The book is written in English Text is based on lectures in measure and integration theory given by the authors in the nineties. The preparation of this manuscript was partially supported by the grant No. 201/93/2174 of the Czech Grant Agency and by the grant No. 354 of the Charles University, Prague. Small corrections have been prepared for issues...