Computer data clustering techniques—including k-means and expectation maximization clustering—automate data reporting and can isolate segments or groups within a consumer market, employee pool or quality control environment. Automated data mining clustering separates data into more manageable data sets for focused campaigns that are more profitable.

Data set clustering services range from tech consulting companies offering information management to software developers focused on warehousing and analysis. Look for basic features like data storage and recovery options with high availability. Reporting features should include fast query options, predictive analysis and forecast and model reporting.

Consult with your data management team when considering the following solutions:

1. Get new leads from your old data with with data clustering software.

2. Upgrade your data clustering appliances for better data management.

3. Hire a specialized data clustering service provider.

Action Steps
The best contacts and resources to help you get it done

Start data set clustering with data clustering software

Initiate your data clustering project with a good off-the-shelf data clustering software solution. Your cluster software vendor or developer should reorganize your data with some custom programming to establish a data analysis solution. Read case studies to shop for software programs that fit your criteria.

I recommend: Informatica offers a data clustering engine offline for grouping and matching of identification data. Check out SteelEye Technology’s LifeKeeper clustering software for Windows or Linux to monitor your systems and applications.

Upgrade your data clustering systems with data management appliances

Get superior clustering information with the latest developments in data clustering system appliances. Info clustering appliances run between the server and the workstation. Look for appliance hardware packaged with software offering security and recovery features.

I recommend: Symantec offers the Veritas Cluster Server with central management tools and advanced recovery options to minimized downtime and maximize resources. YottaYotta offers the NetStorage Cube network appliance for data storage, which distributes computing and cluster data to assist with network requirements.

Implement data mining projects with computer data clustering services

Contract data clustering service providers with expertise in data clustering software. Look for companies that service your specific industry for best practices within info clustering and data mining.

I recommend: Vision Solutions offers a suite of cluster management services for various platforms. Check out the software demos and services packages including QuickStart options and training. Univa offers UniCluster Express, an open source community-enabled cluster stack, and the enhanced option Pro Packs and a full suite of service packages from a Professional Services team.

Tips & Tactics

Helpful advice for making the most of this Guide

• •  Poll your employees for regular data queries to organize your computer data cluster system. Also consider your key displays in your data dashboard or interface.
• •  As with any data project, get your team in a data quality mindset.