In this book some models of Multiple Attribute Decision Making are proposed and solved under fuzziness. Some of the algorithms related to decision making methods has been developed. The concept of known and unknown preference weight has been discussed. Some of the applications have been proposed based on algorithm. To take selection decision based on both quantitative and qualitative performance rating, pertaining to desired closeness among the available facilities has been discussed.