Fair and Optimal Decision Trees: A Dynamic Programming Approach

Autor: van der Linden, J.G.M., de Weerdt, M.M., Demirović, E., Koyejo, S., Mohamed, S., Agarwal, A., Belgrave, D., Cho, K., Oh, A.

Publikováno v: Advances in Neural Information Processing Systems 35 (NeurIPS 2022): 36th Conference on Neural Information Processing Systems (NeurIPS 2022)
Advances in Neural Information Processing Systems 35 (NeurIPS 2022)

Interpretable and fair machine learning models are required for many applications, such as credit assessment and in criminal justice. Decision trees offer this interpretability, especially when they are small. Optimal decision trees are of particular

Externí odkaz: https://explore.openaire.eu/search/publication?articleId=narcis______::eb763004fdad38063cc95859b4f3ed47
http://resolver.tudelft.nl/uuid:fc510292-c656-46a2-855e-1bf9b71a051a

An international collaborative study to investigate a proposed reference method for the determination of potency measurements of fibrinolytics in absolute units

Autor: LONGSTAFF, C. ^*, WHITTON, C., THELWELL, C., BELGRAVE, D.

Publikováno v: In Journal of Thrombosis and Haemostasis February 2007 5(2):412-414

Features of asthma which provide meaningful insights for understanding the disease heterogeneity

Autor: Deliu, M., Yavuz, T. S., Sperrin, M., Belgrave, D., Sahiner, U. M., Sackesen, C., Kalayci, O., Custovic, A.

Publikováno v: Clinical and Experimental Allergy
Deliu, M, Yavuz, T S, Sperrin, M, Belgrave, D, Sahiner, U M, Sackesen, C, Kalayci, O & Custovic, A 2017, ' Features of asthma which provide meaningful insights for understanding the disease heterogeneity ', Clinical and Experimental Allergy . https://doi.org/10.1111/cea.13014

Background: Data-driven methods such as hierarchical clustering (HC) and principal component analysis (PCA) have been used to identify asthma subtypes, with inconsistent results. Objective: To develop a framework for the discovery of stable and clini

Externí odkaz: https://explore.openaire.eu/search/publication?articleId=pmid_dedup__::26b8dc63d032f8485e7a620c64eb99d8
http://europepmc.org/articles/PMC5763358

Evolution of IgE responses to multiple allergen components throughout childhood

Autor: Howard, R, Belgrave, D, Papastamoulis, P, Simpson, A, Rattray, M, Custovic, A

Publikováno v: Howard, R, Belgrave, D, Papastamoulis, P, Simpson, A, Rattray, M & Custovic, A 2018, ' Evolution of IgE responses to multiple allergen components throughout childhood ', Journal of Allergy and Clinical Immunology . https://doi.org/10.1016/j.jaci.2017.11.064
The Journal of Allergy and Clinical Immunology

Background There is a paucity of information about longitudinal patterns of IgE responses to allergenic proteins (components) from multiple sources. Objectives This study sought to investigate temporal patterns of component-specific IgE responses fro

Externí odkaz: https://explore.openaire.eu/search/publication?articleId=pmid_dedup__::94431b78e3653e66315f23f4f9f410f0
https://www.research.manchester.ac.uk/portal/en/publications/evolution-of-ige-responses-to-multiple-allergen-components-throughout-childhood(cce70566-2d98-48aa-b964-30792ff75933).html

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