Interpretable and Reliable Rule Classification Based on Conformal Prediction

Autor: Abdelqader, H., Smirnov, E., Pont, M., Geijselaers, M., Koprinska, I, Mignone, P, Guidotti, R, Jaroszewicz, S, Froning, H, Gullo, F, Ferreira, PM, Roqueiro, D, Ceddia, G, Nowaczyk, S, Gama, J, Ribeiro, R, Gavalda, R, Masciari, E, Ras, Z, Ritacco, E, Naretto, F, Theissler, A, Biecek, P, Verbeke, W, Schiele, G, Pernkopf, F, Blott, M, Bordino, I, Danesi, IL, Ponti, G, Severini, L, Appice, A, Andresini, G, Medeiros, I, Graca, G, Cooper, L, Ghazaleh, N, Richiardi, J, Saldana, D, Sechidis, K, Canakoglu, A, Pido, S, Pinoli, P, Bifet, A, Pashami, S

Publikováno v: MACHINE LEARNING AND PRINCIPLES AND PRACTICE OF KNOWLEDGE DISCOVERY IN DATABASES, ECML PKDD 2022, PT I, 1752, 385-401
Communications in Computer and Information Science ISBN: 9783031236174

This paper deals with the challenging problem of simultaneously integrating interpretablility and reliability into prediction models in machine learning. It proposes to combine the interpretable models of decision rules with the reliable models based

Externí odkaz: https://explore.openaire.eu/search/publication?articleId=doi_dedup___::ff8f9296d85ce134932aec8ce39f83cb
https://doi.org/10.1007/978-3-031-23618-1_26

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Using GMQL to Build Workflows for Querying, Downloading and Integrating Public with Private Genomic Datasets

Autor: Settino Marzia, Bernasconi A, Ceddia G, Agapito Giuseppe, Arbitrio Maraimena, Scionti Francesca, Di Martino Maria eresa, Tassone Pierfrancesco, Tagliaferri Pierosandro, Masseroli M, Cannataro Mario

Publikováno v: 1st International and 32nd Annual Conference of Italian Association of Cell Cultures (AICC): From Single Gene Analysis to Single Cell Profiling: A New Era for Genomic Medicine, Catanzaro, Italy, October 1st-2nd, 2019
info:cnr-pdr/source/autori:Settino Marzia; Bernasconi A; Ceddia G; Agapito Giuseppe; Arbitrio Maraimena; Scionti Francesca; Di Martino Maria eresa; Tassone Pierfrancesco; Tagliaferri Pierosandro; Masseroli M; Cannataro Mario;/congresso_nome:1st International and 32nd Annual Conference of Italian Association of Cell Cultures (AICC): From Single Gene Analysis to Single Cell Profiling: A New Era for Genomic Medicine/congresso_luogo:Catanzaro, Italy/congresso_data:October 1st-2nd, 2019/anno:2019/pagina_da:/pagina_a:/intervallo_pagine

Integrative analyses using data from Public Genomic Datasets allowed GWAS investigation of the genetic variants function providing more insight than single-platform approaches. There exists a large volume of literature in the area of integrative geno

Externí odkaz: https://explore.openaire.eu/search/publication?articleId=cnr_________::1b101dd2d8a84f057af48f727e1edcf1
https://publications.cnr.it/doc/412154

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