1. In CLIQUE, the threshold used to find cluster density remains constant, even as the number of dimensions increases. This is a potential problem since density drops as dimensionality increases; i.e., to find clusters in higher dimensions the threshold has to be set at a level that may well result in the merging of low-dimensional clusters. Comment on whether you feel this is truly a problem and, if so, how you might modify CLIQUE to address this problem.

2. Name at least one situation in which you would not want to use clustering based on SNN similarity or density.

3. Give an example of a set of clusters in which merging based on the closeness of clusters leads to a more natural set of clusters than merging based on the strength of connection (interconnectedness) of clusters.

4. We take a sample of adults and measure their heights. If we record the gender of each person, we can calculate the average height and the variance of the height, separately, for men and women. Suppose, however, that this information was not recorded. Would it be possible to still obtain this information? Explain.

5. Explain the difference between likelihood and probability.

6. Traditional K-means has a number of limitations, such as sensitivity to outliers and difficulty in handling clusters of different sizes and densities, or with non-globular shapes. Comment on the ability of fuzzy c-means to handle these situations.

7. Clusters of documents can be summarized by finding the top terms (words) for the documents in the cluster, e.g., by taking the most frequent k terms, where k is a constant, say 10, or by taking all terms that occur more frequently than a specified threshold. Suppose that K-means is used to find clusters of both documents and words for a document data set.

(a) How might a set of term clusters defined by the top terms in a document cluster differ from the word clusters found by clustering the terms with K-means?

(b) How could term clustering be used to define clusters of documents?

8. Suppose we find K clusters using Ward’s method, bisecting K-means, and ordinary K-means. Which of these solutions represents a local or global minimum? Explain.

9. You are given a data set with 100 records and are asked to cluster the data. You use K-means to cluster the data, but for all values of K, 1 ≤ K ≤ 100, the K-means algorithm returns only one non-empty cluster. You then apply an incremental version of K-means, but obtain exactly the same result. How is this possible? How would single link or DBSCAN handle such data?

Your client is interested in how you will structure the website. Before you begin to write the HTML for your pages, it’s a good practice to create a storyboard that outlines your ideas for colors, font sizes, placement of images, hyperlinks, and sections on each page. Your storyboard and file structure should outline your homepage, inside pages, navigational scheme, and where you plan to add your form. This is a high-level design that you will be adjusting and changing throughout the quarter. You do not need to write this in HTML! In fact, it will save you time if you develop your storyboard in Word, PowerPoint, or Visio first, so you can make adjustments based on feedback.

Here are some online resources to help you think through the process:

• Why Website Storyboarding Is Important.
• How to Use PowerPoint to Create a Website Storyboard.
• Example Storyboard [PDF].

Part Two

Based on your storyboard, you will begin to create your file structure for your site. It is never a good practice to keep all your files in the same folder.

For example, if you are developing a site that sells clothing for men, women, and children, you might have one folder for all the pages that house men’s clothing, another for women’s clothing, and so on.

You can create this portion in Word, indicating where each of your HTML pages will be located, as shown in Section 2.4: Links in Your Text.

Requirements

1) Consider the potential conflict between corporate social responsibility and ethics while maximizing share holder wealth.  How does exercising Christian principles play a part in running a successful business while operating within state and federal regulations? ( 350 words) 

2) 1 reply of 150 words

This week’s journal article was focused on the Complexity of Information Systems Research in the Digital World. Complexity is increasing as new technologies are emerging every day. This complexity impacts human experiences. Organizations are turning to digitally enabled solutions to assist with the emergence of digitalization. 

Please review the article and define the various technologies that are emerging as noted in the article. Note how these emerging technologies are impacting organizations and what organizations can to do to reduce the burden of digitalization.

Be sure to use the UC Library for scholarly research. Google Scholar is also a great source for research. Please be sure that journal articles are peer-reviewed and are published within the last five years.

