What machine learning algorithms can be used in this scenario?

Posted by ExceptionHandler on Stack Overflow See other posts from Stack Overflow or by ExceptionHandler
Published on 2012-12-19T04:20:57Z Indexed on 2012/12/19 5:03 UTC
Read the original article Hit count: 136

Filed under:

machine-learning

|

data-mining

|

weka

My data consists of objects as follows.

Obj1 - Color - shape - size - price - ranking

So I want to be able to predict what combination of color/shape/size/price is a good combination to get high ranking. Or even a combination could work like for eg: in order to get good ranking, the alg predicts best performance for this color and this shape. Something like that.

What are the advisable algorithms for such a prediction?

Also may be if you can briefly explain how I can approach towards the model building I would really appreciate it. Say for eg: my data looks like

Blue pentagon small $50.00 #5
Red  Squre    large $30.00 #3

So what is a useful prediction model that I should look at? What algorithm should I try to predict like say highest weightage is for price followed by color and then size. What if I wanted to predict in combinations like a Red small shape is less likely to higher rank compared to pink small shape . (In essence trying to combine more than one nominal values column to make the prediction)

© Stack Overflow or respective owner

Related posts about machine-learning

Machine learning challenge: diagnosing program in java/groovy (datamining, machine learning)

as seen on Stack Overflow - Search for 'Stack Overflow'
Hi All! I'm planning to develop program in Java which will provide diagnosis. The data set is divided into two parts one for training and the other for testing. My program should learn to classify from the training data (BTW which contain answer for 30 questions each in new column, each record in… >>> More
Is it possible to predict future using machine learning and/or AI?

as seen on Programmers - Search for 'Programmers'
Recently I have started reading about machine learning. From 3000 feet view, machine learning seems really great thing but as if now I have found that machine learning is limited to only 3 types of algorithms namely classification, clustering and recommendations. I would like to know if my assumption… >>> More
Design for a machine learning artificial intelligence framework

as seen on Stack Overflow - Search for 'Stack Overflow'
This is a community wiki which aims to provide a good design for a machine learning/artificial intelligence framework (ML/AI framework). Please contribute to the design of a language-agnostic framework which would allow multiple ML/AI algorithms to be plugged into a single framework which: runs… >>> More
Design for a machine learning artificial intelligence framework (community wiki)

as seen on Stack Overflow - Search for 'Stack Overflow'
This is a community wiki which aims to provide a good design for a machine learning/artificial intelligence framework (ML/AI framework). Please contribute to the design of a language-agnostic framework which would allow multiple ML/AI algorithms to be plugged into a single framework which: runs… >>> More
A good machine learning technique to weed out good URLs from bad

as seen on Stack Overflow - Search for 'Stack Overflow'
Hi, I have an application that needs to discriminate between good HTTP GET requests and bad. For example: http://somesite.com?passes=dodgy+parameter # BAD http://anothersite.com?passes=a+good+parameter # GOOD My system can make a binary decision about whether or not a… >>> More

Related posts about data-mining

SQLAuthority News – Links to Book On Line – Data Mining Algorithms (Analysis Services – Data Mining)

as seen on SQL Authority - Search for 'SQL Authority'
I have quite often received request for the Data Mining Algorithms details. Book Online has wonderful resources for the same. I suggest to read them here. Data Mining Algorithms (Analysis Services – Data Mining) The data mining algorithm is the mechanism that creates a data mining model. To… >>> More
Data Mining Resources

as seen on SQL Blog - Search for 'SQL Blog'
There are many different types of analyses, each one with its own pros and cons. Relational reports have a predefined structure, and end users cannot change it. They are simple to use for end users. Reports can use real-time data and snapshots of data to show the state of a report at specific points… >>> More
Integrating Data Mining into your BI Solution (Presentation)

as seen on SQLIS - Search for 'SQLIS'
I recently gave a live meeting presentation to the UK User Group on Integrating Data Mining into your BI Solution. In it I talk about and demo ways of using your data mining models inside Integration Services, Analysis Services and Reporting Services. This is the first in a series of presentations… >>> More
What data mining tools do you use?

as seen on Stack Overflow - Search for 'Stack Overflow'
Hello everyone, Besides the two well-known Open Source tools RapidMiner and Weka, are there any other good tools (either Open Source or Commercial), which you can recommend for data mining? Thanks in advance! >>> More
NEW 2-Day Instructor Led Course on Oracle Data Mining Now Available!

as seen on Oracle Blogs - Search for 'Oracle Blogs'
A NEW 2-Day Instructor Led Course on Oracle Data Mining has been developed for customers and anyone wanting to learn more about data mining, predictive analytics and knowledge discovery inside the Oracle Database. Course Objectives: Explain basic data mining concepts and… >>> More