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Paper Citation Record · LEDGER

On the Trade-off Between Consistency and Coverage in Multi-label Rule Learning Heuristics

As of 16 August 2026, this Paper Citation Record lists 27 of 27 outbound references and 0 inbound Pith citation observations for arXiv:1908.03032.

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

pith.paper-citation-record.v1
1908.03032 v1

Coverage vector

measured 27 of 27 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-14T14:30:06.660827Z

measured 27 of 27 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-16T06:30:59.297886+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

27 of 27 outbound references displayed

  • verified exact0
  • verified fuzzy26
  • unresolved1
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation b672983c-bad7-4c47-918a-f1e2c6b42421 · outbound

This paper cites Effective rule-based multi-label classification with learning classifier systems.

On the Trade-off Between Consistency and Coverage in Multi-label Rule Learning Heuristics Effective rule-based multi-label classification with learning classifier systems

Reference 1

Resolution
verified fuzzy
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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.

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Observation 489e1db1-f3ea-4388-a955-21d696cbdda6 · outbound

This paper cites An evolutionary multi label classification using associative rule mining for spatial preferences.

On the Trade-off Between Consistency and Coverage in Multi-label Rule Learning Heuristics An evolutionary multi label classification using associative rule mining for spatial preferences

Reference 2

Resolution
verified fuzzy
raw_fallback, observed 2026-08-14T14:30:07.020099Z

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.

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Observation f0e82f4f-cfa9-4918-bd05-c275d91df133 · outbound

This paper cites Evolving multi-label classification rules with gene expression programming: A preliminary study.

On the Trade-off Between Consistency and Coverage in Multi-label Rule Learning Heuristics Evolving multi-label classification rules with gene expression programming: A preliminary study

Reference 3

Resolution
verified fuzzy
raw_fallback, observed 2026-08-14T14:30:07.008257Z

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.

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Observation a7212b3f-8af2-4cce-8723-9ab637e4b3c3 · outbound

This paper cites Learning multi-label scene classification.

On the Trade-off Between Consistency and Coverage in Multi-label Rule Learning Heuristics Learning multi-label scene classification

Reference 4

Resolution
verified fuzzy
raw_fallback, observed 2026-08-14T14:30:06.995678Z

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.

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Observation 8beb1d08-f6b5-4214-9b2a-a30c8898a5a3 · outbound

This paper cites an unresolved cited work.

On the Trade-off Between Consistency and Coverage in Multi-label Rule Learning Heuristics Unresolved cited work

Reference 5

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unresolved
raw_fallback, observed 2026-08-14T14:30:06.983715Z

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.

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Observation 281a2753-6b7d-418e-a969-81fe9e5bf05c · outbound

This paper cites Gibaja, and Sebasti´ an Ventura.

On the Trade-off Between Consistency and Coverage in Multi-label Rule Learning Heuristics Gibaja, and Sebasti´ an Ventura

Reference 6

Resolution
verified fuzzy
raw_fallback, observed 2026-08-14T14:30:06.971066Z

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.

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Observation 4216bcfe-9076-48d6-a701-5c2d69da9de1 · outbound

This paper cites Fast effective rule induction.

On the Trade-off Between Consistency and Coverage in Multi-label Rule Learning Heuristics Fast effective rule induction

Reference 7

Resolution
verified fuzzy
raw_fallback, observed 2026-08-14T14:30:06.958468Z

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.

source=pdf_text observed=2026-08-14T14:30:06.570761Z digest=sha256:bea458773ed47fbf86c00d8ddd0aabc00150f5ab6b00ca3e8691de8ea6d59a48

Observation 4913da6d-410f-4b50-b401-d66f75991bef · outbound

This paper cites Protein classification with multiple algorithms.

On the Trade-off Between Consistency and Coverage in Multi-label Rule Learning Heuristics Protein classification with multiple algorithms

Reference 8

Resolution
verified fuzzy
raw_fallback, observed 2026-08-14T14:30:06.946915Z

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.

source=pdf_text observed=2026-08-14T14:30:06.575346Z digest=sha256:a17decb26508edf4adffb907e4de914b3c5fe227d32680ec892626b214b1970b

Observation 9125115e-77f8-41d9-8774-29753856a2bd · outbound

This paper cites The geometry of ROC space: Understanding machine learning met- rics through ROC isometrics.

On the Trade-off Between Consistency and Coverage in Multi-label Rule Learning Heuristics The geometry of ROC space: Understanding machine learning met- rics through ROC isometrics

Reference 9

Resolution
verified fuzzy
raw_fallback, observed 2026-08-14T14:30:06.935415Z

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.

source=pdf_text observed=2026-08-14T14:30:06.579007Z digest=sha256:dff620cb3fd0ce3a080d3298d4d9943b7d0c6b5398799d26c7466f740c58a2ea

Observation b0f9353a-23c1-4b80-8e38-e682f078cc6c · outbound

This paper cites An analysis of stopping and filtering criteria for rule learning.

