Get started
Keyword

class overlap

Description: In machine learning, class overlap occurs when examples from different classes occupy shared or indistinguishable regions of a feature space.
OpenAlex ID: keywords/class-overlap
A study of the behavior of several methods for balancing machine learning training data
2004 · Gustavo E. A. P. A. Batista, Ronaldo C. Prati, et al. · ACM SIGKDD Explorations Newsletter · 4,207
Learning multi-label scene classification
2004 · Matthew R. Boutell, Jiebo Luo, et al. · Pattern Recognition · 2,354
Discriminative Methods for Multi-labeled Classification
2004 · Shantanu Godbole, Sunita Sarawagi · Lecture notes in computer science · 774
Interpersonal Diagnosis and Treatment of Personality Disorders
1993 · Lorna Smith Benjamin · Medical Entomology and Zoology · 740
An instance level analysis of data complexity
2013 · Michael R. Smith, Tony Martinez, et al. · Machine Learning · 437
PDF
Supervised pattern classification based on optimum‐path forest
2009 · J. P. Papa, A. X. Falcão, et al. · International Journal of Imaging Systems and Technology · 365
Analysis of preprocessing vs. cost-sensitive learning for imbalanced classification. Open problems on intrinsic data characteristics
2011 · Victoria López, Alberto Fernández, et al. · Expert Systems with Applications · 317
Modelling species presence‐only data with random forests
2021 · Roozbeh Valavi, Jane Elith, et al. · Ecography · 293
On the class overlap problem in imbalanced data classification
2020 · Pattaramon Vuttipittayamongkol, Eyad Elyan, et al. · Knowledge-Based Systems · 290
Neighbourhood-based undersampling approach for handling imbalanced and overlapped data
2019 · Pattaramon Vuttipittayamongkol, Eyad Elyan · Information Sciences · 286
High-resolution landform classification using fuzzy -means
2000 · P.A. Burrough, P.F.M. van Gaans, et al. · Fuzzy Sets and Systems · 286
Improving nearest neighbor rule with a simple adaptive distance measure
2006 · Jigang Wang, Predrag Neskovic, et al. · Pattern Recognition Letters · 240
Self-paced Ensemble for Highly Imbalanced Massive Data Classification
2020 · Zhining Liu, Wei Cao, et al. · Proceedings - International Conference on Data Engineering · 233
PDF
Learning from Imbalanced Data in Presence of Noisy and Borderline Examples
2010 · Krystyna Napierała, Jerzy Stefanowski, et al. · Lecture notes in computer science · 229
On the k-NN performance in a challenging scenario of imbalance and overlapping
2007 · V. García, R. A. Mollineda, et al. · Pattern Analysis and Applications · 219
On the representation and retrieval of stored semantic information
1970 · David E Meyer · Cognitive Psychology · 213
Comparison of performance of five common classifiers represented as boundary methods: Euclidean Distance to Centroids, Linear Discriminant Analysis, Quadratic Discriminant Analysis, Learning Vector Quantization and Support Vector Machines, as dependent on data structure
2008 · Sarah J. Dixon, Richard G. Brereton · Chemometrics and Intelligent Laboratory Systems · 210
Nonlinear kernel-based statistical pattern analysis
2001 · A. Ruiz, P.E. Lopez-de-Teruel · IEEE Transactions on Neural Networks · 196
FW-SMOTE: A feature-weighted oversampling approach for imbalanced classification
2021 · Sebastián Maldonado, Carla Vairetti, et al. · Pattern Recognition · 177
PDF
A hybrid method with dynamic weighted entropy for handling the problem of class imbalance with overlap in credit card fraud detection
2021 · Zhenchuan Li, Mian Huang, et al. · Expert Systems with Applications · 176
GOing Bayesian: model-based gene set analysis of genome-scale data
2010 · Sebastian Bauer, Julien Gagneur, et al. · Nucleic Acids Research · 159
PDF
Learning multi-label scene classification*1
2004 · M BOUTELL · Pattern Recognition · 157
Classifying imbalanced data sets using similarity based hierarchical decomposition
2014 · Cigdem Beyan, Robert Fisher · Pattern Recognition · 152
PDF
Level of Categorization and Content of Gender Stereotypes
1985 · Kay Deaux, Ward Winton, et al. · Social Cognition · 151
Learning Nouns and Adjectives: A Connectionist Account
1998 · Michael Gasser, Linda B. Smith · Language and Cognitive Processes · 146
Works count: 1,279
Citation count: 25,450
Year
Topic
Type