Data Mining

What is the main goal of data mining?
To extract useful information from large datasets
To create new datasets
To delete irrelevant data
To analyze small datasets
Which of the following is a commonly used data mining technique?
Clustering
Regression
Data visualization
Decision trees
What is the process of transforming raw data into a more suitable format for analysis called?
Which of the following is an example of supervised learning in data mining?
Classification
Association rule mining
Clustering
Dimensionality reduction
What is the term used to describe the process of discovering hidden patterns or relationships in data?
Which of the following is a common data mining algorithm used for anomaly detection?
Isolation Forest
K-means clustering
Apriori algorithm
Principal Component Analysis
What is the term used to describe the process of grouping similar data points together?
Which of the following is a common evaluation metric used in classification tasks?
Accuracy
Precision
Recall
F1 score
What is the term used to describe the process of reducing the dimensionality of a dataset while preserving its important characteristics?
Which of the following is an example of unsupervised learning in data mining?
Clustering
Decision trees
Support Vector Machines
Random Forests
What is the term used to describe the process of predicting a continuous value based on input variables?
Which of the following is a common data mining technique used for market basket analysis?
Association rule mining
Naive Bayes classification
Decision trees
K-means clustering
What is the term used to describe the process of transforming categorical variables into numerical representations?
Which of the following is a common data mining technique used for text analysis?
Text classification
Sentiment analysis
Clustering
Regression
What is the term used to describe the process of finding frequent itemsets in transactional datasets?
Which of the following is a common data mining technique used for anomaly detection in network traffic?
Network intrusion detection
Principal Component Analysis
Apriori algorithm
K-means clustering
What is the term used to describe the process of predicting a categorical value based on input variables?
Which of the following is a common evaluation metric used in clustering tasks?
Silhouette coefficient
Rand index
F1 score
Accuracy
What is the term used to describe the process of discovering sequential patterns in time series data?
Which of the following is a common data mining technique used for recommendation systems?
Collaborative filtering
Support Vector Machines
Decision trees
K-means clustering
What is the term used to describe the process of imputing missing values in a dataset?
Which of the following is a common data mining technique used for sentiment analysis of social media data?
Text classification
Regression
Clustering
Association rule mining
What is the term used to describe the process of discovering rules that describe associations between variables in a dataset?
Which of the following is a common data mining technique used for fraud detection?
Anomaly detection
Decision trees
Neural networks
Support Vector Machines
What is the term used to describe the process of reducing noise or irrelevant information from a dataset?
Which of the following is a common data mining technique used for image recognition?
Convolutional Neural Networks
Principal Component Analysis
Apriori algorithm
K-means clustering
What is the term used to describe the process of discovering rules that describe sequential patterns in temporal datasets?
Which of the following is a common data mining technique used for customer segmentation?
Clustering
Decision trees
Regression
K-means clustering
What is the term used to describe the process of transforming numerical variables into categorical representations?
Which of the following is a common data mining technique used for time series forecasting?
ARIMA models
Support Vector Machines
Decision trees
K-means clustering
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