On the Trade-off Between Consistency and Coverage in Multi-label Rule Learning Heuristics An analysis of stopping and filtering criteria for rule learning

Reference 10

Resolution
verified fuzzy
raw_fallback, observed 2026-08-14T14:30:06.925223Z

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.

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Observation 91dbac31-f7ca-4836-8843-14ed444ee9d6 · outbound

This paper cites An analysis of rule evaluation metrics.

On the Trade-off Between Consistency and Coverage in Multi-label Rule Learning Heuristics An analysis of rule evaluation metrics

Reference 11

Resolution
verified fuzzy
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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.

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Observation 671144b6-291b-439f-a980-381e0bc10ca2 · outbound

This paper cites Roc ’n’ rule learning - towards a better understanding of covering algorithms.

On the Trade-off Between Consistency and Coverage in Multi-label Rule Learning Heuristics Roc ’n’ rule learning - towards a better understanding of covering algorithms

Reference 12

Resolution
verified fuzzy
raw_fallback, observed 2026-08-14T14:30:06.902104Z

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.

source=pdf_text observed=2026-08-14T14:30:06.591850Z digest=sha256:908d8f0d9fa2d0635fd4110c3043461acb65b3e3a6b080f399e9672f873f2ffd

Observation bf48d254-fabe-49d6-a881-8c27ff2b028c · outbound

This paper cites Springer Science & Business Media, 2012.

On the Trade-off Between Consistency and Coverage in Multi-label Rule Learning Heuristics Springer Science & Business Media, 2012

Reference 13

Resolution
verified fuzzy
raw_fallback, observed 2026-08-14T14:30:06.890544Z

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.

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Observation 75e741b5-11cd-489d-94c2-f5f796ee6423 · outbound

This paper cites An empirical investigation of the trade- off between consistency and coverage in rule learning heuristics.

On the Trade-off Between Consistency and Coverage in Multi-label Rule Learning Heuristics An empirical investigation of the trade- off between consistency and coverage in rule learning heuristics

Reference 14

Resolution
verified fuzzy
raw_fallback, observed 2026-08-14T14:30:06.878441Z

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.

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Observation 32a729c8-428b-4b03-ae31-3b69bdb63edf · outbound

This paper cites On the quest for optimal rule learning heuristics.

On the Trade-off Between Consistency and Coverage in Multi-label Rule Learning Heuristics On the quest for optimal rule learning heuristics

Reference 15

Resolution
verified fuzzy
raw_fallback, observed 2026-08-14T14:30:06.865516Z

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.

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Observation 2a32fc25-5bdd-4f73-9953-8986a5e98756 · outbound

This paper cites The enron corpus: A new dataset for email classification research.

On the Trade-off Between Consistency and Coverage in Multi-label Rule Learning Heuristics The enron corpus: A new dataset for email classification research

Reference 16

Resolution
verified fuzzy
raw_fallback, observed 2026-08-14T14:30:06.852808Z

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.

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Observation e6cfee57-b145-4386-b104-83440207802e · outbound

This paper cites Interpretable decision sets: A joint framework for description and prediction.

On the Trade-off Between Consistency and Coverage in Multi-label Rule Learning Heuristics Interpretable decision sets: A joint framework for description and prediction

Reference 17

Resolution
verified fuzzy
raw_fallback, observed 2026-08-14T14:30:06.839761Z

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.

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Observation d2d92828-347a-48f8-bcf5-5c19c2f861aa · outbound

This paper cites An evaluation of phrasal and clustered representations on a text categorization task.

On the Trade-off Between Consistency and Coverage in Multi-label Rule Learning Heuristics An evaluation of phrasal and clustered representations on a text categorization task

Reference 18

Resolution
verified fuzzy
raw_fallback, observed 2026-08-14T14:30:06.825476Z

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.

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Observation 1a8d2c73-5cef-4140-9dc4-18d96f3a675b · outbound

This paper cites Multi-label Classification based on Associ- ation Rules with Application to Scene Classification.

On the Trade-off Between Consistency and Coverage in Multi-label Rule Learning Heuristics Multi-label Classification based on Associ- ation Rules with Application to Scene Classification

Reference 19

Resolution
verified fuzzy
raw_fallback, observed 2026-08-14T14:30:06.811569Z

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.

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Observation b021f33f-d030-4bdb-9cce-6e98ad6e018a · outbound

This paper cites Learning rules for multi-label classifica- tion: A stacking and a separate-and-conquer approach.

