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Simpler is better: Lifting interpretability-performance trade-off via automated feature engineering

Decision Support Systems, 2021-11, Vol.150, p.113556, Article 113556

2021

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Checklist for responsible deep learning modeling of medical images based on COVID-19 detection studies

Pattern recognition, 2021-10, Vol.118, p.108035-108035, Article 108035

2021

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LIMEcraft: handcrafted superpixel selection and inspection for Visual eXplanations

Machine learning, 2024-05, Vol.113 (5), p.3143-3160

2024

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intsvy : An R Package for Analyzing International Large-Scale Assessment Data

Journal of statistical software, 2017-11, Vol.81 (7), p.1-44

2017

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SurvSHAP(t): Time-dependent explanations of machine learning survival models

Knowledge-based systems, 2023-02, Vol.262, p.110234, Article 110234

2023

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Consolidated learning: a domain-specific model-free optimization strategy with validation on metaMIMIC benchmarks

Machine learning, 2024-07, Vol.113 (7), p.4925-4949

2024

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archivist : An R Package for Managing, Recording and Restoring Data Analysis Results

Journal of statistical software, 2017-12, Vol.82 (11), p.1-28

2017

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Multi-omics disease module detection with an explainable Greedy Decision Forest

Scientific reports, 2022-10, Vol.12 (1), p.16857-16857, Article 16857

2022

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Performance Is Not Enough: The Story Told by a Rashomon Quartet

Journal of computational and graphical statistics, 2024-07, Vol.33 (3), p.1118-1121

2024

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Explanatory Model Analysis: Explore, Explain, and Examine Predictive Models

1st, 2021

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An Explainable Deep Learning Classifier of Bovine Mastitis Based on Whole-Genome Sequence Data-Circumventing the p >> n Problem

International journal of molecular sciences, 2024-05, Vol.25 (9), p.4715

2024

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survex: an R package for explaining machine learning survival models

Bioinformatics (Oxford, England), 2023-12, Vol.39 (12)

2023

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Exploration of the Rashomon Set Assists Trustworthy Explanations for Medical Data

IEEE journal of biomedical and health informatics, 2024-11, Vol.28 (11), p.6454-6465

2024

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The expression signature of cancer‐associated KRAB‐ZNF factors identified in TCGA pan‐cancer transcriptomic data

Molecular oncology, 2019-04, Vol.13 (4), p.701-724

2019

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auditor: an R Package for Model-Agnostic Visual Validation and Diagnostics

The R journal, 2019-12, Vol.11 (2), p.85

2019

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KRAB ZNF explorer—the online tool for the exploration of the transcriptomic profiles of KRAB-ZNF factors in The Cancer Genome Atlas

Bioinformatics, 2020-02, Vol.36 (3), p.980-981

2020

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TRIM28 and Interacting KRAB-ZNFs Control Self-Renewal of Human Pluripotent Stem Cells through Epigenetic Repression of Pro-differentiation Genes

Scientific reports, 2017-12, Vol.9 (6), p.2065-2080

2017

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Retrieval and Analysis of Eurostat Open Data with the eurostat Package

The R journal, 2017-06, Vol.9 (1), p.385

2017

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The Landscape of R Packages for Automated Exploratory Data Analysis

The R journal, 2019-12, Vol.11 (2), p.347

2019

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Arabidopsis SWI/SNF chromatin remodeling complex binds both promoters and terminators to regulate gene expression

Nucleic acids research, 2017-04, Vol.45 (6), p.3116

2017

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Explainable Machine Learning for Lung Cancer Screening Models

Applied sciences, 2022-02, Vol.12 (4), p.1926

2022

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Interpretable meta-score for model performance

Nature machine intelligence, 2022-09, Vol.4 (9), p.792-800

2022

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Antibody selection strategies and their impact in predicting clinical malaria based on multi-sera data

BioData mining, 2024-01, Vol.17 (1), p.2-23, Article 2

2024

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Incurred Sample Reanalysis: Time to Change the Sample Size Calculation?

The AAPS journal, 2019-02, Vol.21 (2), p.28, Article 28

2019

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Big Tech influence over AI research revisited: Memetic analysis of attribution of ideas to affiliation

Journal of informetrics, 2024-11, Vol.18 (4), p.101572, Article 101572

2024

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Simpler is better: Lifting interpretability-performance trade-off via automated feature engineering

Checklist for responsible deep learning modeling of medical images based on COVID-19 detection studies

LIMEcraft: handcrafted superpixel selection and inspection for Visual eXplanations

intsvy : An R Package for Analyzing International Large-Scale Assessment Data

SurvSHAP(t): Time-dependent explanations of machine learning survival models

Consolidated learning: a domain-specific model-free optimization strategy with validation on metaMIMIC benchmarks

archivist : An R Package for Managing, Recording and Restoring Data Analysis Results

Multi-omics disease module detection with an explainable Greedy Decision Forest

Performance Is Not Enough: The Story Told by a Rashomon Quartet

Explanatory Model Analysis: Explore, Explain, and Examine Predictive Models

An Explainable Deep Learning Classifier of Bovine Mastitis Based on Whole-Genome Sequence Data-Circumventing the p >> n Problem

survex: an R package for explaining machine learning survival models

Exploration of the Rashomon Set Assists Trustworthy Explanations for Medical Data

The expression signature of cancer‐associated KRAB‐ZNF factors identified in TCGA pan‐cancer transcriptomic data

auditor: an R Package for Model-Agnostic Visual Validation and Diagnostics

KRAB ZNF explorer—the online tool for the exploration of the transcriptomic profiles of KRAB-ZNF factors in The Cancer Genome Atlas

TRIM28 and Interacting KRAB-ZNFs Control Self-Renewal of Human Pluripotent Stem Cells through Epigenetic Repression of Pro-differentiation Genes

Retrieval and Analysis of Eurostat Open Data with the eurostat Package

The Landscape of R Packages for Automated Exploratory Data Analysis

Arabidopsis SWI/SNF chromatin remodeling complex binds both promoters and terminators to regulate gene expression

Explainable Machine Learning for Lung Cancer Screening Models

Interpretable meta-score for model performance

Antibody selection strategies and their impact in predicting clinical malaria based on multi-sera data

Incurred Sample Reanalysis: Time to Change the Sample Size Calculation?

Big Tech influence over AI research revisited: Memetic analysis of attribution of ideas to affiliation

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