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ISDS EXAM 4 Questions with100% Correct Answers 100% Solved | Graded A+

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ISDS EXAM 4 Questions with100% Correct Answers 100% Solved | Graded A+ Data Mining - A way to develop intelligence (i.e. actionable information or knowledge) from data that an organization collects, organizes, and stores. What recent factors have increased the popularity of data mining? - Ge...

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  • October 31, 2024
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  • 2024/2025
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  • ISDS
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ISDS EXAM 4 Questions with100%

Correct Answers 100% Solved | Graded

A+


Data Mining - ✔✔A way to develop intelligence (i.e. actionable information

or knowledge) from data that an organization collects, organizes, and

stores.

What recent factors have increased the popularity of data mining? -

✔✔General recognition of the untapped value hidden in large data sources.

What four major types of patterns does data mining seek to identify? -

✔✔1. Associations

2. Predictions

3. Clusters

4. Sequential Relationships

What four steps does data preprocessing include? - ✔✔1. Data

Consolidation

2. Data Cleaning

,©NINJANERD 2024/2025. YEAR PUBLISHED 2024.

3. Data Transformation

4. Data Reduction

Data Consolidation - ✔✔Access, collect, select, and filter data

Data Cleaning - ✔✔Handle missing data, reduce noise, fix errors

Data Transformation - ✔✔Normalize the data, aggregate the data,

construct new attributes.

Data Reduction - ✔✔Reduce the number of attributes and records; balance

skewed data

What is arguable the most popular classification technique in the data

mining arena? - ✔✔Decision tree analysis

What is a common myth about data mining? - ✔✔Data mining provides

instant, crystal-ball collections.

Data Mining Tools: The Facts - ✔✔-Use mathematical techniques for

extracting hidden patterns for predictive purposes

-Use patterns in data to develop mathematical rules for predicting

outcomes for future observations

-Used to identify customer buying patterns

, ©NINJANERD 2024/2025. YEAR PUBLISHED 2024.

Definition of data mining: The __________ process of identifying valid,

novel, potentially useful, and ultimately understandable patterns in data

stored in structured databases. - ✔✔Nontrivial

Valid - ✔✔The discovered patterns should hold true on new data

Novel - ✔✔Previously unknown patterns are discovered

Potentially Useful - ✔✔Results should lead to some business benefit

Another name for data mining: - ✔✔Knowledge discovery

What is the most critical ingredient for data mining which may include

soft/unstructured data? - ✔✔Data

The miner is often an ____ ____. - ✔✔End user

Striking it rich requires _______ _______. - ✔✔Creative thinking

Two types of categorical data: - ✔✔Nominal and Ordinal

Nominal Data - ✔✔Simple codes assigned as labels. Ex: Marital status as

S-sing, M-married, D-divorced

Ordinal Data - ✔✔Codes assigned as rank order. Ex: Credit score as (1)

low, (2) medium, or (3) high

Two types of numerical data: - ✔✔Interval and Ratio

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