When applied to multidimensional problems, conventional numerical methods suffer from the so-called curse of dimensionality , which cannot be eliminated by parallel methods and high-performance computers. In this book, the authors explain basic tensor formats and algorithms, showing how Tucker tensor decompositions originating from chemometrics brought about a revolution when applied to problems of numerical analysis.