Data mining objective, Database Management System

Assignment Help:

State your technical objectives for mining the data.

Data Understanding.

Describe the data

For each attribute, give its description and data type. For numeric attributes, give mean, min, max and stdev; for nominal attributes with a few values, list the values.

This could be laid out in a table. Comment on the data, rather than just putting in a screen shot from Rapidminer from which I can not determine your understanding.
Explore the data

Discuss the results of an initial exploration of the data using graphs and exploratory statistics. You do NOT need to report on ALL attributes in this section, but comment on anything you found of note, such as attributes or groups of attributes that seem predictive; correlated attributes; attributes with limit value because of too much or too little variability, attributes with unusual distributions etc. Your discussion should be with respect to your initial business and data mining objectives.

Verify data quality

Does the dataset have many missing values?

Is the presence of noise, bias or outliers likely to be an issue?

Are there sufficient attributes and examples to achieve your mining objectives?

Data Preparation.

Select Data

If you need to reduce the number of rows or columns in the dataset, discuss the approaches you tried, and what worked best.
Clean Data

If data quality was an issue, discuss the approaches you tried, and what worked best.
Construct Data

Detail data transformations you tried, why you thought it would be useful, and how well they work. The report should get across the iterative nature of this phase. It should also get across that you used the results of data exploration to inform this phase, rather than randomly trying different techniques in the hope that something would work.

This section can be merged with the next section - modelling - if it makes it easier to link preparation techniques with the resulting model accuracy.

Modelling

Select modelling technique

Discuss which algorithms are most appropriate for the dataset and mining objectives, justify your selection.
Generate Test Design

Explain how you will generate training and test data and how you will evaluate your results.
Build andAssess the model

For each algorithm:

Detail the parameter values tried, the model generated (did you learn anything from the model itself, e.g. decision tree nodes). Discuss and interpret the model accuracy, and if relevant, how the accuracy might be improved. Include diagrams where relevant

Evaluation

The purpose of this section is to document, in business, non-technical terms, what information you have learnt from the dataset. This discussion should focus on your original business objective(s), but can also include other things you have learnt along the way.


Related Discussions:- Data mining objective

Draw an er diagram for organization of a student database, Draw an ER diagr...

Draw an ER diagram that shows the organization of a simple student database. The database captures the information about letter grades obtained by university students who enrolled

Outer join, Outer Join: The use of Outer Join is that it still joins those...

Outer Join: The use of Outer Join is that it still joins those tuples that do not have matching values in common columns are also contained in the result table. Outer join places

Which operator is cartesian product in relational algebra, Which operator i...

Which operator is Cartesian product in relational algebra? Cartesian product in relational algebra is a binary operator. (It requires two operands. e.g., P X Q)

ER diagram, construct an er diagram for a hospital with a set of patients a...

construct an er diagram for a hospital with a set of patients and a set of medical doctors. associate with each patient a log of various test and examination conducted.convert er d

What is dag, What is DAG? The class-subclass relationship is shown by a...

What is DAG? The class-subclass relationship is shown by a directed acyclic graph.eg: employees can be temporary or permanent. We might be create subclasses temporary \and perm

What are the several kinds of the update operations relation, What are the ...

What are the several kinds of the update operations on relations? Also explain the constraints on these update operation. Give instance in support of your answer. There are th

Data analyzing and desing, Critically explained the benefits and limit...

Critically explained the benefits and limitations of different database technologies with proper examples

List the steps for converting state diagram to the code, List the steps for...

List the steps for converting state diagram to the code. a) Finding major control path b) Finding the conditional statements  c) Finding the loops  d) Finding error ro

Large Project, Can you help me with the following: Drop statements for all...

Can you help me with the following: Drop statements for all objects in the lab project. Create statements for all objects of the lab project Create indexes for foreign keys Cre

Database Models, Benefits and Limitations od Data Models?

Benefits and Limitations od Data Models?

Write Your Message!

Captcha
Free Assignment Quote

Assured A++ Grade

Get guaranteed satisfaction & time on delivery in every assignment order you paid with us! We ensure premium quality solution document along with free turntin report!

All rights reserved! Copyrights ©2019-2020 ExpertsMind IT Educational Pvt Ltd