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.