Risk-based assessment in pipe conditions mainly focuses on prioritizing the most critical assets by evaluating risk of failure. This paper's goal is to classify a comprehensive rating model which obtained based series pipe, external, and hydraulic characteristics that are identified for proposed methodology. The traditional manual method assessing sewage structural takes long time. By building ...

Conditional t-SNE (ct-SNE) is a recent extension to that allows removal of known cluster information from the embedding, obtain visualization revealing structure beyond label information. This useful, for example, when one wants factor out unwanted differences between set classes. We show ct-SNE fails in many realistic settings, namely if data well clustered over labels original high-dimensiona...

If we pick n random points uniformly in [0, 1]d and connect each point to its k−nearest neighbors, then it is well known that there exists a giant connected component with high probability. We prove that in [0, 1]d it suffices to connect every point to cd,1 log logn points chosen randomly among its cd,2 logn−nearest neighbors to ensure a giant component of size n− o(n) with high probability. Th...