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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 1,
4 motivating challenge of using d...,
2 type of data mining tasks 3
12
cards
OLTP & OLAP
3 type of subject oriented schema 1,
Workload of oltp olap 2,
Architectural of oltp olap 3
17
cards
Data Types
Data 1,
Attributes 2,
4 features of data types 3
5
cards
Data Quality & Proximinity Measurement
Noise 1,
Outliers 2,
Missing values 3
11
cards
Data Preprocessing
8 step of data preprocessing 1,
5 type of error data 2,
Sampling 3
20
cards
Classification
Classification 1,
2 approach of building model 2,
4 types of classification 3
11
cards
Classification Measures
6 performance measures for classi...,
Receiver operating characteristic...
2
cards
Regression
Regression analysis 1,
2 type of regression analysis 2,
4 type of performance measures fo...
5
cards
k-Nearest Neighbor (k-NN)
2 type of k nearest neighbor 1,
4 requirement of k nearest neighb...,
2 phase of k nn algorithm 3
4
cards
Support Vector Machine
Support vector machine 1,
Support vector 2,
Decision boundary 3
9
cards
Rule-Based Classifiers
Rule based classifier 1,
Coverage of a rule 2,
Accuracy of a rule 3
9
cards
Underfitting and Overfitting
4 reasons of overfitting 1,
2 sign of overfitting 2,
3 overfitting remedy 3
11
cards
Ensemble Learning
Ensemble learning 1,
2 way to constructing ensemble me...,
4 approach to manipulating traini...
6
cards
Association Analysis
Association rule mining 1,
2 rule evaluation metrics 2,
3 step of brute force approach 3
7
cards
Clustering
Clustering 1,
4 type of image segmentation 2,
3 types of clusters 3
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 1,
2 way to estimate probabilities f...,
3 advantage of naive bayes 3
4
cards
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Data Mining
- Class purpose General learning
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