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Comprehensive Comparative Study of Multi-Label Classification Methods
v1v2 (latest)

Comprehensive Comparative Study of Multi-Label Classification Methods

Expert systems with applications (ESWA), 2021
14 February 2021
Jasmin Bogatinovski
L. Todorovski
Jannis Brugger
D. Kocev
ArXiv (abs)PDFHTML

Papers citing "Comprehensive Comparative Study of Multi-Label Classification Methods"

27 / 27 papers shown
SurvBench: A Standardised Preprocessing Pipeline for Multi-Modal Electronic Health Record Survival Analysis
SurvBench: A Standardised Preprocessing Pipeline for Multi-Modal Electronic Health Record Survival Analysis
Munib Mesinovic
Tingting Zhu
183
0
0
14 Nov 2025
Interactive Hypergraph Visual Analytics for Exploring Large and Complex Image Collections
Interactive Hypergraph Visual Analytics for Exploring Large and Complex Image Collections
Floris Gisolf
Z. Geradts
M. Worring
128
0
0
22 Oct 2025
Machine Learning-Driven Predictive Resource Management in Complex Science Workflows
Machine Learning-Driven Predictive Resource Management in Complex Science Workflows
Tasnuva Chowdhury
T. Maeno
Fatih Furkan Akman
Joseph Boudreau
Sankha Dutta
...
Sairam Sri Vatsavai
T. Wenaus
Wei Yang
Yiming Yang
Shinjae Yoo
104
0
0
15 Sep 2025
Estimating Conditional Covariance between labels for Multilabel Data
Estimating Conditional Covariance between labels for Multilabel Data
L. Park
Jesse Read
96
0
0
26 Aug 2025
Multi-Label Classification with Generative AI Models in Healthcare: A Case Study of Suicidality and Risk Factors
Multi-Label Classification with Generative AI Models in Healthcare: A Case Study of Suicidality and Risk Factors
Ming Huang
Zehan Li
Yan Hu
Wanjing Wang
Andrew Wen
...
Lokesh Shahani
Rodrigo Machado-Vieira
Jair Soares
Hua Xu
Hongfang Liu
AI4MH
165
0
0
22 Jul 2025
Any-Class Presence Likelihood for Robust Multi-Label Classification with Abundant Negative Data
Any-Class Presence Likelihood for Robust Multi-Label Classification with Abundant Negative Data
Dumindu Tissera
Omar Awadallah
Muhammad Umair Danish
Ayan Sadhu
Katarina Grolinger
192
0
0
06 Jun 2025
SATA-BENCH: Select All That Apply Benchmark for Multiple Choice Questions
SATA-BENCH: Select All That Apply Benchmark for Multiple Choice Questions
Weijie Xu
Shixian Cui
Xi Fang
Chi Xue
Stephanie Eckman
Chandan K. Reddy
ELM
506
3
0
31 May 2025
Classifier Chain Networks for Multi-Label Classification
Classifier Chain Networks for Multi-Label Classification
Daniel J. W. Touw
Michel van de Velden
AI4CE
343
1
0
04 Nov 2024
Label Cluster Chains for Multi-Label Classification
Label Cluster Chains for Multi-Label Classification
Elaine Cecília Gatto
Felipe Nakano Kenji
Jesse Read
Mauri Ferrandin
Ricardo Cerri
Celine Vens
215
0
0
01 Nov 2024
Hoeffding adaptive trees for multi-label classification on data streams
Hoeffding adaptive trees for multi-label classification on data streamsKnowledge-Based Systems (KBS), 2024
Aurora Esteban
Alberto Cano
Amelia Zafra
Sebastián Ventura
251
10
0
26 Oct 2024
CT-AGRG: Automated Abnormality-Guided Report Generation from 3D Chest CT Volumes
CT-AGRG: Automated Abnormality-Guided Report Generation from 3D Chest CT VolumesIEEE International Symposium on Biomedical Imaging (ISBI), 2024
Theo Di Piazza
605
7
0
21 Aug 2024
Cost-constrained multi-label group feature selection using shadow
  features
Cost-constrained multi-label group feature selection using shadow features
Tomasz Klonecki
Paweł Teisseyre
Jaesung Lee
156
0
0
03 Aug 2024
