for Fall Detection in Nursing Homes , year 2019

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-11T21:10:09.669025Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6f9cfbc5-5a74-4c4d-9de6-aa774e6bf86f · outbound

This paper cites , author Halford, M.

Bed-Attached Vibration Sensor System: A Machine Learning Approach for Fall Detection in Nursing Homes , author Halford, M

Reference 25

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T21:10:10.800046Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation c8d48e6b-6346-4280-ba0d-58f80aa564fc · outbound

This paper cites , author Fang, L.

Bed-Attached Vibration Sensor System: A Machine Learning Approach for Fall Detection in Nursing Homes , author Fang, L

Reference 26

Resolution: metadata mismatch; raw_fallback, observed 2026-08-11T21:10:10.360668Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation db79ce72-2194-4b03-908f-04d672f30332 · outbound

This paper cites Evaluation: from precision, recall and F-measure to ROC, informedness, markedness and correlation.

Bed-Attached Vibration Sensor System: A Machine Learning Approach for Fall Detection in Nursing Homes Evaluation: from precision, recall and F-measure to ROC, informedness, markedness and correlation

Reference 27

Resolution: unresolved; no resolver link, observed 2026-08-11T21:10:09.679923Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 52cc3308-d710-4e83-b914-49ca240952c3 · outbound

This paper cites , author Singh, D.

Bed-Attached Vibration Sensor System: A Machine Learning Approach for Fall Detection in Nursing Homes , author Singh, D

Reference 28

Resolution: verified exact; raw_fallback, observed 2026-08-11T21:10:10.279611Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 4df0b8bb-fbe5-4ee5-b5c8-818f737b01e3 · outbound

This paper cites title RKI - Beiträge zur Gesundheitsberichterstattung des Bundes ( GBE ) - Das Unfallgeschehen bei Erwachsenen in Deutschland.

Bed-Attached Vibration Sensor System: A Machine Learning Approach for Fall Detection in Nursing Homes title RKI - Beiträge zur Gesundheitsberichterstattung des Bundes ( GBE ) - Das Unfallgeschehen bei Erwachsenen in Deutschland

Reference 29

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T21:10:10.788962Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation ee9062d3-65c5-435a-bd76-1eb47e65f793 · outbound

This paper cites , year 2006.

Bed-Attached Vibration Sensor System: A Machine Learning Approach for Fall Detection in Nursing Homes , year 2006

Reference 30

Resolution: verified exact; doi, observed 2026-08-11T21:10:09.857808Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation ea01e2d9-2b1f-4552-be4a-e0735ef56269 · outbound

This paper cites , author Djurović, I.

Bed-Attached Vibration Sensor System: A Machine Learning Approach for Fall Detection in Nursing Homes , author Djurović, I

Reference 31

Resolution: verified exact; doi, observed 2026-08-11T21:10:09.845698Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation e9699938-f6ef-4f0a-b554-4d0cb354b9e7 · outbound

This paper cites , author Khoshgoftaar, T.M.

Bed-Attached Vibration Sensor System: A Machine Learning Approach for Fall Detection in Nursing Homes , author Khoshgoftaar, T.M

Reference 32

Resolution: unresolved; no resolver link, observed 2026-08-11T21:10:09.700818Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 35a36c27-9d2f-4c54-8ac5-537e48438194 · outbound

This paper cites Representations of Sound in Deep Learning of Audio Features from Music.

Bed-Attached Vibration Sensor System: A Machine Learning Approach for Fall Detection in Nursing Homes Representations of Sound in Deep Learning of Audio Features from Music

Reference 33

Resolution: verified exact; local_arxiv, observed 2026-08-11T21:10:09.827846Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 36c26c9f-12fb-4de4-bb91-844dc59b7fe5 · outbound

This paper cites , author Karina, N.

Bed-Attached Vibration Sensor System: A Machine Learning Approach for Fall Detection in Nursing Homes , author Karina, N

Reference 34

Resolution: verified exact; doi, observed 2026-08-11T21:10:09.811890Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 1a7747f9-5bb4-419d-8549-f940873d5067 · outbound

This paper cites , year 2015.

Bed-Attached Vibration Sensor System: A Machine Learning Approach for Fall Detection in Nursing Homes , year 2015

Reference 35

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T21:10:10.776093Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 44f674dd-5728-4af9-b364-04b17831b364 · outbound

This paper cites , author Speechley, M.

Bed-Attached Vibration Sensor System: A Machine Learning Approach for Fall Detection in Nursing Homes , author Speechley, M

Reference 36

Resolution: verified exact; doi, observed 2026-08-11T21:10:09.800207Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation a43cbb37-e7f6-4b13-afff-1b1823753dbd · outbound

This paper cites , author Kancharla, C.R.

Bed-Attached Vibration Sensor System: A Machine Learning Approach for Fall Detection in Nursing Homes , author Kancharla, C.R

Reference 37

Resolution: verified exact; raw_fallback, observed 2026-08-11T21:10:10.200969Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation e9fa72a9-f119-400b-b003-62ac9ca74e51 · outbound

This paper cites , author Malekian, R.

Bed-Attached Vibration Sensor System: A Machine Learning Approach for Fall Detection in Nursing Homes , author Malekian, R

Reference 38

Resolution: verified exact; doi, observed 2026-08-11T21:10:09.788335Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 5711aeb6-32c2-45da-a716-fbaddddce404 · outbound

This paper cites , author Greco, A.

Bed-Attached Vibration Sensor System: A Machine Learning Approach for Fall Detection in Nursing Homes , author Greco, A

Reference 39

Resolution: unresolved; no resolver link, observed 2026-08-11T21:10:09.726731Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 96998b40-9956-4c66-9a73-7f5242c32cc8 · outbound

This paper cites , author Zonzini, F.

Bed-Attached Vibration Sensor System: A Machine Learning Approach for Fall Detection in Nursing Homes , author Zonzini, F

Reference 40

Resolution: verified exact; doi, observed 2026-08-11T21:10:09.769338Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 87605d32-a2d6-4af9-b900-c67a4f37e290 · outbound

This paper cites , author Mare, S.

Bed-Attached Vibration Sensor System: A Machine Learning Approach for Fall Detection in Nursing Homes , author Mare, S

Reference 41

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T21:10:10.764900Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 08fa8421-4fb8-4879-a518-b515ff064c0f · outbound

This paper cites , author Litvak, D.

Bed-Attached Vibration Sensor System: A Machine Learning Approach for Fall Detection in Nursing Homes , author Litvak, D

Reference 42

Resolution: metadata mismatch; raw_fallback, observed 2026-08-11T21:10:10.118955Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Pith citing papers

No inbound Pith citation observations are available.