Data Mining has been studied for many years there are so much still left to explore.In this book one of the research area of data mining i.e, high dimensional data clustering has been studied and explored.Literature survey of related research has been explained in detail and how new model can be used to extract information from raw data and knowledge from that particular information. Gaining knowledge from information is an art and in this book different algorithms are used to get that final knowledge also proposed an algorithm which explained in a lucid and reader friendly manner.