
Chapter 21 covers (1) constrained and unconstrained
optimization, (2) Lagrange multipliers, (3) linear, quadratic and
(general) nonlinear programming, and (4) data denoising.
Stewardship
SOCR Resource, University of Michigan Rights
CCBY Credits
SOCR, MIDAS, HBBS, DCMB, University of Michigan Creation Date
August 29th, 2017


DSPA Chapter 18 Big Longitudinal Data Analysis (Timeseries GEE GLMM SEM)The timevarying (longitudinal) characteristics of large information
flows represent a special case of the complexity, dynamic…
Stewardship
SOCR Resource, University of Michigan Rights
CCBY Credits
SOCR, MIDAS, HBBS, DCMB, University of Michigan Creation Date
July 1st, 2017


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
CCBY Credits
SOCR, MIDAS, HBBS, DCMB, University of Michigan Creation Date
July 1st, 2017


DSPA Chapter 4 Linear Algebra and Matrix Computing Linear algebra is a branch of mathematics that studies linear
associations using vectors, vectorspaces, linear equations, linear
transformations…
Stewardship
SOCR Resource, University of Michigan Rights
CCBY Credits
SOCR, MIDAS, HBBS, DCMB, University of Michigan Creation Date
August 1st, 2017


DSPA Chapter 10 SVM Classification In this chapter, we are going to cover two very powerful
machinelearning algorithms. These techniques have complex mathematical
formulations, however, efficient…
Stewardship
SOCR Resource, University of Michigan Rights
CCBY Credits
SOCR, MIDAS, HBBS, DCMB, University of Michigan Creation Date
August 1st, 2017


DSPA Chapter 9: Regression Classification In previous chapters (6, 7, and 8),
we covered some classification methods that use mathematical formalism
to address everyday life prediction problems.…
Stewardship
SOCR Resource, University of Michigan Rights
CCBY Credits
SOCR, MIDAS, HBBS, DCMB, University of Michigan 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
CCBY Credits
SOCR, MIDAS, HBBS, DCMB, University of Michigan Creation Date
August 1st, 2017
