Business Intelligence Research Paper - Computer Science
Please refer to the attached document for actual assignment and I am attaching the chapter 5 and 6 PPts as wellGraded Assignment: Knowledge and Skills Paper
Paper Section 1: Reflection and Literature Review
Using Microsoft Word and Professional APA format, prepare a professional written paper supported with three sources of research based on what you have learned from chatpers 5 and 6. This section of the paper should be a minimum of two pages.
Paper Section 2: Applied Learning Exercises
In this section of the professional paper, apply what you have learned from chapters 5 and 6 to descriptively address and answer the problems below. Important Note : Dot not type the actual written problems within the paper itself.
1. Examine how new data-capture devices such as radio-frequency identification (RFID) tags help organizations accurately identify and segment their customers for activities such as targeted marketing. Many of these applications involve data mining. Scan the literature and the Web and then propose five potential new data mining applications that can use the data created with RFID technology. What issues could arise if a country’s laws required such devices to be embedded in everyone’s body for a national identification system?
2. Survey and compare some data mining tools and vendors. Start with fairisaac.com and egain.com. Consult dmreview.com and identify some data mining products and service providers that are not mentioned in this chapter. One of my favorites to explore is RapidMiner found at
https://rapidminer.com/
and an educational license option can be found at:
https://rapidminer.com/educational-program/
3. Explore the Web sites of several neural network vendors, such as California Scientific Software (calsci.com), NeuralWare (neuralware.com), and Ward Systems Group (wardsystems.com), and review some of their products. Download at least two demos and install, run, and compare them.
4. Important Note: With limited time for a college class, perfection is not expected but effort to be exposed to various tools with attempts to learn about them is critical when considering a career in information technology associated disciplines.
Important Note : There is no specific page requirement for this section of the paper but make sure any content provided fully addresses each problem.
Paper Section 3: Conclusions
After addressing the problems, conclude your paper with details on how you will use this knowledge and skills to support your professional and or academic goals. This section of the paper should be around one page including a custom and original process flow or flow diagram to visually represent how you will apply this knowledge going forward. This customized and original flow process flow or flow diagram can be created using the “Smart Art” tools in Microsoft Word.
Paper Section 4: APA Reference Page
The three or more sources of research used to support this overall paper should be included in proper APA format in the final section of the paper.
Paper Review and Preparation to submit for Grading
Please make sureChapter 5:
Data Mining
Business Intelligence and Analytics: Systems for Decision Support
(10th Edition)
Business Intelligence and Analytics: Systems for Decision Support
(10th Edition)
Copyright © 2014 Pearson Education, Inc.
5-‹#›
1
Learning Objectives
Define data mining as an enabling technology for business intelligence
Understand the objectives and benefits of business analytics and data mining
Recognize the wide range of applications of data mining
Learn the standardized data mining processes
CRISP-DM
SEMMA
KDD
(Continued…)
Copyright © 2014 Pearson Education, Inc.
5-‹#›
Learning Objectives
Understand the steps involved in data preprocessing for data mining
Learn different methods and algorithms of data mining
Build awareness of the existing data mining software tools
Commercial versus free/open source
Understand the pitfalls and myths of data mining
Copyright © 2014 Pearson Education, Inc.
5-‹#›
Opening Vignette…
Cabela’s Reels in More Customers with Advanced Analytics and Data Mining
Decision situation
Problem
Proposed solution
Results
Answer & discuss the case questions.
Copyright © 2014 Pearson Education, Inc.
5-‹#›
4
Questions for the
Opening Vignette
Why should retailers, especially omni-channel retailers, pay extra attention to advanced analytics and data mining?
What are the top challenges for multi-channel retailers? Can you think of other industry segments that face similar problems/challenges?
What are the sources of data that retailers such as Cabela’s use for their data mining projects?
What does it mean to have a “single view of the customer”? How can it be accomplished?
Copyright © 2014 Pearson Education, Inc.
5-‹#›
Data Mining Concepts/Definitions
Why Data Mining?
More intense competition at the global scale.
Recognition of the value in data sources.
Availability of quality data on customers, vendors, transactions, Web, etc.
Consolidation and integration of data repositories into data warehouses.
The exponential increase in data processing and storage capabilities; and decrease in cost.
Movement toward conversion of information resources into nonphysical form.
Copyright © 2014 Pearson Education, Inc.
