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Ling Hao Lee
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Decks in this class (17)
Introduction To Data Mining
4 reasons of using data mining,
4 motivating challenge of using d...,
2 type of data mining tasks
12
cards
OLTP & OLAP
3 type of subject oriented schema,
Workload of oltp olap,
Architectural of oltp olap
17
cards
Data Types
Dataattributes a property or char...,
Attributes,
4 features of data types
5
cards
Data Quality & Proximinity Measurement
Noise,
Outliers,
Missing values
11
cards
Data Preprocessing
8 step of data preprocessing,
5 type of error data,
Sampling
20
cards
Classification
Classification,
2 approach of building classifica...,
4 types of classification
11
cards
Classification Measures
6 performance measures for classi...,
Receiver operating characteristic...
2
cards
Regression
Regression analysis,
2 type of regression analysis,
4 type of performance measures
5
cards
k-Nearest Neighbor (k-NN)
2 type of k nearest neighbor,
4 requirement of k nearest neighb...,
2 phase of k nn algorithm
4
cards
Support Vector Machine
Support vector machine,
Support vector any instance locat...,
Decision boundary entirely determ...
9
cards
Rule-Based Classifiers
Rule based classifier,
Coverage of a rule,
Accuracy of a rule
9
cards
Underfitting and Overfitting
4 reasons of overfittinglimited t...,
2 sign of overfitting,
3 overfitting remedy
11
cards
Ensemble Learning
Ensemble learning,
2 way to constructing ensemble me...,
4 approach to manipulating traini...
6
cards
Association Analysis
Association rule mining,
2 rule evaluation metrics,
3 step of brute force approach
7
cards
Clustering
Clustering,
4 type of image segmentation,
3 types of clusters
15
cards
Anomaly Detection
Anomaly detection deviation detec...,
2 characteristics of anomaly dete...,
2 type of model based anomaly det...
5
cards
Naïve Bayes Classifier
Bayes classifier,
2 way to estimate probabilities f...,
3 advantage of naive bayesworked ...
4
cards
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Data Mining
- Class purpose General learning
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