Free PDF BookStatistical Image Processing and Multidimensional Modeling (Information Science and Statistics)

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Book Details :
Published on: 2010-10-26
Released on:
Original language: English

Images are all around us! The proliferation of low-cost, high-quality imaging devices has led to an explosion in acquired images. When these images are acquired from a microscope, telescope, satellite, or medical imaging device, there is a statistical image processing task: the inference of something—an artery, a road, a DNA marker, an oil spill—from imagery, possibly noisy, blurry, or incomplete. A great many textbooks have been written on image processing. However this book does not so much focus on images, per se, but rather on spatial data sets, with one or more measurements taken over a two or higher dimensional space, and to which standard image-processing algorithms may not apply. There are many important data analysis methods developed in this text for such statistical image problems. Examples abound throughout remote sensing (satellite data mapping, data assimilation, climate-change studies, land use), medical imaging (organ segmentation, anomaly detection), computer vision (image classification, segmentation), and other 2D/3D problems (biological imaging, porous media). The goal, then, of this text is to address methods for solving multidimensional statistical problems. The text strikes a balance between mathematics and theory on the one hand, versus applications and algorithms on the other, by deliberately developing the basic theory (Part I), the mathematical modeling (Part II), and the algorithmic and numerical methods (Part III) of solving a given problem. The particular emphases of the book include inverse problems, multidimensional modeling, random fields, and hierarchical methods. Annual Review of Statistics and Its Application Home The Annual Review of Statistics and Its Application informs statisticians and users of statistics about major methodological advances and the computational tools ... Statistics and Machine Learning Toolbox - MATLAB Statistics and Machine Learning Toolbox provides functions and apps to describe analyze and model data. You can use descriptive statistics and plots for ... The 1998 ACM Computing Classification System Association ... * Indicates that the classification is no longer used as of January 1991 but that the item is still searchable for previously classified documents. 2013 Meetings Around the World - Institute of Mathematical ... IMS Annual Meeting/Joint Statistical Meetings. August 3 2013 August 8 2013. Montral Quebec Canada (IMS Sponsored Meeting) Topics in Statistical Data Analysis: Revealing Facts from Data Revealing Facts From Data. USA Site. This site offers information on statistical data analysis. It describes time series analysis popular distributions and other ... Graduate School of Operational and Information Sciences ... Graduate School of Operational and Information Sciences (GSOIS) Website. my.nps.edu/web/gsois. Dean. Gordon McCormick Ph.D. Naval Postgraduate School TTIC Courses TTIC 31010 - Algorithms (CMSC 37000) 100 units. Chuzhoy Julia and Makarychev Yury. This is a graduate level course on algorithms with the emphasis on central ... List of statistics articles - Wikipedia Statistics; Outline; Statisticians; Glossary; Notation; Journals; Lists of topics; Articles; Portal; Category Image Analysis and Mathematical Morphology Marcin Iwanowski Pierre Soille Morphological refinement of an image segmentation Proceedings of the 11th international conference on Computer Analysis of Images ... Home - Springer Providing researchers with access to millions of scientific documents from journals books series protocols and reference works.
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