Multivariate Data Analysis for Root Cause Analyses and Time-of-Flight Secondary Ion Mass Spectrometr

The textbook "Multivariate Data Analysis for Root Cause Analyses and Time-of-Flight Secondary Ion Mass Spectrometry" by Danica Heller-Krippendorf offers a comprehensive examination of multivariate data analysis (MVA) in the context of industrial applications. The author develops concepts and approaches that optimize the applicability of MVA to datasets from industrial practice. A central concern of the book is the temporal efficiency in the collection and analysis of ToF SIMS data. Heller-Krippendorf places particular emphasis on the strategic selection of input data and the appropriate methods for data preprocessing to enhance the efficiency of the analysis. Additionally, methods for more effective evaluation of MVA results are presented, providing professionals in analytics with valuable insights and tools.