Distributed learning: Developing a predictive model based on data from multiple hospitals without data leaving the hospital - A real life proof of concept.
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P. Lambin | A. Jochems | T. Deist | J. van Soest | M. Eble | P. Bulens | P. Coucke | W. Dries | A. Dekker
[1] E. McFadden,et al. Toxicity and response criteria of the Eastern Cooperative Oncology Group , 1982, American journal of clinical oncology.
[2] E. DeLong,et al. Comparing the areas under two or more correlated receiver operating characteristic curves: a nonparametric approach. , 1988, Biometrics.
[3] P. Spirtes,et al. An Algorithm for Fast Recovery of Sparse Causal Graphs , 1991 .
[4] S. Lauritzen. The EM algorithm for graphical association models with missing data , 1995 .
[5] Marek J. Druzdzel,et al. SMILE: Structural Modeling, Inference, and Learning Engine and GeNIE: A Development Environment for Graphical Decision-Theoretic Models , 1999, AAAI/IAAI.
[6] Frank van Harmelen,et al. Sesame: A Generic Architecture for Storing and Querying RDF and RDF Schema , 2002, SEMWEB.
[7] Rong Chen,et al. Learning Bayesian Network Structure from Distributed Data , 2003, SDM.
[8] Hillol Kargupta,et al. Privacy-sensitive Bayesian network parameter learning , 2004, Fourth IEEE International Conference on Data Mining (ICDM'04).
[9] Rebecca N. Wright,et al. Privacy-preserving Bayesian network structure computation on distributed heterogeneous data , 2004, KDD.
[10] Xiaodong Lin,et al. Privacy preserving regression modelling via distributed computation , 2004, KDD.
[11] Michael Lock,et al. Prediction of radiation pneumonitis by dose - volume histogram parameters in lung cancer--a systematic review. , 2004, Radiotherapy and oncology : journal of the European Society for Therapeutic Radiology and Oncology.
[12] Rebecca N. Wright,et al. Improved Privacy-Preserving Bayesian Network Parameter Learning on Vertically Partitioned Data , 2005, 21st International Conference on Data Engineering Workshops (ICDEW'05).
[13] Xiaodong Lin,et al. Secure Regression on Distributed Databases , 2005 .
[14] Sherri de Coronado,et al. NCI Thesaurus: A semantic model integrating cancer-related clinical and molecular information , 2007, J. Biomed. Informatics.
[15] Zheng Zhao,et al. Learning Bayesian Network Structure from Distributed Homogeneous Data , 2007, Eighth ACIS International Conference on Software Engineering, Artificial Intelligence, Networking, and Parallel/Distributed Computing (SNPD 2007).
[16] L. Etheredge,et al. A rapid-learning health system. , 2007, Health affairs.
[17] Ulf Leser,et al. Querying Distributed RDF Data Sources with SPARQL , 2008, ESWC.
[18] Eugene R. Tracy,et al. A Bayesian network approach to feature selection in mass spectrometry data , 2010, BMC Bioinformatics.
[19] P. Lambin,et al. Dyspnea evolution after high-dose radiotherapy in patients with non-small cell lung cancer. , 2009, Radiotherapy and oncology : journal of the European Society for Therapeutic Radiology and Oncology.
[20] Jerome P. Reiter,et al. Privacy-Preserving Analysis of Vertically Partitioned Data Using Secure Matrix Products , 2009 .
[21] Shipeng Yu,et al. The importance of patient characteristics for the prediction of radiation-induced lung toxicity. , 2009, Radiotherapy and oncology : journal of the European Society for Therapeutic Radiology and Oncology.
[22] Chalapathy Neti,et al. Rapid-learning system for cancer care. , 2010, Journal of clinical oncology : official journal of the American Society of Clinical Oncology.
[23] Xavier Robin,et al. pROC: an open-source package for R and S+ to analyze and compare ROC curves , 2011, BMC Bioinformatics.
[24] Roland Bouman,et al. Pentaho Kettle Solutions: Building Open Source ETL Solutions with Pentaho Data Integration , 2010 .
