ine used tor 2 cinto) Erplain the Development Cycle in a Typlcal Internet Search Eng nen content mining? 2 pcints) What is the Social Media Analytics? analysis for web uang 32 pcints) Draw a diagram to show the clickstrear 4 2 cints) why do w S 2 scints) Compare between k- e need to remove stopwords for Text pre-processing in text mining means partitioning algorithm and hierarchical clustering aigcntims with respect to time complexity? 2 pints) Compare between the two Hierarchical clustering Methods: AGIES (Agglomerative Nesting), and DIANA (Divisive Analysis): 2pcints) Draw or write the steps for the development process of an artificial neural rencrk (ANN)? a 2points) Explain the Over-fitting problem in Neural Network and how i can be handled? 9 (2 points) Treditional classification methods assume a balanced distribution of classe:s and equal error costs: how to solve the class-imbalanced data problem? 10 (2 points) Write three problems with the association rule mining? 1 2pon ts) Explain how to use the k-fold cross-validation technique to estimate classifier acaurecy? 12 2 points) What are the Factors Affecting Complexity of Association Rule Mining 13 (2 points) Compare between Bagging and Boosting for Increasing Classifier accuracy 14 (2 points) Explain how to calculate the Silhouette Coefficient Measure for cluster validity? 15 (2 points) In real-world data, tuples with noisy values for some attributes are a common courrence. Describe various methods for handling this problem 16 (2 points) What are the measures for data quality