5-‹#›
6
Definition of Data Mining
The nontrivial process of identifying valid, novel, potentially useful, and ultimately understandable patterns in data stored in structured databases. - Fayyad et al., (1996)
Keywords in this definition: Process, nontrivial, valid, novel, potentially useful, understandable.
Data mining: a misnomer?
Other names: knowledge extraction, pattern analysis, knowledge discovery, information harvesting, pattern searching, data dredging,…
Copyright © 2014 Pearson Education, Inc.
5-‹#›
7
Data Mining is at the Intersection of Many Disciplines
Copyright © 2014 Pearson Education, Inc.
5-‹#›
8
SourChapter 6:
Techniques for Predictive Modeling
Business Intelligence and Analytics: Systems for Decision Support
(10th Edition)
Business Intelligence and Analytics: Systems for Decision Support
(10th Edition)
Copyright © 2014 Pearson Education, Inc.
6-‹#›
1
Learning Objectives
Understand the concept and definitions of artificial neural networks (ANN)
Learn the different types of ANN architectures
Know how learning happens in ANN
Become familiar with ANN applications
Understand the sensitivity analysis in ANN
Understand the concept and structure of support vector machines (SVM)
(Continued…)
Copyright © 2014 Pearson Education, Inc.
6-‹#›
Learning Objectives
Learn the advantages and disadvantages of SVM compared to ANN
Understand the concept and formulation of k-nearest neighbor algorithm (kNN)
Learn the process of applying kNN
Learn the advantages and disadvantages of kNN compared to ANN and SVM
Copyright © 2014 Pearson Education, Inc.
6-‹#›
Opening Vignette…
Predictive Modeling Helps Better Understand and Manage Complex Medical Procedures
Situation
Problem
Solution
Results
Answer & discuss the case questions.
Copyright © 2014 Pearson Education, Inc.
6-‹#›
4
Questions for the Opening Vignette
Why is it important to study medical procedures? What is the value in predicting outcomes?
What factors do you think are the most important in better understanding and managing healthcare?
What would be the impact of predictive modeling on healthcare and medicine? Can predictive modeling replace medical or managerial personnel?
What were the outcomes of the study? Who can use these results? How can they be implemented?
Search the Internet to locate two additional cases in managing complex medical procedures.
Copyright © 2014 Pearson Education, Inc.
6-‹#›
Opening Vignette –
A Process Map for Training and Testing Four Predictive Models
Copyright © 2014 Pearson Education, Inc.
6-‹#›
Opening Vignette
The Comparison of Four Models
Copyright © 2014 Pearson Education, Inc.
6-‹#›
Neural Network Concepts
Neural networks (NN): a brain metaphor for information processing
Neural computing
Artificial neural network (ANN)
Many uses for ANN for
pattern recognition, forecasting, prediction, and classification
Many application areas
finance, marketing, manufacturing, operations, information systems, and so on
Copyright © 2014 Pearson Education, Inc.
6-‹#›
8
Biological Neural Networks
Two interconnected brain cells (neurons)
Copyright © 2014 Pearson Education, Inc.
6-‹#›
9
Processing Information in ANN
A single neuron (processing element – PE) with inputs and outputs
Copyright © 2014 Pearson Education, Inc.
6-‹#›
10
Biology Analogy
Copyright © 2014 Pearson Education, Inc.
6-‹#›
11
Application Case 6.1
Neural Networks A
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Identify a specific consumer product that you or your family have used for quite some time. This might be a branded smartphone (if you have used several versions over the years)
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aragraphs (meaning 25 sentences or more). Your assignment may be more than 5 paragraphs but not less.
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To access the FNU Online Library for journals and articles you can go the FNU library link here:
https://www.fnu.edu/library/
In order to
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Key outcomes: The approach that you take must be clear
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Topic
You will need to pick one topic for your project (5 pts)
Literature search
You will need to perform a literature search for your topic
Geophysics
you been involved with a company doing a redesign of business processes
Communication on Customer Relations. Discuss how two-way communication on social media channels impacts businesses both positively and negatively. Provide any personal examples from your experience
od pressure and hypertension via a community-wide intervention that targets the problem across the lifespan (i.e. includes all ages).
