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Feature Importance

Papers

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Showing 751–800 of 890 papers

TitleStatusHype
Extensive Evaluation of Transformer-based Architectures for Adverse Drug Events ExtractionCode0
DejaVid: Encoder-Agnostic Learned Temporal Matching for Video ClassificationCode0
Predicting the duration of traffic incidents for Sydney greater metropolitan area using machine learning methodsCode0
A Methodology for Exploring Deep Convolutional Features in Relation to Hand-Crafted Features with an Application to Music Audio ModelingCode0
A copula-based visualization technique for a neural networkCode0
Deep Learning Based Cloud Cover Parameterization for ICONCode0
Machine learning-based identification of Gaia astrometric exoplanet orbitsCode0
Predicting traffic crash severity using hybrid of balanced bagging classification and light gradient boosting machineCode0
STAA: Spatio-Temporal Attention Attribution for Real-Time Interpreting Transformer-based Video ModelsCode0
Prediction of Lung Metastasis from Hepatocellular Carcinoma using the SEER DatabaseCode0
Decomposition of Global Feature Importance into Direct and Associative Components (DEDACT)Code0
Machine Learning Interpretation of Optical Spectroscopy Using Peak-Sensitive Logistic RegressionCode0
Nonparametric IPSS: Fast, flexible feature selection with false discovery controlCode0
FAT-DeepFFM: Field Attentive Deep Field-aware Factorization MachineCode0
Stabilizing Machine Learning for Reproducible and Explainable Results: A Novel Validation Approach to Subject-Specific InsightsCode0
AI-enabled Prediction of eSports Player Performance Using the Data from Heterogeneous SensorsCode0
Machine Learning Reveals Large-scale Impact of Posidonia Oceanica on Mediterranean Sea WaterCode0
Visualizing the Feature Importance for Black Box ModelsCode0
Feature Attribution with Necessity and Sufficiency via Dual-stage Perturbation Test for Causal ExplanationCode0
An Explainable Pipeline for Machine Learning with Functional DataCode0
Many Faces of Feature Importance: Comparing Built-in and Post-hoc Feature Importance in Text ClassificationCode0
Feature Importance and Explainability in Quantum Machine LearningCode0
Profiling Electric Vehicles via Early Charging Voltage PatternsCode0
Decision Explanation and Feature Importance for Invertible NetworksCode0
Marginal Contribution Feature Importance -- an Axiomatic Approach for The Natural CaseCode0
Statistical Significance of Feature Importance RankingsCode0
DANAA: Towards transferable attacks with double adversarial neuron attributionCode0
Unified Explanations in Machine Learning Models: A Perturbation ApproachCode0
Beyond Ensemble Averages: Leveraging Climate Model Ensembles for Subseasonal ForecastingCode0
Meaningful Data Sampling for a Faithful Local Explanation MethodCode0
Bayesian Importance of Features (BIF)Code0
Benchmarking Perturbation-based Saliency Maps for Explaining Atari AgentsCode0
Feature Importance Measure for Non-linear Learning AlgorithmsCode0
Feature Importance Measurement based on Decision Tree SamplingCode0
Measuring Implicit Bias Using SHAP Feature Importance and Fuzzy Cognitive MapsCode0
CXPlain: Causal Explanations for Model Interpretation under UncertaintyCode0
Whole MILC: generalizing learned dynamics across tasks, datasets, and populationsCode0
Artificial Intelligence Enhanced Rapid and Efficient Diagnosis of Mycoplasma Pneumoniae Pneumonia in Children PatientsCode0
Feature importance to explain multimodal prediction models. A clinical use caseCode0
Medical artificial intelligence toolbox (MAIT): an explainable machine learning framework for binary classification, survival modelling, and regression analysesCode0
Feature Responsiveness Scores: Model-Agnostic Explanations for RecourseCode0
Feature Selection and Feature Extraction in Pattern Analysis: A Literature ReviewCode0
MedML: Fusing Medical Knowledge and Machine Learning Models for Early Pediatric COVID-19 Hospitalization and Severity PredictionCode0
QuXAI: Explainers for Hybrid Quantum Machine Learning ModelsCode0
RANCC: Rationalizing Neural Networks via Concept ClusteringCode0
Towards Rigorous Interpretations: a Formalisation of Feature AttributionCode0
Unifying local and global model explanations by functional decomposition of low dimensional structuresCode0
Counterfactuals As a Means for Evaluating Faithfulness of Attribution Methods in Autoregressive Language ModelsCode0
FIMBA: Evaluating the Robustness of AI in Genomics via Feature Importance Adversarial AttacksCode0
XAI-TRIS: Non-linear image benchmarks to quantify false positive post-hoc attribution of feature importanceCode0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1Garson Variable ImportancePearson Correlation0.76—Unverified
2VarImpVIANNPearson Correlation0.76—Unverified
#ModelMetricClaimedVerifiedStatus
1VarImpVIANNPearson Correlation0.6—Unverified
2Garson Variable ImportancePearson Correlation0.22—Unverified
#ModelMetricClaimedVerifiedStatus
1VarImpVIANNPearson Correlation0.86—Unverified
2Garson Variable ImportancePearson Correlation0.64—Unverified
#ModelMetricClaimedVerifiedStatus
1VarImpVIANNPearson Correlation0.83—Unverified
2Garson Variable ImportancePearson Correlation0.6—Unverified
#ModelMetricClaimedVerifiedStatus
1VarImpVIANNPearson Correlation0.9—Unverified
2Garson Variable ImportancePearson Correlation0.73—Unverified
#ModelMetricClaimedVerifiedStatus
1Garson Variable ImportancePearson Correlation0.74—Unverified
2VarImpVIANNPearson Correlation0.41—Unverified