In this paper we propose a new document classification method, bridging discrepancies (so-called semantic gap) between the training set and the application sets of textual data. We demonstrate its superiority over classical text classification approaches, including traditional classifier ensembles. The method consists in combining a document categorization technique with a single classifier or ...

IntEnz is the name for the Integrated relational Enzyme database and is the official version of the Enzyme Nomenclature. The Enzyme Nomenclature comprises recommendations of the Nomenclature Committee of the International Union of Bio chemistry and Molecular Biology (NC-IUBMB) on the nomenclature and classification of enzyme-catalysed reactions. IntEnz is supported by NC-IUBMB and contains enzy...

This paper discusses a combination of two techniques for improving the recognition accuracy of on-line handwritten character recognition: committee classification and adaptation to the user. A novel adaptive committee structure, namely the Class-Confidence Critic Combination (CCCC) scheme, is presented and evaluated. It is shown to be able to improve significantly on its member classifiers. Als...

The Piver classification of radical hysterectomy for the treatment of cervical cancer is outdated and misused. The Surgery Committee of the Gynecological Cancer Group of the European Organization for Research and Treatment of Cancer (EORTC) produced, approved, and adopted a revised classification. It is hoped that at least within the EORTC participating centers, a standardization of procedures ...

Classification margin is commonly used for describing the classification capability of a committee of classifiers. In this paper, we study the relation between classification margin and misclassification error, focusing on exploring useful information about misclassification error from the known classification margin. We propose a max–min type bound concerning the minimal misclassification rate...

In 2011, the Irish Medicines Board received reports of onset of narcolepsy following vaccination against influenza A(H1N1)pdm09 with Pandemrix. A national steering committee was convened to examine the association between narcolepsy and pandemic vaccination. We conducted a retrospective population-based cohort study. Narcolepsy cases with onset from 1 April 2009 to 31 December 2010 were identif...

1. King AMQ, Adams MJ,Carstens EB, et al. Classification and nomenclature of viruses. In: Virus Taxonomy. Ninth Report the International Committee on Taxonomy Viruses. Elsevier. 2012;1326–1327. Google Scholar

The United States Federal Advisory Committee Act (FACA) requires advisory committees to be “fairly balanced.” By examining legislative, judicial, and administrative interpretations of FACA’s balance requirement, this article identifies a prevailing double standard: public officials assess committee members classified as experts in terms of their professional competence, while they assess those ...