tailieunhanh - Báo cáo hóa học: " Research Article Classification of Crystallographic Data Using Canonical Correlation Analysis"

Tuyển tập báo cáo các nghiên cứu khoa học quốc tế ngành hóa học dành cho các bạn yêu hóa học tham khảo đề tài: Research Article Classification of Crystallographic Data Using Canonical Correlation Analysis | Hindawi Publishing Corporation EURASIP Journal on Advances in Signal Processing Volume 2007 Article ID 19260 8 pages doi 2007 19260 Research Article Classification of Crystallographic Data Using Canonical Correlation Analysis M. Ladisa 1 A. Lamura 2 and T. Laudadio2 1 Istituto di Cristallografia IC CNR Via Amendola 122 O 70126 Bari Italy 2 Istituto Applicazioni Calcolo IAC CNR Via Amendola 122 D 70126 Bari Italy Received 28 September 2006 Revised 10 January 2007 Accepted 4 March 2007 Recommended by Sabine Van Huffel A reliable and automatic method is applied to crystallographic data for tissue typing. The technique is based on canonical correlation analysis a statistical method which makes use of the spectral-spatial information characterizing X-ray diffraction data measured from bone samples with implanted tissues. The performance has been compared with a standard crystallographic technique in terms of accuracy and automation. The proposed approach is able to provide reliable tissue classification with a direct tissue visualization without requiring any user interaction. Copyright 2007 M. Ladisa et al. This is an open access article distributed under the Creative Commons Attribution License which permits unrestricted use distribution and reproduction in any medium provided the original work is properly cited. 1. INTRODUCTION One of the main goals of tissue engineering is the reconstruction of highly damaged bony segments. To this aim it is possible to exploit the patient s own cells which are isolated expanded in vitro loaded onto a bioceramic scaffold and finally reimplanted into the lesion site. Generally bone marrow stromal cells BMSC are adopted as described in 1 . In this respect it would be important to characterize the structure of the engineered bone and to evaluate whether the BMSC extracellular matrix deposition on a bioceramic scaffold repeats the morphogenesis of the natural bone development. In addition it is also interesting to look into the