Data Mining Assignment

Data Mining Assignment-22
f) In an Internet search engine company, there is a need to find potential users who will click a particular advertisement on the webpage. f) In an Internet search engine company, there is a need to find potential users who will click a particular advertisement on the webpage. It belongs to Association Analysis g) Monitoring the heart rate of a patient for abnormalities. g) Monitoring the heart rate of a patient for abnormalities. Ans.) a) Sorting a student database based on student identification numbers. b) By looking at a CT scan, a doctor wants to identify if a patient has cancer or not. c) An image analyst obtains some new images and wants to automatically detect the number of distinct objects in the image. d) Predicting the outcomes of tossing a (fair) pair of dice. e) Predicting the future stock price of a company using historical records.

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A farmer’s yield of corn is expressed as a linear regression model based upon the input variable which is the number of days of sunlight during the growing season.

The model is express as Y = m X b where Y is the estimated corn yield in bushels per acre, m = 1.38 and b = 42.

Keep checking the announcements at the bottom of this page. Jiawei Han, Micheline Kamber and Jian Pei, Data Mining: Concepts and Techniques, Morgan Kaufmann Publishers, 2011 2.

Mohammad J Zaki and Wagner Meira Jr., Data Mining and Analysis: Fundamental Concepts and Algorithms, Cambridge University Press, 2014 4. Aggarwal, Data Mining: The Textbook, Springer, 2015 Lab Assignments Frequent Pattern Mining (Download from here ) Dataset: Right click here and select "save link as" to download Small Dataset: Right click here and select "save link as" to download Dataset in PDF (Download from here) Note: If the dataset in xml format is not opening in your computer because of its heavy size, there is no need to do that.

Data Mining Assignment-1 Q.1) Discuss whether or not each of the following activities is a data mining task.

If the answer is yes, then also specify which one of the following categories it will belong toi) ii) iii) iv) v) Classification Association Analysis Clustering Regression or Anomaly Detection a) Sorting a student database based on student identification numbers. The contents of both these files are exactly the same.21/02/2019 is the due date for submitting any two out of the three algorithms in task T1 plus all the remaining tasks using these implementations.Introduction to Data Mining and Analysis, Attribute Types, Kernel Methods, Statistical Descriptions of Data, Measuring Data Similarity and Dissimilarity, Data Preprocessing, Graph Data, High Dimensional Data Frequent Pattern Mining: Mining and Summarizing Itemsets, Graph Pattern Mining, Pattern and Rule Assessment, Correlation Analysis, Pattern Mining in Mulitlevel and Multidimensional Data, Mining High Dimensional Data and Colossal Patterns, Mining Compressed or Approximate Patterns Cluster Analysis: Representative-based Clustering, Hierarchical Clustering, Probabilistic Hierarchical Clustering, Density-based Clustering, Grid-based Clustering, Evaluation of Clustering, Probabilistic Model-based Clustering, Fuzzy Clustering, Clustering High Dimensional Data, Biclustering, Spectral and Graph Clustering, Clustering with Constraints Outlier Detection: Supervised, Semi-supervised, and Unsupervised Methods for Outlier Detection, Statistical Approaches, Proximity-based Approaches, Clustering-based Approaches, Classification-based Approaches, Mining Contextual and Collective Outliers, Outlier Detection in High Dimensional Data ♣ Tentative ♦ Some Quizzes and Exams will be open-book/notes.The exact format will be announced one day before the scheduled date.The model is express as Y = m X b where Y is the estimated sales in millions of dollars, m = .76 and b = 5.Assuming that the weather service is predicting 6 hurricanes during the season what are the sales in millions of dollars expected to be?Outlier Detection (Download from here ) Dataset: Right click here and select "save link as" to download Note: If the "Brighkite_total Checkins.txt" file is not opening in your computer because of its heavy size, there is no need to do that.: The answer sheets of Quiz 2 and End Sem examination will be shown today during 3-4pm in the lab (L2, CSE block).03/03/2019 is the due date for submitting the remaining implementation of T1 and the remaining part in T2.Cluster Analysis (Download from here ) Dataset: Right click here and select "save link as" to download Note: If the "Brighkite_total Checkins.txt" file is not opening in your computer because of its heavy size, there is no need to do that.

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