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| 1 | Materials property prediction for limited datasets enabled by feature selection and joint learning with MODNet显示文摘In order to make accurate predictions of material properties,current machine-learning approaches generally require large amounts of data,which are often not available in practice.In this work,MODNet,an all-round framework,is presented which relies on a feedforward neural network,the selection of physically meaningful features,and when applicable,joint-learning.Next to being faster in terms of training time,this approach is shown to outperform current graph-network models on small datasets.In particular,the vibrational entropy at 305 K of crystals is predicted with a mean absolute test error of 0.009 meV/K/atom(four times lower than previous studies).Furthermore,joint learning reduces the test error compared to single-target learning and enables the prediction of multiple properties at once,such as temperature functions.Finally,the selection algorithm highlights the most important features and thus helps to understand the underlying physics. | Pierre-Paul De Breuck Geoffroy Hautier Gian-Marco Rignanese | 2021 | npj Computational Materials2021，，1： | 5 |
| 2 | In vitro generation of insulin-producing beta cells from adult exocrine pancreatic cells显示文摘 | L. Baeyens S. Breuck J. Lardon J. K. Mfopou I. Rooman L. Bouwens | 2005 | Diabetologia2005，，1： | 3 |
| 3 | In vitro generation ol insulin-producing beta cells from adult exocrine pancreatic cells 显示文摘 | Baeyens L De Breuck S Lardon J | 2005 | Diabetologia2005，48，1： | 1 |
| 4 | A simple denoising approach to exploit multi-fidelity data for machine learning materials properties显示文摘Machine-learning models have recently encountered enormous success for predicting the properties of materials.These are often trained based on data that present various levels of accuracy,with typically much less high-than low-fidelity data.In order to extract as much information as possible from all available data,we here introduce an approach which aims to improve the quality of the data through denoising.We investigate the possibilities that it offers in the case of the prediction of the band gap using both limited experimental data and density-functional theory relying on different exchange-correlation functionals.After analyzing the raw data thoroughly,we explore different ways to combine the data into training sequences and analyze the effect of the chosen denoiser.We also study the effect of applying the denoising procedure several times until convergence.Finally,we compare our approach with various existing methods to exploit multi-fidelity data and show that it provides an interesting improvement. | Xiaotong Liu Pierre-Paul De Breuck Linghui Wang Gian-Marco Rignanese | 2022 | npj Computational Materials2022，，1： | 1 |
| 5 | In vitro generation of insulin-producing beta cells from adult exocrine pancreatic cells显示文摘 | L. Baeyens S. Breuck J. Lardon J. K. Mfopou I. Rooman L. Bouwens | 2005 | Diabetologia2005，，1： | 1 |
| 6 | Feasibility and effects of the semirecumbent position to prevent venti- lator-associated pneumonia:a randomized study显示文摘 | Van Nieuwenhoven CA Vanden breucke Grads C Van Tiel | 2006 | Crit Care Med2006，34，2： | 1 |
| 7 | In vitro generation of insulin-producing betacells from adult exocrine pancreatic cells显示文摘 | Baeyens L De Breuck S Lardon J | 2005 | Diabetologia2005，48，： | 1 |
| 8 | In vitro generation of insulin-producing beta cells from adult exocrine pancreatic cells显示文摘 | BAEYENS L DE BREUCK S LARDON J | 2005 | Diabetologia2005，48，1： | 1 |
| 9 | Netrin-1 expression in fetal and regenerating rat pancreas and its effect on the migration of human pancreatic duct and porcine islet precursor cells显示文摘 | De Breuck S Lardon J Rooman I | 2003 | Diabetologia2003，46，7： | 1 |
| 10 | Netrin-1 expression in fetal and regenerating rat pancreas and its effect on the migration of human pancreatic duct and porcine islet precursor cells 显示文摘 | De Breuck S Lardon J Rooman I | 2003 | Diabetologia2003，46，： | 1 |
| 11 | In vitro generation of insulin-producing beta cells from adult exocrine pancreatic cells 显示文摘 | RaeyenL Breuck SD Larden J | 2005 | Diabetologia2005，48，： | 1 |
| 12 | In vitro generation of insulin-produ-cing beta cells from adult exocrine pancreatic cells显示文摘 | Baeyens L De Breuck S Lardon J Mfopou J K RoomanI Bouwens L | 2005 | Diabetologia2005，48，： | 1 |
| 13 | In vitro generation of insulin-producing beta cells from adult exocrine pancreatic cells 显示文摘 | Baeyens L De Breuck S Lardon J | 2005 | Diabetologia2005，48，1： | 1 |
| 14 | 用于产业用纺织品的单丝显示文摘在世界范围内,特别是在欧洲和美国,产业用纺织品工业在迅速增长。在此期间,传统的纺织品正在从欧美向成本较低的地区如印度和远东转移,纺织公司在研制产业用的新型创新产品。纺织公司通过已知的纺织技术与新材料和新观念的结合,研制高附加值和高技术产品。用户的需求和世界范围竞争的加剧,也促进了纤维生产的发展。介绍了单丝在产业用纺织品中的用途。 | H.De Breuck 桑榆(译) 申熠(校) | 2006 | 国际纺织导报2006，34，6： | 0 |
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