(Q) Write 7 pages with APA style on Identifying Outliers in a

FIND A SOLUTION AT Academic Writers Bay

Write 7 pages with APA style on Identifying Outliers in a Large Biological Data Base. The Pro-Kmeans Algorithm involves partitioning that is randomly performed on a set of data which are then put into clusters and then later makes use of the Smith-Waterman algorithm in an effort to come up with a comparison of each protein cluster as well as computing each protein’s SumScores. The sequence in the respective cluster which happens to have the most SumScores is normally regarded as the cluster’s centroid (Tatusov, 2003). The Smith-Waterman algorithm is applied at this stage to compare the respective protein in the set of data provided with the found centroids and also used in the assigning of objects to the cluster that is nearest to the maximum score and is similar to the identified object. This algorithm repeats the above process many times so as to come up with the maximum function. In this kind of algorithm, the number of clusters forms the input parameter with the output being the most suitable partition in the entire set of data used (Sasson and Linial, 2002).
Pro-LEADER algorithm
Pro-LEADER algorithm involves the selection of the first sequence forming the set of data making it the first leader and goes ahead to make use of the Smith-Waterman algorithm to calculate the similarity score of every sequence represented in the data set with all leaders. This algorithm operates in such a way that it identifies the nearest leader to every sequence and goes further to compare the scores with a threshold that is normally pre-fixed. If the score of the nearest leader happens to be larger than the threshold used, then the sequence will be taken as the new leader. If this does not happen then the sequence has to be assigned to the cluster which is defined by the leader (Herger and Holm, 2001). This makes pro-LEADER an incremental algorithm where each of the clusters has to be represented by an identified leader. These clusters are reached by the use of threshold values that are most suitable. The aim of this algorithm is to have the function maximized. Its input parameter happens to be the threshold similarity score considering an object as being a new leader while its output is the best partition returns of the training data set as well as the number of the leaders of the clusters that have been obtained.

“Looking for a Similar Assignment? Get Expert Help For A 100% ORIGINAL PAPER!”

Write 7 pages with APA style on Identifying Outliers in a Large Biological Data Base. first appeared on nursing writers.
Write 7 pages with APA style on Identifying Outliers in a Large Biological Data Base. nursing writers.
 
“”

• WE OFFER THE BEST CUSTOM PAPER WRITING SERVICES. WE HAVE DONE THIS QUESTION BEFORE, WE CAN ALSO DO IT FOR YOU.
• Assignment status: Already Solved By Our Experts
• (USA, AUS, UK & CA PhD. Writers)
• CLICK HERE TO GET A PROFESSIONAL WRITER TO WORK ON THIS PAPER AND OTHER SIMILAR PAPERS, GET A NON PLAGIARIZED PAPER FROM OUR EXPERTS

QUALITY: 100% ORIGINAL PAPER – NO PLAGIARISM – CUSTOM PAPER

Why Choose Us?

How It Works

• Click on the “Place Your Order” tab at the top menu or “Order Now” icon at the bottom and a new page will appear with an order form to be filled.
• Fill in your paper’s requirements in the “PAPER DETAILS” section.
• Fill in your paper’s academic level, deadline, and the required number of pages from the drop-down menus.
• Click “CREATE ACCOUNT & SIGN IN” to enter your registration details and get an account with us for record-keeping and then, click on “PROCEED TO CHECKOUT” at the bottom of the page.
• From there, the payment sections will show, follow the guided payment process and your order will be available for our writing team to work on it.

About AcademicWritersBay.com

AcademicWritersBay.com is an easy-to-use and reliable service that is ready to assist you with your papers 24/7/ 365days a year. 99% of our customers are happy with their papers. Our team is efficient and will always tackle your essay needs comprehensively assuring you of excellent results. Feel free to ask them anything concerning your essay demands or Order.

AcademicWritersBay.com is a private company that offers academic support and assistance to students at all levels. Our mission is to provide proficient and high quality academic services to our highly esteemed clients. AcademicWritersBay.com is equipped with competent and proficient writers to tackle all types of your academic needs, and provide you with excellent results. Most of our writers are holders of master’s degrees or PhDs, which is an surety of excellent results to our clients. We provide assistance to students all over the world.
We provide high quality term papers, research papers, essays, proposals, theses and many others. At AcademicWritersBay.com, you can be sure of excellent grades in your assignments and final exams.