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Big Data is often described by the three Vs, or
volume, velocity, and variety
Which approach to Data Analytics attempts to assign each unit in a population into a small set of classes (or groups) where the unit best fits?
classification
Which approach to Data Analytics attempts to identify similar individuals based on data known about them?
similarity matching
Which approach to Data Analytics attempts to predict relationship between two data items?
Link prediction
Which of these terms is defined as being a central repository of descriptions for all of the data attributes of the dataset?
Data dictionary
Which skills were not emphasized that analytic-minded accountants should have?
classification of test approaches
Which skills were not emphasized that analytic-minded accountants should have?
data and systems analysis and design
The IMPACT cycle includes all except the following process
visualize the data
The IMPACT cycle includes all except the following process
data preparation
By the year 2020, about 1.7 megabites of new information will be created every:
second
Mastering the data can also be described via the ETL process. The ETL process stands for:
extract, transform, and load data
Which of the following describes part of the goal of the ETL process
identify and obtain the data needed for solving the problem
The advantages of storing data in a relational database include which of the following
help in enforcing business rules and integrating business processes
the purpose of transforming data is
to validate the data for completeness and integrity
which attribute is required to exist in each table of a relational database and serves as the "unique identifier" for each record in a table?
primary key
the metadata that describes each attribute in a database is which of the following?
data dictionary
as mentioned in the chapter, which of the following is not a common way that data will need to be cleaned after extraction and validation?
clean up trailing zeros
why is Supplier ID considered to be a primary key for a Supplier Table
it contains a unique identifier for each supplier
What are attributes that exist in a relational database that are neither primary nor foreign keys
descriptive attributes
Which of these is not included in the five steps of the ETL process
scrub the data
________ is a set of data used to assess the degree and strength of a predicted relationship
Test data
Data that are organized and reside in a fixed field with a record or a file. Such data are generally contained in a relational database or spreadsheet and are readily searchable by search algorithms. The term matching this definition is:
structured data
An observation about the frequency of leading digits in many real-life sets of numerical data is called
Benford's Law
Which approach to data analytics attempts to predict a relationship between two data items?
linek prediction
In general, the more complex the model, the greater the change of
overfitting the data
In general, the simpler the model, the greater the chance of:
underfitting the data
_________ is a discriminating classifier that is defined by a separating hyperplace that works first to find the widest margin (or biggest pipe) and then works to find the middle line
support vector machines
________ mark the split between one class and another
decision boundaries
models associated with regression and classification data approaches have all except this important part:
test data
Which approach to data analytics attempts to assign each unit in a population into a small set of classes where the unit belongs?
classification