Introduction to Data Mining, (First Edition)

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Isolation-Based Anomaly Detection (2012, methodology): “6.3 Model-Based Approach To detect anomalies, most existing model-based methods construct a model of the data, then identify the anomalies as the data points that do not .t the model well [Tan et al. 2005].”
Differential Privacy in Telco Big Data Platform (2015, methodology): “The algorithm skeleton of a DT generation is shown in Algorithm 1 [30], which works recursively by selecting the best feature to split the training records until the stopping condition of generating a leaf node is achieved [30].”
A Survey of Evolutionary Algorithms for Decision-Tree Induction (2012, background): “Besides, the induced model usually presents a good generalization ability [1], [2].”
Hubs in Space: Popular Nearest Neighbors in High-Dimensional Data (2010, background): “Since antihubs are far away from all other points, in high dimensions they can be regarded as distance-basedoutliers(Tan et al., 2005).”