Week 4 Assignment Review the opening vignette in Chapter 4 and answer the following questions: 1. Why do law enforcement agencies and departments like Miami-Dade Police Department embrace advanced...

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Week 4 Assignment

Review the opening vignette in Chapter 4 and answer the following questions:

1. Why do law enforcement agencies and departments like Miami-Dade Police Department embrace advanced analytics and data mining? - 10 Points

2. What are the top challenges for law enforcement agencies and departments like Miami-Dade Police Department? Can you think of other challenges (not mentioned in this case) that can benefit from data mining? - 10 Points

3. What are the sources of data that law enforcement agencies and departments like the Miami-Dade Police Department use for their predictive modeling and data mining projects? - 10 Points

4. What type of analytics do law enforcement agencies and departments like Miami-Dade Police Department use to fight crime? - 10 Points

5. What does “the big picture starts small” mean in this case? Explain. - 10 Points









Week 4 Test.

Please respond to the following questions:

1. Define data mining. Why are there many names and definitions for data mining?

2. Discuss the main data mining methods. What are the fundamental differences among them?

3. What are the privacy issues with data mining? Do you think they are substantiated?

4. What are the most common myths and mistakes about data mining?

5. Define data mining. Why are there many names and definitions for data mining?

6. Why do we need a standardized data mining process? What are the most commonly used processes?

7. List some capabilities of information systems that can facilitate managerial decision-making.





Instructions

1. No minimum number of word requirements.

2. Responses must pertain to the topic and demonstrate a mastery level of understanding of the subject matter.

3. Excellent understanding of how references relate to the topic, and the ability to express individual judgments about their value.

4. Submissions must make use of in-text citations and reference citations using APA where appropriate.

5. Submissions contain minimal grammatical, spelling, and mechanical errors.
Answered 1 days AfterSep 20, 2022

Answer To: Week 4 Assignment Review the opening vignette in Chapter 4 and answer the following questions: 1....

Shubham answered on Sep 21 2022
62 Votes
Week 4 Assignment
Question 1
Data mining and advanced analytics is embraced in Miami-Dade Police Department and law enforcement agencies because it can help departments in addressing needs for departments. The data can be used in helping to understand the rate of crime and it can help in finding new avenues that can be explored
for solving the crime and lower rate of crime (Prasdika & Sugiantoro, 2018). It is required for enhancing decision making and analysis as data mining and analytics includes the process for discovering the hidden relationship and pattern with the use of large amounts of information. This provides accurate and reliable prediction of future events and it is based on characterization and identification of trends and patterns from the historical data.
Question 2
The Miami-Dade Police Department and law enforcement department faces issues like budget pressure, rising crime and impatient city leaders. Yes, data mining can be used for overcoming challenges as data mining can be used in law enforcement by discovering patterns and confirming suspected trends and patterns. The primary use of mining and analysis is that it can help in finding new data and discovering new pieces of information can be considered as a data-driven and bottom-up approach because it starts with data. Theories are based on discovery of patterns and confirmation starts with ideas about possible relationships for seeking verification based on data. It can help law enforcement and police departments in gathering domain knowledge with the position for evaluating the validity and value of results.
Question 3
The use of data mining in law enforcement includes a variety of digitized data sources for formulating decisions. It aims for contributing public relations for bringing data-driven policing and public value (ATEŞ, BOSTANCI & Serdar, 2020). It is using a relatable information system with GIS technology for reducing criminal activities and it can help in ensuring a safe and free environment for the public. The data-driven policy system can help in creating and enhancing public utility around the world. The data can be collected from various authentic sources like registers, pictures, charge sheets, case files, conviction memo, arrest memo and digital art from the police record. The domain awareness system can help in collecting data that is integrated with numerous data sources in the department.
Question 4
Predictive analysis can be used for law enforcement and by police departments that includes use of machine learning, big data and AI for monitoring crime. Machine learning uses sophisticated algorithms for analysis of data like video, text and image that are held in a repository. It is the method through the crime in major cities. It is the powerful algorithm that enables law enforcement agencies in analysis of data that is captured through emergency service call, camera feeds and registered complaints. Big data and Ai can help in combating crime using patterns for doing prediction techniques that can help in preventing crime like burglaries through the analysis that takes place in the area of command. It can help in identification of patterns for monitoring crimes like theft to murder and domestic violence.
Question 5
In this case “the big picture...
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