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Methods of Microarray Data Analysis
Microarray technology is a major experimental tool for functional genomic explorations, and will continue to be a major tool throughout this decade and beyond. The recent explosion of this technology threatens to overwhelm the scientific community with massive quantities of data. Because microarray data analysis is an emerging field, very few analytical models currently exist. Methods of Microarray Data Analysis is one of the first books dedicated to this exciting new field. In a single reference, readers can learn about the most up-to-date methods ranging from data normalization, feature selection and discriminative analysis to machine learning techniques. Currently, there are no standard p...
Applied Machine Learning Using mlr3 in R
mlr3 is an award-winning ecosystem of R packages that have been developed to enable state-of-the-art machine learning capabilities in R. Applied Machine Learning Using mlr3 in R gives an overview of flexible and robust machine learning methods, with an emphasis on how to implement them using mlr3 in R. It covers various key topics, including basic machine learning tasks, such as building and evaluating a predictive model; hyperparameter tuning of machine learning approaches to obtain peak performance; building machine learning pipelines that perform complex operations such as pre-processing followed by modelling followed by aggregation of predictions; and extending the mlr3 ecosystem with cu...
Realty and Building
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Leadership and Talent Management in a Digital World
Renommierte Wissenschaftler, erfahrene Fuhrungskrafte und Unternehmensberater diskutieren die jungsten Entwicklungen auf dem Gebiet des Talent Management und die sich daraus ergebenden Implikationen fur die Forschung und die Unternehmenspraxis. Besonderes Augenmerk legen die Autoren des Herausgeberwerks auf die Ruckschlusse, die sich aus der zunehmenden Bedeutung des Digital Business fur die strategische Planung sowie die operative Umsetzung eines erfolgreichen Talent Management ergeben. Ein weiterer Fokus des Buches liegt auf den Folgen, die sich aus dem Mega-Trend der Digitalisierung fur die Fuhrung von Unternehmen ergeben. Der Sammelband konzentriert sich somit auf folgende zwei Schwerpun...
Handbook of Big Data
Handbook of Big Data provides a state-of-the-art overview of the analysis of large-scale datasets. Featuring contributions from well-known experts in statistics and computer science, this handbook presents a carefully curated collection of techniques from both industry and academia. Thus, the text instills a working understanding of key statistical
