\beamer@endinputifotherversion {3.36pt} \beamer@sectionintoc {1}{Paradigms for clustering}{3}{0}{1} \beamer@sectionintoc {2}{Parametric clustering algorithms (K given)}{7}{0}{2} \beamer@subsectionintoc {2}{1}{Cost based / hard clustering}{7}{0}{2} \beamer@sectionintoc {3}{Basic algorithms}{15}{0}{3} \beamer@subsectionintoc {3}{1}{K-means clustering and the quadratic distortion}{15}{0}{3} \beamer@subsectionintoc {3}{2}{Model based / soft clustering}{26}{0}{3} \beamer@sectionintoc {4}{Issues in parametric clustering}{46}{0}{4} \beamer@subsectionintoc {4}{1}{Selecting $K$}{46}{0}{4}