NURS 655 Week 5 Discussion 1 & 2 Latest

DQ 1

Discuss the challenges associated with “free-text” clinical information (e.g., Nursing Progress Notes).

DQ 2

Compare and contrast supervised and unsupervised learning as discussed in your readings. Give specific examples to explain both.

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Week 5 Data Mining Software Exercise

This assignment gives you the opportunity to demonstrate your ability to use data mining software.

Download the program RapidMiner (available for Windows or MAC IOS 10.8+) from: https://rapidminer.com/ and register using your WCU student email. (After the 15-day free trial, you can register for a free education license if you’d like. You’ll receive an email from RapidMiner with instructions.)

When you open the program for the first time, tutorials will automatically come up on the left side of the platform’s screen. If you lose this window, click on the file folder icon a the top and choose the Learn option to get it back.

Complete each tutorial within the program and take a screenshot of the results as you finish each one. (list of tutorials provided below)

After you finish the tutorials, submit your screenshots for grading.

Basics

Operators and Processes

Modeling

Accessing Data

Filtering and Sorting

Merging and Grouping

Creating and Removing Columns

Changing Types and Roles

More Modeling

Data Handling

Handle Missing Values

Normalization and Outlier Detection

Pivoting and Renaming

Macros and Sampling

Looping, Branching, and Appending

Writing Data

Modeling, Scoring and Validation

Modeling

Scoring

Test Splits and Validation

Cross Validation

Visual Model Comparison

RapidMiner Server

RapidMiner Radoop

See Assignment Resources below for further RapidMiner support videos.

NURS 655 Week 6 Discussion 1 & 2 Latest

DQ 1

Describe social media analytics and give one example of its application in health care.

DQ 2

Examine one major challenge faced by researchers and practitioners with temporal healthcare data mining and propose a future research direction.

Week 6 EHR Data Mining Challenges Paper

Discuss the challenges faced by EHR data mining in a two-page paper in APA format. Make sure to include the following:

What is the potential of healthcare data mining?

How can it benefit or improve patient outcomes?

Include 2–3 scholarly resources in APA format. Examples of scholarly sources include professional journal articles and books obtained from library databases, national guidelines, and informatics organizations, published within the last five years.

NURS 655 Week 5 Discussion 1 & 2 Latest