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Identifying dependent and independent variables and simple linear regression

Variables
This is a two-part assignment that will be submitted as one document. You
do not need to include the introduction or conclusion sections. Be sure that
you read the instructions here very carefully before you begin.
Part I. To complete the first part of this assignment, follow these instructions
to locate information that will help you practice ic. With this information,
you will explain assumptions and interpret statistics (F- and R-square).
Steps:
▪ Go to the US Department of Education: College Scoreboard. Then
select Search Field of Study.
▪ In the search bar, type in Public Administration, and then press enter.
▪ Select only Bachelor’s Degree and leave the Location field blank.
(You will have a list of approximately 200 public and private colleges
and universities. From the list of schools, select a minimum of 12
public colleges and universities. Ignore all private colleges and
universities).
▪ Select the Public Administration link under Bachelor’s Degree. (You
will see the Graduation Rate, Average Annual Costs, and Salary After
Completing Field of Study).
▪ Build a table from the information you collected. Ignore any public
college or university that does not provide all three data categories.
Utilizing the software of your choice, use this information to create a
table from the information you collected.
▪ create scatter plots, and
▪ conduct simple linear and multiple least squares regression
analysis.
Once you have completed the above steps, you will:
▪ Report on the simple linear regression scatter plot:
▪ Import the simple linear regression scatter plot into a word
document in APA Style and format.
▪ Import the simple linear regression analysis results in a word
document, in APA style and format.
▪ Explain if any assumptions of simple linear regression were
violated.
▪ Interpret the F-statistic, the R-square statistic, the significance
of the coefficient, t-test, and the significant coefficients.

▪ Report on the multiple regression scatter plot.
▪ Import the multiple regression scatter plot into a word document
in APA style and format.
▪ Import the multiple regression analysis into a word document in
APA style and format.
▪ Explain if any assumptions of multiple-linear regression were
violated.
▪ Interpret the F-statistic, the R-square statistic, the significance
of the coefficient, t-test, and the significant coefficients.
Part II. As in previous units, revisions to the hypothesis and research
questions are necessary. If you feel revisions are needed, go ahead and
make them. If no revisions are needed, justify your decision. Keep in mind
you will be developing a quantitative research proposal.
Your final submitted document must be at least three pages in length. The
title and reference do not apply to the page count You may use the
textbook as one resource and two resources should be from the CSU
Online Library Research Databases.
Adhere to APA Style when constructing this assignment, including in-text
citations and references for all sources that are used. Please note that no
abstract is needed.
Do not do Part II or worry about the page count

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Fit a predictive linear regression model to estimate weight of the fish from its length, height and width?

Q1. Fit a predictive linear regression model to estimate weight of the fish from its length, height and width? (The data source fish.csv can be found here: https://www.kaggle.com/aungpyaeap/fish-market) (50 points)

-Report the coefficients values by using the standard Least Square Estimates

-What is the standard error of the estimated coefficients, R-squared term, and the 95% confidence interval?

-Is there any dependence between the length and weight of the fish?

Ans:

Q2. Using the data source in Q1 fit the Ridge and Lasso Regression Models.                                                                                                                                    (25 points)

–        Report the coefficients for both the models

–        Report the attribute(s) least impacting the weight of the fish.

Ans:

Q3. Modify the example code for Logistic Regression to include all the four attributes in iris dataset for two class and multi-class classification. Report any difference in the performance if noted.                                                                                                                                  (25 points)

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Letter addresses the limitations of a linear approach to identified problem

Prompt: Drawing upon one of the problems identified in your problem catalog, find a recent article that promotes a linear, non-system approach to resolving the problem. Then, write a letter to the editor of that article’s publication pointing out the limitations of the linear approach and supplying instead a systems perspective to the problem.

The guidelines for most publications require that letters to the editor be succinct. Your letter to the editor should be no more than 200 words in length. If you feel passionate about the problem you have identified, consider submitting your letter to the publication. Before doing so, be sure to research the publication’s guidelines for submission.

Specifically, the following critical elements must be addressed: 

 Letter addresses the limitations of a linear approach to identified problem. 

 Letter applies a systems perspective to the problem.

Guidelines for Submission: Your letter to the editor should be submitted as a 1-page Microsoft Word document and should be no more than 200 words in length

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Solve the Linear programming model graphically, gives all the corner points along with the values of Z and identify which one is optimal. Give reasons.

