Written by students who passed Immediately available after payment Read online or as PDF Wrong document? Swap it for free 4.6 TrustPilot
logo-home
Class notes

"Comprehensive Notes on Data Mining and Data Warehousing Techniques for Effective Information Extraction and Analysis"

Rating
-
Sold
-
Pages
13
Uploaded on
30-04-2023
Written in
2021/2022

Data mining and data warehousing are two related fields that deal with the process of extracting useful information from large datasets. Your DMDW notes might cover a wide range of topics, including data preprocessing, data mining techniques such as clustering, classification, and association rule mining, and data warehousing concepts such as OLAP and data cubes. Your notes may also include information on how to use data mining and data warehousing techniques to solve real-world problems in various industries, such as finance, healthcare, retail, and manufacturing. Additionally, you may have notes on the challenges and ethical considerations involved in working with large datasets. Overall, your DMDW notes are likely to be a comprehensive guide to the techniques and tools used in data mining and data warehousing, with a focus on effective information extraction and analysis.

Show more Read less
Institution
Course

Content preview

OLAP-
OLAP is a advance technique that are used for data storage in database with
multidimensional method, The accessing speed of OLAP is faster that OLTP
or operational database. OLAP is basically used for fast saving and accessing
data from database with different view of point.
There are mainly 3 types of OLAP-
1. Relational OLAP(ROLAP)
2. Multi-dimensional OLAP(MOLAP)
3. Hybrid OLAP(HOLAP)
we discuss each type in detail as fallows-
1. Relational OLAP (ROLAP)-




That method is used for data saving and data accessing from database
mainly. In ROLAP SQL reporting tool are used for extract data directly from
data warehouse. In that method use slice and dice method for data
accessing from data warehouse. Most of “where” clause are used in that
method. It is more scalable for handling large amount of data. In that handle
numerical and textual data. ROLAP application display slower performance
as compare other MOLAP tools. That tool is suitable for large or complicated
calculations because of query language are used.

Advantages of ROLAP-
1. It can handle large amount of data.
Dis-Advantages of ROLAP-
1. Performance can slow.
2. Limited by SQL functionality.

2. Multi-Dimensional OLAP (MOLAP)-

, It is a advanced technique in OLAP. In that type data can be saved in
database in the from of multi-dimensional cubes with array based structure.
Because of data saved multidimensional the data will fetch up or access
fastly with user requirement as compare ROLAP.

That is the best tool for create analytical report. the dimensions of cubes are
rotate with user requirement mainly-this is done by slice and dice technique.
MOLAP are used for complex calculation. There are some limitations of
MOLAP is they are less scalable(Accuracy) as compare ROALP. MOLAP also
handle limited amount of data.

Advantages of MOLAP-
1. Excellent performance.
2. Can perform complex calculations.
Dis-Advantages of MOLAP-
1. Limited amount of data handled only.
2. Require additional investment.

3. Hybrid OLAP (HOLAP)-
Hybrid OLAP is the combination of ROLAP and MOLAP in single architecture.
It is a bridge between traditional techniques to advanced technique. Hybrid
are used both ROLAP and MOLAP methods for storing data in well manner. It
store large data in ROLAP and complex calculations in MOLAP.

Advantages of HOLAP-
1. Better scalable.
2. Handle large amount of data and complex calculations.
Dis-Advantages of HOLAP-
1. As slow as ROLAP when you try to access leaf level data.
Data Mining

Written for

Institution
Course

Document information

Uploaded on
April 30, 2023
Number of pages
13
Written in
2021/2022
Type
Class notes
Professor(s)
Student
Contains
All classes

Subjects

$8.99
Get access to the full document:

Wrong document? Swap it for free Within 14 days of purchase and before downloading, you can choose a different document. You can simply spend the amount again.
Written by students who passed
Immediately available after payment
Read online or as PDF

Get to know the seller
Seller avatar
ajijnadaf

Also available in package deal

Get to know the seller

Seller avatar
ajijnadaf Shri shahaji chhatrapati mahavidya
Follow You need to be logged in order to follow users or courses
Sold
-
Member since
3 year
Number of followers
0
Documents
6
Last sold
-

0.0

0 reviews

5
0
4
0
3
0
2
0
1
0

Recently viewed by you

Why students choose Stuvia

Created by fellow students, verified by reviews

Quality you can trust: written by students who passed their tests and reviewed by others who've used these notes.

Didn't get what you expected? Choose another document

No worries! You can instantly pick a different document that better fits what you're looking for.

Pay as you like, start learning right away

No subscription, no commitments. Pay the way you're used to via credit card and download your PDF document instantly.

Student with book image

“Bought, downloaded, and aced it. It really can be that simple.”

Alisha Student

Working on your references?

Create accurate citations in APA, MLA and Harvard with our free citation generator.

Working on your references?

Frequently asked questions