A non-linear and/or non-normal filter is proposed in this paper. Generating random draws of the state vector directly from the filtering density, the filtering estimate is obtained, which gives us a recursive algorithm. There, we do not evaluate any integration included in the density-based filtering algorithm such as the numerical integration procedure and the Monte-Carlo integration approach. The Monte-Carlo experiments indicate that the proposed non-linear and non-normal filter shows a good performance.