Varimax Rotation and Thereafter: Tutorial on PCA Using Linear Algebra, Visualization, and Python Programming for R and Q analysis

2018 ◽  
Vol 3 (1) ◽  
pp. 79-130
Author(s):  
Byung Lee
Pflege ◽  
2014 ◽  
Vol 27 (6) ◽  
pp. 393-403
Author(s):  
Heidi Petry ◽  
Susanne Suter-Riederer ◽  
Carmen Kerker-Specker ◽  
Lorenz Imhof

Hintergrund: Patientenzentrierte und individuell ausgerichtete Angebote, wie die häusliche Beratung durch Pflegeexpertinnen-APN (Advanced Practice Nurses), eignen sich besonders, chronisch kranke alte Menschen in einer möglichst selbstständigen Lebensführung zu unterstützen. Methode: Um die Qualität einer patientenzentrierten Beratung zu evaluieren, wurde ein 23-Item Instrument entwickelt und seine psychometrischen Eigenschaften mit einer Stichprobe von 206 Personen, die 80 Jahre und älter waren getestet. Ziel: Ziel dieses Artikels ist es, die Entwicklung und Evaluation des APN-BQ zu beschreiben. Die psychometrische Testung des Instruments erfolgte anhand einer Hauptkomponentenanalyse mit Varimax-Rotation. Ergebnisse: Die Analyse ergab eine stabile vier Faktorenstruktur (FS = 0,91) mit 19 Items. Alle Faktoren hatten eine Faktorladung > 0,45. Die interne Konsistenz der Gesamtskala ergab einen Wert von Cronbachs alpha 0,86. Die hohe Rücklaufquote der Fragebogen und die Tatsache, dass 98,8 % der Fragen beantwortet wurden, bestätigten die Anwendungsfreundlichkeit und Akzeptanz des Instruments. Schlussfolgerungen: Das APN-BQ erwies sich als zuverlässiges und in Bezug auf Inhalt und Konstrukt valides Instrument, die Struktur-, Prozess- und Ergebnisqualität einer patientenzentrierten Beratungsintervention in der gemeindenahen Versorgung sowie das Ausmaß der Partizipation und Selbstbefähigung (Empowerment) der zu Beratenden zu messen.


Author(s):  
Mihály Bakonyi ◽  
Hugo J. Woerdeman

Intensive research in matrix completions, moments, and sums of Hermitian squares has yielded a multitude of results in recent decades. This book provides a comprehensive account of this quickly developing area of mathematics and applications and gives complete proofs of many recently solved problems. With MATLAB codes and more than two hundred exercises, the book is ideal for a special topics course for graduate or advanced undergraduate students in mathematics or engineering, and will also be a valuable resource for researchers. Often driven by questions from signal processing, control theory, and quantum information, the subject of this book has inspired mathematicians from many subdisciplines, including linear algebra, operator theory, measure theory, and complex function theory. In turn, the applications are being pursued by researchers in areas such as electrical engineering, computer science, and physics. The book is self-contained, has many examples, and for the most part requires only a basic background in undergraduate mathematics, primarily linear algebra and some complex analysis. The book also includes an extensive discussion of the literature, with close to six hundred references from books and journals from a wide variety of disciplines.


Author(s):  
Leiba Rodman

Quaternions are a number system that has become increasingly useful for representing the rotations of objects in three-dimensional space and has important applications in theoretical and applied mathematics, physics, computer science, and engineering. This is the first book to provide a systematic, accessible, and self-contained exposition of quaternion linear algebra. It features previously unpublished research results with complete proofs and many open problems at various levels, as well as more than 200 exercises to facilitate use by students and instructors. Applications presented in the book include numerical ranges, invariant semidefinite subspaces, differential equations with symmetries, and matrix equations. Designed for researchers and students across a variety of disciplines, the book can be read by anyone with a background in linear algebra, rudimentary complex analysis, and some multivariable calculus. Instructors will find it useful as a complementary text for undergraduate linear algebra courses or as a basis for a graduate course in linear algebra. The open problems can serve as research projects for undergraduates, topics for graduate students, or problems to be tackled by professional research mathematicians. The book is also an invaluable reference tool for researchers in fields where techniques based on quaternion analysis are used.


2020 ◽  
Vol 65 (1) ◽  
pp. 96-104
Author(s):  
Tatian-Cristian Mălin

We introduce in this paper an application developed in the Python programming language that can be used to generate digital signals with known frequencies and amplitudes. These digital signals, since have known parameters, can be used to create benchmarks for test and numerical simulation.


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