Solve the following linear programming model graphically:

Maximize    Z = 3 x1 + 2 x2Subject to: 

2 x1 + 4 x2 ≤ 22-x1 + 4 x2 ≤ 104 x1 – 2 x2 ≤ 14×1 – 3 x2 ≤ 1×1, x2 ≥ 0

(a)  Solve the Linear programming model graphically, gives all the corner points along with the values of Z and identify which one is optimal. Give reasons.

(b)  Find the value of the slack and surplus variables at the optimal solution only

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  • Original and non-plagiarized custom papers- Our writers develop their writing from scratch unless you request them to rewrite, edit or proofread your paper.
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recent article that promotes a linear, non-system approach to resolving the problem

Prompt: Drawing upon one of the problems identified in your problem catalog, find a recent article that promotes a linear, non-system approach to resolving the problem. Then, write a letter to the editor of that article’s publication pointing out the limitations of the linear approach and supplying instead a systems perspective to the problem.

The guidelines for most publications require that letters to the editor be succinct. Your letter to the editor should be no more than 200 words in length. If you feel passionate about the problem you have identified, consider submitting your letter to the publication. Before doing so, be sure to research the publication’s guidelines for submission.

Specifically, the following critical elements must be addressed: 

 Letter addresses the limitations of a linear approach to identified problem. 

 Letter applies a systems perspective to the problem.

Guidelines for Submission: Your letter to the editor should be submitted as a 1-page Microsoft Word document and should be no more than 200 words in length

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  • Original and non-plagiarized custom papers- Our writers develop their writing from scratch unless you request them to rewrite, edit or proofread your paper.
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Construct an analytical model for a linear programming problem.

Analytical Models and Automated Rule Systems

Overview

Modeling can be a very difficult topic and is as much an art as a science. When making decisions or solving business problems it can be helpful to construct a diagram that can aid a decision maker with a model of a situation even solving it. In this assignment you will construct diagrams of time-proven models and methodologies related to optimization, search methods, heuristic programming, and simulation.

In many cases, results of predictive models or even optimization models get simplified as rules that are then implemented in other applications. You will also analyze how your models can be supported by applications of automated rule systems and expert system technologies.

Directions

In a 5–6 page paper (including graphics), create either an influence diagram or a flow-diagram for the following:

  • Construct an analytical model for a linear programming problem.
  • Construct an analytical model using the analytic hierarchy process.
  • Formulate a model for a heuristic search method.
  • Formulate a model using a simulation method for decision support.

In your paper you should create and explain a business situation for each model, develop a graphic, and discuss the relevant aspects of the model. You should conclude your paper with a discussion on how automated rule systems and expert system technologies can be used in your models.

Submission Requirements

As you complete your assignment, be sure your paper meets the following guidelines:

  • Written communication: Writing is free of errors that detract from the overall message.
  • Scholarship: Use at least four outside sources to support your main points and analysis.
  • APA formatting: All resources and citations should be formatted according to current APA style and formatting guidelines.
  • Length: 5–6 typed, double-spaced pages (including graphics).
  • Font: Times New Roman, 12 point.

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  • Construct an analytical model for a linear programming problem.

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Implement an Array-based Stack to compute linear time algorithm to compute span days

c++ programming

1. Implement an Array-based Stack to compute linear time algorithm to compute span days (slides 25 ~ 27 from lecture note 7). Program in lecture note 7 (P. 26 ~ 27) uses STL stack, but you should implement your stack data structure in this assignment. a. Download historical data for any stock of your choice b. Compute Span for each data point 

2. Implement BubbleSort 1 and 2 a. You will need to implement NodeList and Sequence b. You will need to implement Iterator in NodeList as well as Sequence c. Finally, you can use the functions on the previous slides from lecture note 8 to test your implementations

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Linear Development in Learning Approaches

Information Technology and Organizational Learning Assignment:

  • Chapter 4 – Review the section on Linear Development in Learning Approaches.  Discuss how learning changes over time impact organizational culture.  What is the impact of this cultural change on the success of IT projects?
  • Chapter 5 – Review the Roles of Line Management and Social Network and Information Technology sections.  Note the various roles in the organization and note the similarities and differences within each role.  Also, note how innovation technology management shapes how we communicate amongst coworkers within an organization. 

The above submission should be two -pages in length (one page for each chapter) and adhere to APA formatting standards.

**Remember the APA cover page and the references (if required) do not count towards the page length**