Unlike some other reproductions of classic texts (1) We have not used OCR(Optical Character Recognition), as this leads to bad quality books with introduced typos. (2) In books where there are images such as portraits, maps, sketches etc We have endeavoured to keep the quality of these images, so they represent accurately the original artefact. Although occasionally there may be certain imperfections with these old texts, we feel they deserve to be made available for future generations to enjoy.

1.Provides clinical certainty about difficult and controversial areas of vascular malformation 2. Explains how to incorporate genetic studies to aid diagnosis 3. Illustrates and explains unique findings from world experts 4. Includes evidence-based material to reflect research from the last 2 decades 5.Multiple colour illustrations and clear explanations make the text easy to absorb.

In response to scientific needs for more diverse and structured explanations of statistical data, researchers have discovered how to model individual data points as belonging to multiple groups. Handbook of Mixed Membership Models and Their Applications shows you how to use these flexible modeling tools to uncover hidden patterns in modern high-dimensional multivariate data. It explores the use of the models in various application settings, including survey data, population genetics, text analysis, image processing and annotation, and molecular biology. Through examples using real data sets, you'll discover how to characterize complex multivariate data in: Studies involving genetic databases Patterns in the progression of diseases and disabilities Combinations of topics covered by text documents Political ideology or electorate voting patterns Heterogeneous relationships in networks, and much more The handbook spans more than 20 years of the editors' and contributors' statistical work in the field. Top researchers compare partial and mixed membership models, explain how to interpret mixed membership, delve into factor analysis, and describe nonparametric mixed membership models. They also present extensions of the mixed membership model for text analysis, sequence and rank data, and network data as well as semi-supervised mixed membership models.

In response to scientific needs for more diverse and structured explanations of statistical data, researchers have discovered how to model individual data points as belonging to multiple groups. Handbook of Mixed Membership Models and Their Applications shows you how to use these flexible modeling tools to uncover hidden patterns in modern high-dimensional multivariate data. It explores the use of the models in various application settings, including survey data, population genetics, text analysis, image processing and annotation, and molecular biology. Through examples using real data sets, you'll discover how to characterize complex multivariate data in: Studies involving genetic databases Patterns in the progression of diseases and disabilities Combinations of topics covered by text documents Political ideology or electorate voting patterns Heterogeneous relationships in networks, and much more The handbook spans more than 20 years of the editors' and contributors' statistical work in the field. Top researchers compare partial and mixed membership models, explain how to interpret mixed membership, delve into factor analysis, and describe nonparametric mixed membership models. They also present extensions of the mixed membership model for text analysis, sequence and rank data, and network data as well as semi-supervised mixed membership models.

This new book on vascular malformations brings together international experts to present advances and discuss controversies in the multidisciplinary management of patients with congenital vascular malformations. Major advances in recent years in medical genetics, and tremendous progress in the fields of imaging and minimally invasive percutaneous interventions have revolutionized both evaluation and management of vascular malformations. The six major parts of this state of the art book ensure that the reader has the most up to date valuable clinical information to ensure the delivery of world class clinical practice. Beautifully illustrated with color line drawings, numerous photographs and informative tables, the advances and controversies of the full spectrum of vascular malformations are presented in 90 definitive chapters. Vascular Malformations brings new information and unparalleled insights to vascular specialists and physicians, trainees and allied health professionals who participate in the care of patients with vascular malformations, either in a private practice setting or at a major institution in an interdisciplinary vascular center.