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Comprehensible Classification Models – a position paper

Comprehensible Classification Models – a position paper

Comprehensible Classification Models – a position paper - SIGKDD

Comprehensible Classification Models – a position paper. Alex A. Freitas. School of Computing. University of Kent. Canterbury, CT2 7NF, UK. [email protected] ...

Comprehensible classification models: a position paper

This paper reviews the case for considering also the comprehensibility (interpretability) of classification models, and discusses the interpretability of five ...

[PDF] Comprehensible classification models: a position paper

This paper discusses the interpretability of five types of classification models, namely decision trees, classification rules, decision tables, ...

Comprehensible classification models: a position paper | Marist

The vast majority of the literature evaluates the performance of classification models using only the criterion of predictive accuracy. This paper reviews ...

Comprehensible classification models: A position paper

Request PDF | Comprehensible classification models: A position paper | The vast majority of the literature evaluates the performance of classification ...

Comprehensible classification models - a position paper

Comprehensible classification models - a position paper · Abstract · University of Kent Author Information. Freitas, Alex A.. Creator's ORCID: ...

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SIGKDD Explorations

Comprehensible Classification Models – a position paper [1] · Ensembles for Unsupervised Outlier Detection: Challenges and Research Questions [11] · On the ...

‪Freitas, Alex A.‬ - ‪Google Scholar‬

Comprehensible classification models: a position paper. AA Freitas. ACM SIGKDD explorations newsletter 15 (1), 1-10, 2014. 868, 2014. A survey of evolutionary ...

SIGKDD Explorations, Volume 15 - DBLP

Alex Alves Freitas : Comprehensible classification models: a position paper. 1-10.

A framework for inherently interpretable optimization models

Comprehensible classification models: A position paper. ACM SIGKDD Explorations Newsletter. (2014). P. Jesus et al. A survey of distributed ...

Resources - FAT ML

“Comprehensible Classification Models - A Position Paper.” ACM SIGKDD Explorations Newsletter 15, no. 1 (March 17, 2014): 1–10. doi:10.1145/2594473.2594475 ...

Explainable Artificial Intelligence: A Survey - Computer Science

[14] A. A. Freitas, "Comprehensible Classification Models: A Position. Paper," SIGKDD Explor Newsl, vol. 15, no. 1, pp. 1–10, Mar. 2014. [15] F. Doshi-Velez ...

Multi-objective learning of accurate and comprehensible classifiers

comprehensible classification models continues to be emphasized, such as ... [1] A. A. Freitas, Comprehensible classification models - a position paper.

Diverse Explanations from Data-driven and Domain-driven ... - arXiv

A. Comprehensible classification models: a position paper. ACM SIGKDD explorations newsletter, 15(1):1–10, 2014. doi ...

Demystifying the Black Box: The Importance of Interpretability ... - NCBI

Comprehensible classification models: a position paper. SIGKDD Explor. Newsl. 2014;15(1):(June 2013):1–10. 31. Ribeiro MT, Sameer S, and ...

Interpretability of Machine Learning Models and Representations

Comprehensible classification models: a position paper. ACM SIGKDD ... Methods and models for interpretable linear classification. arXiv preprint arXiv ...

(PDF) On the Importance of Comprehensible Classification Models ...

More specifically, this paper aims to offer two main contributions to the area of protein function prediction. First, it presents the case for discovering ...

[PDF] Interpretability of machine learning models and representations

Comprehensible classification models: a position paper · A. Freitas. Computer Science, Mathematics. SKDD. 2014. TLDR. This paper discusses the interpretability ...

The non-linear nature of the cost of comprehensibility

... models, supporting that one should not forgo trying comprehensible models [17]. ... Comprehensible classification models: a position paper. ACM ...