Isometric feature mapping (Isomap) is a promising manifold learning method. However, Isomap fails to work on data which distribute on clusters in a single manifold or manifolds. Many works have been done on extending Isomap to multi-manifolds learning. In this paper, we proposed a new multi-manifolds learning algorithm (M-Isomap) with the help of a general procedure. The new algorithm preserves...

1 Jensen R, Leyk M, Crapo R, et al. Quality control of DL,CO instruments in global clinical trials. Eur Respir J 2009; 33: 828–834. 2 Farré R, Navajas D. Quality control: a necessary, but sometimes overlooked, tool for improving respiratory medicine. Eur Respir J 2009; 33: 722–723. 3 ISO/IEC Guide 99:2007. International vocabulary of metrology – basic and general concepts and associated terms (...

Creating coordinated multiagent policies in an environment with uncertainties is a challenging issue in the research of multiagent learning. In this paper, a coordinated learning approach is proposed to enable agents to learn both individual policies and coordinated behaviors by exploiting independent relationships inherent in many multiagent systems. We illustrate how this approach is employed...

To cite: Lee L-H, Groß A, Hartung M, et al. J Am Med Inform Assoc Published Online First: [please include Day Month Year] doi:10.1136/amiajnl-2013002139 ABSTRACT Objective To address the problem of mapping local laboratory terminologies to Logical Observation Identifiers Names and Codes (LOINC). To study different ontology matching algorithms and investigate how the probability of term combinat...

s Højen, A. R., Gøeg, K. R., & Elberg, P. B. (2012) Applying visualization to support coherent terminology implementation. In Scandinavian Conference on Health Informatics, SHI, Linköping University Electronic Press, 2012. p. 49 (Linköping Electronic Conference Proceedings; No. 70). Jensen, A M. D., Jensen, M. M., Korsager, A. S., Rasmussen, A. R., Elberg, P. B. Using the SNOMED CT-model for st...

‎In this paper‎, ‎using fixed point method‎, ‎we prove the generalized Hyers-Ulam stability of‎ ‎random homomorphisms in random $C^*$-algebras and random Lie $C^*$-algebras‎ ‎and of derivations on Non-Archimedean random C$^*$-algebras and Non-Archimedean random Lie C$^*$-algebras for‎ ‎the following $m$-variable additive functional equation:‎ ‎$$sum_{i=1}^m f(x_i)=frac{1}{2m}left[sum_{i=1}^mfle...

There are two reasons for s tudying the possible role of the Epstein-Barr virus (EBV) in relation to rheumato id arthritis (RA). The first is the recent demonstrat ion by Alspaugh and co-workers that EBV infection o f normal peripheral blood lymphocytes induces the development in these cells of a nuclear antigen against which most patients with RA have precipitat ing antibodies (I). The second ...