|
DSPA Chapter 16 (Variable Selection) As we mentioned in Chapter 15,
variable selection is very important when dealing with bioinformatics,
healthcare, and biomedical data where we may have more…
Stewardship
SOCR Resource, University of Michigan Rights
CC-BY Credits
SOCR, MIDAS, HBBS, DCMB, University of Michigan Creation Date
July 1st, 2017
|
|
DSPA Chapter 12: k-Means Clustering In this chapter, we will present (1) clustering as a machine learning task, (2) the silhouette plots for classification evaluation, (3) the k-Means
clustering…
Stewardship
SOCR Resource, University of Michigan Rights
CC-BY Credits
SOCR, MIDAS, HBBS, DCMB, University of Michigan Creation Date
August 1st, 2017
|
|
DSPA Chapter 13 Model Evaluation In this chapter, we will discuss (1) various evaluation strategies for
prediction, clustering, classification, regression, and decision trees,
(2) visualization…
Stewardship
SOCR Resource, University of Michigan Rights
CC-BY Credits
SOCR, MIDAS, HBBS, DCMB, University of Michigan Creation Date
August 1st, 2017
|
|
DSPA Chapter 14 Improvement of Model Performance We already explored several alternative machine learning (ML) methods
for prediction, classification, clustering and outcome forecasting. In
many…
Stewardship
SOCR Resource, University of Michigan Rights
CC-BY Credits
SOCR, MIDAS, HBBS, DCMB, University of Michigan Creation Date
August 1st, 2017
|
|
DSPA Chapter 8 Decision Tree Classification In this chapter, we will (1) see a simple motivational example of
decision trees based on the Iris data, (2) describe decision-tree divide
and conquer…
Stewardship
SOCR Resource, University of Michigan Rights
CC-BY Credits
SOCR, MIDAS, HBBS, DCMB, University of Michigan Creation Date
August 1st, 2017
|
|
DSPA Chapter 11 Apriori Association Rule Learning HTTP cookies are
used to track web-surfing the Internet traffic. We often notice that
promotions (ads) on websites tend to match our needs,…
Stewardship
SOCR Resource, University of Michigan Rights
CC-BY Credits
SOCR, MIDAS, HBBS, DCMB, University of Michigan Creation Date
August 1st, 2017
|
|
DSPA Chapter 6: k-Nearest Neighbors Classification In the next several chapters we will concentrate of various
progressively advanced machine learning, classificaiton and clustering
techniques.…
Stewardship
SOCR Resource, University of Michigan Rights
CC-BY Credits
S Creation Date
August 1st, 2017
|
|
DSPA Chapter 7 Naive Bayes Classification Please review the introduction to Chapter 6,
where we described the types of machine learning methods and presented
lazy classification for numerical…
Stewardship
SOCR Resource, University of Michigan Rights
CC-BY Credits
SOCR, MIDAS, HBBS, DCMB, University of Michigan Creation Date
August 1st, 2017
|