apply k-means clustering to a dataset Task Consider the following set of two-dimensional records

apply k-means clustering to a dataset Task Consider the following set of two-dimensional records

1. apply k-means clustering to a dataset Task Consider the following set of two-dimensional records: RID Dimension 1 Dimensio

1. apply k-means clustering to a dataset Task Consider the following set of two-dimensional records: RID Dimension 1 Dimension2 1 00 8 4 5 4 N 3 2 4 4 6 N 5 2. 00 6 00 8 6 Use the k-means algorithm to cluster the data in the dataset with K=3. You can assume that the records with RIDS 1, 3, and 5 are used for the initial cluster centroids (means). You must include the intermediate results in each iteration of the algorithm, including distance calculation, placement of records in a cluster, and possible changes of centroids. Just showing the final clustering results will not be accepted.

 


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Implement the K-means algorithm using these two as a reference.

Implement the K-means algorithm using these two as a reference.

274 14 Unsupervised Lnn Fig. 14.1 A two-dimensional domain with clusters of examples weight bot

initial clustering in a wrong cluster .. examples centers in a wrong cluster now: all examples in correct clusters After the

2.Use Matlab’s implementation of kmeans to check your results on the fisheriris dataset (https://www.mathworks.com/help/stats/kmeans.html)

a. The fisheriris dataset is built into Matlab, and you can load it using ‘load fisheriris’.

b. Please note the labels are available for the dataset, so you can check the performance of the kmeans algorithm on the dataset.

274 14 Unsupervised Lnn Fig. 14.1 A two-dimensional domain with clusters of examples weight bot
initial clustering in a wrong cluster .. examples centers in a wrong cluster now: all examples in correct clusters After the second transfer, the clusters are perfect and the calculations can st Fig. 14.2 Ilustration of the k-means procedure in a domain with one numeric attribute

 


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Identify structure “A” on the heart diagram

Identify structure “A” on the heart diagram.a. left atriumb. aortic semilunar valvec. bicuspid (mitral) valved. right atriume. pulmonary semilunar valve
Systemic blood vessels transport blooda. from the left ventricle through the body to the left atriumb. from the left ventricle through the body to the right atriumc. from the right ventricle through the body to the left atriumd. from the right ventricle through the body to the right atriume. from the left ventricle to the lungs

You are the senior member of a two-man hostage negotiation team for a

You are the senior member of a two-man hostage negotiation team for a maximum security facility in the Northeast. You and partner are called to a cell block where an inmate, identified as Alfredo Albondigas, has taken two facilities maintenance personnel and a fellow corrections officer hostage. He is claiming that there are aliens from another planet living in his cell block and demanding that they leave immediately. He has given an ultimatum that if he does not see the flying saucer leaving the exercise yard area in 2 hours, he will kill the maintenance personnel that he has taken hostage because he knows that they are giving signals to the aliens about him and the other inmates.

Mr. Albondigas is armed with a handmade knife and has his head wrapped in aluminum foil. The corrections entry reaction team (CERT) is working with you has a green light to kill Mr. Albondigas, but there are no current opportunities presenting themselves. You have managed to get a throw phone into Mr. Albondigas and you have direct phone communication with him. Also, because of the phone’s design, when he hangs up, you can still hear what is going on in the room. He has not hurt the maintenance personnel so far, but he is using the corrections officer as a translator to speak to the maintenance personnel, as if the maintenance personnel were not speaking English, but some alien tongue.

This scenario may seem humorous because it is fictional, but if it were real, it would be very serious for both the hostages and Mr. Albondigas. You are tasked by the warden and incident commander to make an operations plan centered on dealing with this mentally ill offender.

Address the following questions in a 10–12 page position paper. Present this paper as if it were an operations plan to negotiate with Mr. Albondigas and end the hostage standoff. You do not need to plan the tactical response if the negotiations fail. The paper presented should confine itself to gathering the information that negotiator needs, and the approach to take when negotiating with Mr. Albondigas to end the standoff.

  • Explain the mental state of the offender and the 2 most likely mental illnesses that are affecting him.
  • Explain what type of medical personnel you would like to have at the scene, and why?
  • Relate why you think that, if the deadline is reached without a solution, whether Mr. Albondigas will hurt the maintenance personnel or not. Explain your answer.
  • Articulate the persons whom you would like to have brought to the scene for interviews to help with information that you can use to talk to Mr. Albondigas.
  • Explain your approach as the negotiator when speaking with Mr. Albondigas, and why you would take that approach. 

It is critical that, when you make a statement of fact in your presentation, you cite the reference that you used to obtain the information from. Do this in the text of the paper, and then include the reference in your References page. As always, your paper will be submitted in the current edition of APA format. No abstract is required because this is a short position paper, but a title page, reference page, and appropriate running header with page numbers are necessary.

Assignment Requirement Addition: Following the hostage development, you were asked to do the following:

Evaluate the five axes of the Diagnostic and Statistical Manual (DSM) of Mental Disorders published by the American Psychiatric Association. Analyze the advantages and disadvantages of the DSM system. Finally, using the DSM system, create the classifying system (Axis I – Axis V) based on the following information. Use the Global Assessment of Functioning (GAF) to evaluate if these types of disorders will result in future instances like this hostage situation.

  • Antisocial personality disorder
  • Borderline intellectual functioning
  • Major depressive disorder with psychotic feature
  • Attention-deficit/hyperactivity disorder (combined type)
  • Cannabis abuse
  • Alcohol abuse
  • Life imprisonment without parole
  • Hepatitis-C

Global Assessment Functioning = 50 (current)