In this paper, we describe the formatting guidelines for ACM SIG Proceedings. Knowledge discovery is the process of analysing data for future planning. The nature of data and anomalies are different in different record data sets. The problem of detecting contextual anomalies in data sets is also different from the traditional anomaly detection problem. A time series is a chronological sequence ...