
Chapter 20 uses Google Flu Trends, Autism, and Parkinson’s
disease casestudies to illustrate (1) alternative forecasting types
using linear and nonlinear predictions, (2) exhaustive and…
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SOCR Resource, University of Michigan Rights
CCBY Credits
SOCR, MIDAS, HBBS, DCMB, University of Michigan Creation Date
August 29th, 2017


DSPA Chapter 19 Text Mining (TM) and Natural Language Processing (NLP)Natural Language Processing (NLP) and Text Mining (TM) refer to
automated machinedriven algorithms for semantically mapping,…
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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…
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SOCR Resource, University of Michigan Rights
CCBY Credits
SOCR, MIDAS, HBBS, DCMB, University of Michigan Creation Date
August 1st, 2017


DSPA Chapter 12: kMeans Clustering In this chapter, we will present (1) clustering as a machine learning task, (2) the silhouette plots for classification evaluation, (3) the kMeans
clustering…
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SOCR Resource, University of Michigan Rights
CCBY Credits
SOCR, MIDAS, HBBS, DCMB, University of Michigan Creation Date
August 1st, 2017


DSPA Chapter 5 Dimensionality Reduction Dimensionality reduction techniques enable exploratory data analyses
by reducing the complexity of the dataset, still approximately
preserving important…
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SOCR Resource, University of Michigan Rights
CCBY Credits
SOCR, MIDAS, HBBS, DCMB, University of Michigan Creation Date
August 1st, 2017


DSPA Chapter 3 Data Visualization In this chapter, we use a broad range of simulations and handson
activities to highlight some of the basic data visualization techniques
using R. A brief…
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SOCR Resource, University of Michigan Rights
CCBY Credits
SOCR, MIDAS, HBBS, DCMB, University of Michigan Creation Date
August 1st, 2017


DSPA Chapter 6: kNearest Neighbors Classification In the next several chapters we will concentrate of various
progressively advanced machine learning, classificaiton and clustering
techniques.…
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S Creation Date
August 1st, 2017


DSPA: Chapter 1 Foundations of R This chapter introduces the foundations of R programming for
visualization, statistical computing and scientific inference.
Specifically, in this chapter we will…
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SOCR Resource, University of Michigan Rights
CCBY Credits
SOCR, MIDAS, HBBS, DCMB, University of Michigan Creation Date
August 1st, 2017


DSPA Overview This Data Science and Predictive Analytics (DSPA) course is offered by Prof. Ivo Dinov at the University of Michigan. The package of materials
collectively aim to provide learners…
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SOCR Resource, University of Michigan Rights
CCBY Credits
SOCR, MIDAS, HBBS, DCMB, University of Michigan Creation Date
August 1st, 2017


Data Science and Predictive Analytics (DSPA) course This open graduate course will provide a general overview of the principles, concepts,
techniques, tools and services for managing,…
Stewardship
SOCR Resource, University of Michigan Rights
CCBY Credits
SOCR, MIDAS, HBBS, DCMB, University of Michigan Creation Date
August 1st, 2017
