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.

Incorporating more than 20 years of the editors' and contributors' statistical work in mixed membership modeling, this handbook shows 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, readers will discover how to characterize complex multivariate data in a range of areas.

Handbook of modern accounting in the USA, with emphasis on the integration of EDP and other sophisticated developments with the more traditional procedures - covers auditing, budgeting, cost accounting, divisional reports and records maintenance, mergers, production costs, overhead costs and labour costs, securities and investment returns, utilization of capital resources, etc., and integrates recent rulings of the accounting principles board and the sec. Flow charts and references.

As the standard reference in the field, this edited handbook focuses on how a school psychologist can operate and create change within the educational system instead of focusing solely on the diagnosis and treatment of an individual. Chapters have been updated and revised to provide a contemporary view of the field.

From standard programming topics such as files, threads, pipes, and porting, to new concepts like CID (Configuration, Installation, and Distribution) and SOM (System Object Model), this is a thorough, functional and easy-to-use programming handbook for OS/2 2.1 applications.