On the Trade-off Between Consistency and Coverage in Multi-label Rule Learning Heuristics Learning rules for multi-label classifica- tion: A stacking and a separate-and-conquer approach

Reference 20

Resolution
verified fuzzy
raw_fallback, observed 2026-08-14T14:30:06.795896Z

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.

source=pdf_text observed=2026-08-14T14:30:06.629490Z digest=sha256:7bbbc64e0f245799ecf25adf2c2c1729410f49407a1fc3f62ab5b6a532310db0

Observation 72b85426-f930-4d53-82f3-042461575371 · outbound

This paper cites A shared task involving multi- label classification of clinical free text.

On the Trade-off Between Consistency and Coverage in Multi-label Rule Learning Heuristics A shared task involving multi- label classification of clinical free text

Reference 21

Resolution
verified fuzzy
raw_fallback, observed 2026-08-14T14:30:06.783426Z

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.

source=pdf_text observed=2026-08-14T14:30:06.634975Z digest=sha256:d3ce13773ab936889697ac647aa3882a7bcc530cc6b0bc62e363209a796a4fbe

Observation 9ca864fc-2fec-4889-8bf5-ac74c58e9850 · outbound

This paper cites Exploiting anti- monotonicity of multi-label evaluation measures for inducing multi-label rules.

On the Trade-off Between Consistency and Coverage in Multi-label Rule Learning Heuristics Exploiting anti- monotonicity of multi-label evaluation measures for inducing multi-label rules

Reference 22

Resolution
verified fuzzy
raw_fallback, observed 2026-08-14T14:30:06.770529Z

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.

source=pdf_text observed=2026-08-14T14:30:06.640321Z digest=sha256:e3d6b3f4a8781d82b0ded16d966a903b13e77989e685ac1696fc27f098409667

Observation a5e27291-af94-4d75-a6b3-dbcf667ba54e · outbound

This paper cites MMAC: A new multi-class, multi-label associative classification approach.

On the Trade-off Between Consistency and Coverage in Multi-label Rule Learning Heuristics MMAC: A new multi-class, multi-label associative classification approach

Reference 23

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verified fuzzy
raw_fallback, observed 2026-08-14T14:30:06.755402Z

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.

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Observation a02ce4d4-7f0e-455d-8351-2145e4c6936e · outbound

This paper cites Multiple labels associative classification.

On the Trade-off Between Consistency and Coverage in Multi-label Rule Learning Heuristics Multiple labels associative classification

Reference 24

Resolution
verified fuzzy
raw_fallback, observed 2026-08-14T14:30:06.742507Z

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.

source=pdf_text observed=2026-08-14T14:30:06.649098Z digest=sha256:3759e40ba5ecd516917c4e6606a818ad9a8c268b1504612ae97cffac0a9e7279

Observation c562eef2-5e98-4c3c-9828-91ca13b6f89d · outbound

This paper cites Multi-label classification of music into emotions.

On the Trade-off Between Consistency and Coverage in Multi-label Rule Learning Heuristics Multi-label classification of music into emotions

Reference 25

Resolution
verified fuzzy
raw_fallback, observed 2026-08-14T14:30:06.726922Z

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.

source=pdf_text observed=2026-08-14T14:30:06.652807Z digest=sha256:12e8ace65b01025e64863b5c257ffc6837d615a45b5b31bb8bce6b73b747e4ec

Observation fd619031-94cf-4e1e-a7a1-a3e275f9fc33 · outbound

This paper cites Mining multi-label data.

On the Trade-off Between Consistency and Coverage in Multi-label Rule Learning Heuristics Mining multi-label data

Reference 26

Resolution
verified fuzzy
raw_fallback, observed 2026-08-14T14:30:06.711643Z

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.

source=pdf_text observed=2026-08-14T14:30:06.656710Z digest=sha256:16a3f9bfa13866690cf2509c3129e346354dbc789f88da042d94468be32fe60d

Observation 15a69d4e-b546-40e8-a13d-c5e9f04b3635 · outbound

This paper cites Semantic annotation and retrieval of music and sound effects.

On the Trade-off Between Consistency and Coverage in Multi-label Rule Learning Heuristics Semantic annotation and retrieval of music and sound effects

Reference 27

Resolution
verified fuzzy
raw_fallback, observed 2026-08-14T14:30:06.697313Z

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.

source=pdf_text observed=2026-08-14T14:30:06.660827Z digest=sha256:6c9acca3f7cbb4889b07fea6aa358e697b0eb313857620602ae3ce154d7ee7d7

Pith citing papers

No inbound Pith citation observations are available.