Multi-Label Learning with Stronger Consistency Guarantees
Multi-Label Learning with Stronger Consistency Guarantees
Anqi Mao
M. Mohri
Yutao Zhong
330
20
0
18 Jul 2024
Deep Learning for Multi-Label Learning: A Comprehensive Survey
Deep Learning for Multi-Label Learning: A Comprehensive Survey
A. Tarekegn
M. Ullah
F. A. Cheikh
AI4TS
452
33
0
29 Jan 2024
Characterizing Information Seeking Events in Health-Related Social
  Discourse
Characterizing Information Seeking Events in Health-Related Social DiscourseAAAI Conference on Artificial Intelligence (AAAI), 2023
Omar Sharif
Madhusudan Basak
Tanzia Parvin
Ava Scharfstein
Alphonso Bradham
J. Borodovsky
S. Lord
S. Preum
224
8
0
17 Aug 2023
"Is a picture of a bird a bird": Policy recommendations for dealing with
  ambiguity in machine vision models
"Is a picture of a bird a bird": Policy recommendations for dealing with ambiguity in machine vision models
Alicia Parrish
Sarah Laszlo
Lora Aroyo
VLM
146
5
0
27 Jun 2023
Imbalanced Multi-label Classification for Business-related Text with
  Moderately Large Label Spaces
Imbalanced Multi-label Classification for Business-related Text with Moderately Large Label Spaces
Muhammad Arslan
C. Cruz
200
5
0
12 Jun 2023
A Comprehensive Survey on Applications of Transformers for Deep Learning
  Tasks
A Comprehensive Survey on Applications of Transformers for Deep Learning TasksExpert systems with applications (ESWA), 2023
Saidul Islam
Hanae Elmekki
Ahmed Elsebai
Jamal Bentahar
Najat Drawel
Gaith Rjoub
Witold Pedrycz
ViTMedIm
270
409
0
11 Jun 2023
An Exploration of Encoder-Decoder Approaches to Multi-Label
  Classification for Legal and Biomedical Text
An Exploration of Encoder-Decoder Approaches to Multi-Label Classification for Legal and Biomedical TextAnnual Meeting of the Association for Computational Linguistics (ACL), 2023
Yova Kementchedjhieva
Ilias Chalkidis
287
35
0
09 May 2023
Minimal Learning Machine for Multi-Label Learning
Minimal Learning Machine for Multi-Label Learning
J. Hämäläinen
Amauri Souza
C. L. C. Mattos
João Gomes
T. Kärkkäinen
230
3
0
09 May 2023
Harnessing label semantics to extract higher performance under noisy
  label for Company to Industry matching
Harnessing label semantics to extract higher performance under noisy label for Company to Industry matching
Apoorva Jaiswal
A. Mitra
242
0
0
03 Dec 2022
FAIRification of MLC data
FAIRification of MLC data
Ana Kostovska
Jasmin Bogatinovski
Andrej Treven
Jannis Brugger
D. Kocev
P. Panov
FaML
111
0
0
23 Nov 2022
Explainable Model-specific Algorithm Selection for Multi-Label
  Classification
Explainable Model-specific Algorithm Selection for Multi-Label ClassificationIEEE Symposium Series on Computational Intelligence (IEEE SSCI), 2022
Ana Kostovska
Carola Doerr
Jannis Brugger
D. Kocev
P. Panov
T. Eftimov
126
1
0
21 Nov 2022
ZLPR: A Novel Loss for Multi-label Classification
ZLPR: A Novel Loss for Multi-label Classification
Jianlin Su
Min Zhu
Ahmed Murtadha
Shengfeng Pan
Bo Wen
Yunfeng Liu
VLM
173
59
0
05 Aug 2022
From Multi-label Learning to Cross-Domain Transfer: A Model-Agnostic
  Approach
From Multi-label Learning to Cross-Domain Transfer: A Model-Agnostic Approach
Jesse Read
OOD
219
4
0
24 Jul 2022
Tree-Based Dynamic Classifier Chains
Tree-Based Dynamic Classifier Chains
E. Mencía
Moritz Kulessa
Simon Bohlender
Johannes Furnkranz
162
7
0
13 Dec 2021
Oblique Predictive Clustering Trees
Oblique Predictive Clustering TreesKnowledge-Based Systems (KBS), 2020
Tomaz Stepisnik
D. Kocev
219
15
0
27 Jul 2020
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