Develop a community-wide intervention to reduce elevated blood pressure and hypertension in the State of Alabama that in
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Conclusions
References (8 References Minimum)
*** Words count = 2000 words.
*** In-Text Citations and References using Harvard style.
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Electromagnetism
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Topic: Purchasing and Technology
You read about blockchain ledger technology. Now do some additional research out on the Internet and share your URL with the rest of the class
be aware of which features their competitors are opting to include so the product development teams can design similar or enhanced features to attract more of the market. The more unique
low (The Top Health Industry Trends to Watch in 2015) to assist you with this discussion.
https://youtu.be/fRym_jyuBc0
Next year the $2.8 trillion U.S. healthcare industry will finally begin to look and feel more like the rest of the business wo
evidence-based primary care curriculum. Throughout your nurse practitioner program
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Understanding Gender Fluidity
Providing Inclusive Quality Care
Affirming Clinical Encounters
Conclusion
References
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1. In 1972 the Furman v. Georgia case resulted in a decision that would put action into motion. Furman was originally sentenced to death because of a murder he committed in Georgia but the court debated whether or not this was a violation of his 8th amend
One of the first conflicts that would need to be investigated would be whether the human service professional followed the responsibility to client ethical standard. While developing a relationship with client it is important to clarify that if danger or
Ethical behavior is a critical topic in the workplace because the impact of it can make or break a business
No matter which type of health care organization
With a direct sale
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Computers are being used to monitor the spread of outbreaks in different areas of the world and with this record
3. Furman v. Georgia is a U.S Supreme Court case that resolves around the Eighth Amendments ban on cruel and unsual punishment in death penalty cases. The Furman v. Georgia case was based on Furman being convicted of murder in Georgia. Furman was caught i
One major ethical conflict that may arise in my investigation is the Responsibility to Client in both Standard 3 and Standard 4 of the Ethical Standards for Human Service Professionals (2015). Making sure we do not disclose information without consent ev
4. Identify two examples of real world problems that you have observed in your personal
Summary & Evaluation: Reference & 188. Academic Search Ultimate
Ethics
We can mention at least one example of how the violation of ethical standards can be prevented. Many organizations promote ethical self-regulation by creating moral codes to help direct their business activities
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The inbound logistics for William Instrument refer to purchase components from various electronic firms. During the purchase process William need to consider the quality and price of the components. In this case
4. A U.S. Supreme Court case known as Furman v. Georgia (1972) is a landmark case that involved Eighth Amendment’s ban of unusual and cruel punishment in death penalty cases (Furman v. Georgia (1972)
With covid coming into place
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The ability to view ourselves from an unbiased perspective allows us to critically assess our personal strengths and weaknesses. This is an important step in the process of finding the right resources for our personal learning style. Ego and pride can be
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While you must form your answers to the questions below from our assigned reading material
CliftonLarsonAllen LLP (2013)
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4 In order to get the entire family to come back for another session I would suggest coming in on a day the restaurant is not open
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Your paper must be at least two pages in length (not counting the title and reference pages)
The word assimilate is negative to me. I believe everyone should learn about a country that they are going to live in. It doesnt mean that they have to believe that everything in America is better than where they came from. It means that they care enough
Data collection
Single Subject Chris is a social worker in a geriatric case management program located in a midsize Northeastern town. She has an MSW and is part of a team of case managers that likes to continuously improve on its practice. The team is currently using an
I would start off with Linda on repeating her options for the child and going over what she is feeling with each option. I would want to find out what she is afraid of. I would avoid asking her any “why” questions because I want her to be in the here an
Summarize the advantages and disadvantages of using an Internet site as means of collecting data for psychological research (Comp 2.1) 25.0\% Summarization of the advantages and disadvantages of using an Internet site as means of collecting data for psych
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One thing you will need to do in college is learn how to find and use references. References support your ideas. College-level work must be supported by research. You are expected to do that for this paper. You will research
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3 The first thing I would do in the family’s first session is develop a genogram of the family to get an idea of all the individuals who play a major role in Linda’s life. After establishing where each member is in relation to the family
A Health in All Policies approach
Note: The requirements outlined below correspond to the grading criteria in the scoring guide. At a minimum
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Read Connecting Communities and Complexity: A Case Study in Creating the Conditions for Transformational Change
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Use the bolded black section and sub-section titles below to organize your paper. For each section
Losinski forwarded the article on a priority basis to Mary Scott
Losinksi wanted details on use of the ED at CGH. He asked the administrative resident