[25] D De Ruysscher,et al. Comparison of Bayesian network and support vector machine models for two-year survival prediction in lung cancer patients treated with radiotherapy. , 2010, Medical physics.
[26] P. Lambin,et al. The ESTRO Breur Lecture 2009. From population to voxel-based radiotherapy: exploiting intra-tumour and intra-organ heterogeneity for advanced treatment of non-small cell lung cancer. , 2010, Radiotherapy and oncology : journal of the European Society for Therapeutic Radiology and Oncology.
[27] D. Ruysscher,et al. Development and External Validation of a Model for Prediction of Radiation-Induced Dyspnea: An Approach combining Clinical Data with Information from Literature , 2010 .
[28] P. Lambin,et al. Development, external validation and clinical usefulness of a practical prediction model for radiation-induced dysphagia in lung cancer patients. , 2010, Radiotherapy and oncology : journal of the European Society for Therapeutic Radiology and Oncology.
[29] Jihoon Yang,et al. Distributed Bayesian network structure learning , 2010, 2010 IEEE International Symposium on Industrial Electronics.
[30] Tom Heath,et al. Linked Data: Evolving the Web into a Global Data Space , 2011, Linked Data.
[31] Jun Hu,et al. A secure protocol for protecting the identity of providers when disclosing data for disease surveillance , 2011, J. Am. Medical Informatics Assoc..
[32] Dean Allemang,et al. Semantic Web for the Working Ontologist - Effective Modeling in RDFS and OWL, Second Edition , 2011 .
[33] Stephen P. Boyd,et al. Distributed Optimization and Statistical Learning via the Alternating Direction Method of Multipliers , 2011, Found. Trends Mach. Learn..
[34] Tom Jefferson,et al. The Imperative to Share Clinical Study Reports: Recommendations from the Tamiflu Experience , 2012, PLoS medicine.
[35] Ian Horrocks,et al. Reasoning Web. Semantic Technologies for Intelligent Data Access , 2013, Lecture Notes in Computer Science.
[36] P. Lambin,et al. Learning methods in radiation oncology ‘Rapid Learning health care in oncology’ – An approach towards decision support systems enabling customised radiotherapy’ q , 2013 .
[37] T. Kadir,et al. Bayesian Networks for Clinical Decision Support in Lung Cancer Care , 2013, PloS one.
[38] Georgi Nalbantov,et al. Cardiac comorbidity is an independent risk factor for radiation-induced lung toxicity in lung cancer patients. , 2013, Radiotherapy and oncology : journal of the European Society for Therapeutic Radiology and Oncology.
[39] I. Poon,et al. Lung stereotactic body radiation therapy (SBRT) delivered over 4 or 11 days: a comparison of acute toxicity and quality of life. , 2013, Radiotherapy and oncology : journal of the European Society for Therapeutic Radiology and Oncology.
[40] P. Lambin,et al. Predicting outcomes in radiation oncology—multifactorial decision support systems , 2013, Nature Reviews Clinical Oncology.
[41] Vincenzo Valentini,et al. International data-sharing for radiotherapy research: an open-source based infrastructure for multicentric clinical data mining. , 2014, Radiotherapy and oncology : journal of the European Society for Therapeutic Radiology and Oncology.
[42] Andre Dekker,et al. Creating a data exchange strategy for radiotherapy research: Towards federated databases and anonymised public datasets , 2014, Radiotherapy and oncology : journal of the European Society for Therapeutic Radiology and Oncology.
[43] Maya Petersen,et al. Computationally efficient confidence intervals for cross-validated area under the ROC curve estimates. , 2015, Electronic journal of statistics.
[44] Frank Verhaegen,et al. Modern clinical research: How rapid learning health care and cohort multiple randomised clinical trials complement traditional evidence based medicine , 2015, Acta oncologica.
[45] G. Collins,et al. Transparent Reporting of a multivariable prediction model for Individual Prognosis Or Diagnosis (TRIPOD): The TRIPOD Statement , 2015, Annals of Internal Medicine.
[46] P. Lambin,et al. Decision support systems for personalized and participative radiation oncology☆ , 2017, Advanced drug delivery reviews.