The paper should meet the following requirements:

3-5 pages in length (not including title page or references)

APA guidelines must be followed. The paper must include a cover page, an introduction, a body with fully developed content, and a conclusion.

A minimum of five peer-reviewed journal articles.

The writing should be clear and concise. Headings should be used to transition thoughts. Don’t forget that the grade also includes the quality of writing.

Note: This written assignment is a REQUIRED ASSIGNMENT it is worth one-hundred (100) points. You are required to answer the questions as stated in the assignment question in order to obtain credit for the assignment by the due date. If you do not complete the assignment by the due date, you will receive a zero (0) for this assignment. There is a grading criterion associated with this assignment. Your work will be compared to other’s work, using SafeAssign for plagiarism, so please note that copying other people’s responses will not be tolerated.

 explain the following

1. Build confidence with mock technical interview preparation and whiteboard challenges, get connected with top employers, and navigate your job search from end-to-end with a dedicated career coach. 

 2. Showcase your coding and collaboration skills to potential employers, creating full-stack web applications that leverage modern programming languages, frameworks, and tools. 

 Use the web or other resources to research at least two criminal or civil cases in which  recovered files played a significant role in how the case was resolved. 

Cybersecurity Planning and Management

Creating Company E-mail/WIFI/Internet Use Policies

You have just been hired as the Security Manager of a medium-sized Financial Services company employing 250 people in New Hampshire, and have been asked to write two new security policies for this company. The first one is an e-mail policy for employees concentrating on personal use of company resources. The second policy is that of WIFI and Internet use within the company.

There are many resources available on the web so researching these topics and policies should be easy. The most difficult part of this exercise will be determining how strict or how lenient you want to make these policies for this particular company.

Project Plan

You are asked to create two separate policies on use of EMAIL and a WIFI/INTERNET USE within the company.

Be specific in your terms and conditions of use. Consider these items to be included in your policies (as applicable).

1. Overview 

2. Purpose 

3. Scope

4. Policy 

5. Policy Compliance

6. Related Standards, Policies and Processes

7. Definitions and Terms

Some useful links and resources for your research:

https://resources.workable.com/email-usage-policy-template

https://www.sans.org/security-resources/policies/general/pdf/email-policy

https://resources.infosecinstitute.com/acceptable-use-policy-template-public-wifi-networks/#gref

https://www.techrepublic.com/article/download-our-wireless-policy-template/

Faced with the need to deliver risk ratings for your organization, you will have to substitute the organization’s risk preferences for your own. For, indeed, it is the organization’s risk tolerance that the assessment is trying to achieve, not each assessor’s personal risk preferences.

 What is the risk posture for each particular system as it contributes to the overall risk posture of the organization?

How does each attack surface – its protections if any, in the presence (or absence) of active threat agents and their capabilities, methods, and goals through each situation—add up to a system’s particular risk posture?

In addition, how do all the systems’ risks sum up to an organization’s computer security risk posture?

You are preparing to meet with your end users to discuss possible strategies for converting their old ERP system to a new one. Propose two or three alternative strategies, and explore related examples of situations for which each approach would be preferred and required.
500 words 

In this assignment, you will test for a significant difference between the average resting heart rate of males and the average resting heart rate of females in your heart rate data.  You have observed that the mean rates are not exactly the same but are they significantly different?  You may use either of the two methods for testing a hypothesis illustrated in Realizeit:  compare the two confidence intervals or use the data analysis tool to run a two-sample test with unequal variances as shown in the topic of testing two-samples.

Steps

1. Write the null hypotheses being tested
2. Run the analysis either by using data analysis and the two-sample test or by comparing the two confidence intervals
3. Interpret your data to determine if the resting male heart rate is the same as the resting female heart rate. Remember we are looking for whether the difference is a significant one, not just whether they are not the same.

Additional Instructions:

Your assignment should be typed into a Word or other word processing document, formatted in APA style.