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Binary Classification

Papers

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Showing 2526–2550 of 2574 papers

TitleStatusHype
A study on cost behaviors of binary classification measures in class-imbalanced problems—0
Ranking via Robust Binary Classification and Parallel Parameter Estimation in Large-Scale Data—0
Thresholding Classifiers to Maximize F1 ScoreCode0
The Sampling-and-Learning Framework: A Statistical View of Evolutionary Algorithms—0
Binary Classifier Calibration: Bayesian Non-Parametric Approach—0
A Fused Elastic Net Logistic Regression Model for Multi-Task Binary Classification—0
3D Interest Point Detection via Discriminative Learning—0
Manifold regularized kernel logistic regression for web image annotation—0
A MapReduce based distributed SVM algorithm for binary classification—0
A Methodology for Player Modeling based on Machine Learning—0
The Law of Total Odds—0
On the Relationship Between Binary Classification, Bipartite Ranking, and Binary Class Probability Estimation—0
Learning with Noisy Labels—0
Information-theoretic lower bounds for distributed statistical estimation with communication constraints—0
Robust Bloom Filters for Large MultiLabel Classification Tasks—0
A U-statistic estimator for the variance of resampling-based error estimators—0
On the Bayes-optimality of F-measure maximizers—0
Building Bridges: Viewing Active Learning from the Multi-Armed Bandit Lens—0
Stochastic Optimization for Machine Learning—0
Multiclass learnability and the ERM principle—0
When is the majority-vote classifier beneficial?—0
Dimensionality Detection and Integration of Multiple Data Sources via the GP-LVM—0
Supersparse Linear Integer Models for Predictive Scoring Systems—0
Auditing: Active Learning with Outcome-Dependent Query Costs—0
Rolling Riemannian Manifolds to Solve the Multi-class Classification Problem—0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1Trompt + OpenAI embeddingAUROC0.98—Unverified
2LightGBM + OpenAI embeddingAUROC0.97—Unverified
3FTTransformer + RoBERTa fintuneAUROC0.96—Unverified
4LightGBM + RoBERTa embeddingAUROC0.95—Unverified
5FTTransformer + RoBERTa embeddingAUROC0.94—Unverified
6ResNet + RoBERTa embeddingAUROC0.93—Unverified
7ResNet + OpenAI embeddingAUROC0.92—Unverified
8FTTransformer + OpenAI embeddingAUROC0.91—Unverified
#ModelMetricClaimedVerifiedStatus
1Trompt + OpenAI embeddingAUROC0.81—Unverified
2Multimodal-Net All-TextAUROC0.8—Unverified
3ResNet + RoBERTa finetuneAUROC0.79—Unverified
4LightGBM + RoBERTa embeddingAUROC0.77—Unverified
#ModelMetricClaimedVerifiedStatus
1Attention based CNNF1 score0.93—Unverified
#ModelMetricClaimedVerifiedStatus
1XGBoostF1-Score98.79—Unverified