Marcos Campos

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Blog on Data Mining and Analytics, with a special focus on Oracle. Analytics paves the way to transform databases into Knowledgebases.Marcos
Updated: 1 hour 48 min ago

Funny YouTube Video Featuring Oracle Data Mining

Thu, 2010-02-18 12:08
Maybe I am too much of a data mining geek, but I found the video below to be funny. It also talks about a super cool feature ODM introduced in 11.2: the ability of scoring data mining models at the disk controller level in Exadata. This is a significant performance booster. It also makes it feasible to produce actionable insights from massive amounts of data extremely fast. More on this on a Marcos
Categories: BI & Warehousing

Oracle Data Mining Races with America's Cup

Thu, 2010-02-18 11:57
For those that have not heard the BMW Oracle Racing team won the America's Cup sailing an incredible new boat. What even those that have been following the news on the race do not know is that Oracle Data Mining helped the performance team tune the boat. I participated helping with that problem and it was a very hard one: Imagine standing under an avalanche of data - 2500 variables, 10 times Marcos
Categories: BI & Warehousing

Data Mining Survey - Last Call

Tue, 2009-03-24 08:41
Rexer Analytics has just issued a last call for its annual data mining survey. This is a pretty nice survey that provides a great deal of valuable information about how data mining is used and who is doing it. To participate, please click on the link below and enter the access code in the space provided. The survey should take approximately 20 minutes to complete.  At the end of the survey you Marcos
Categories: BI & Warehousing

Job Opportunities

Mon, 2008-11-03 09:46
The Oracle Data Mining group has two openings for talented software developers and machine learning experts. Take a look at these links (IRC1133401, IRC1143559) for more details.Marcos
Categories: BI & Warehousing

Oracle BIWA Summit 2008

Tue, 2008-10-28 04:10
The Oracle BIWA Summit 2008 is approaching  (December 2-3) . It will be held at Oracle World HQ, Redwood Shores, California. This is the second event of its kind. Last year's event was a great success and lots of fun (see details here ). This year's keynotes include Jeanne Harris (co-author of "Competing on Analytics") and Usama Fayyad (legendary data miner).  Here are some information and linksMarcos
Categories: BI & Warehousing

Collective Intelligence 1: Building a RSS Feed Archive

Mon, 2008-09-08 22:10
For a long time I have thought that we needed data mining books written for developers. Most data mining books are written for business or data analysts. Given that, it was a pleasant surprise to read Programming Collective Intelligence: Building Smart Web 2.0 Applications by Toby Segaran. The book provides a good discussion on data mining concepts anchored with interesting examples. It also Marcos
Categories: BI & Warehousing

Data Mining in Action: Oracle Sales Prospector

Fri, 2008-08-22 12:10
I firmly believe that a major trend in applications is the incorporation of analytic-enabled functionality. Users want more than just reports or a replay of the past. Users want to have insights and their attention directed to key points. This is where analytics can make a big impact across all types of applications. Notice that I am not proposing exposing analytical capabilities (e.g., data Marcos
Categories: BI & Warehousing

Matrix Inversion Using PL/SQL

Mon, 2008-08-18 07:18
Recently someone asked me how to invert a matrix using the UTL_NLA PL/SQL package. This can be done by solving a system of linear equations AX = B like the ones I described in this post but setting B to the identity matrix. I thought that the question was interesting enough to deserve its own post. So I am replicating the answer here for those interested. The UTL_NLA package has many different Marcos
Categories: BI & Warehousing

Oracle at KDD 2008 and KDD 2007 Pictures

Fri, 2008-08-15 22:34
It is that time of the year again. In about a week I am going to be attending the KDD (Knowledge Discovery in Databases) 2008 conference (conference website) along with some other Oracle colleagues. KDD is one of the primary conferences on data mining. This year it will take place in Las Vegas, Nevada, from August 24 to 27.Oracle is a Gold sponsor for the event and will have again a large Marcos
Categories: BI & Warehousing

Recap Post

Thu, 2007-12-06 12:11
For the past couple of months the blog took a back seat. Basically, since KDD, I have had very little time to write. I have been on the road quite a bit and my trip to KDD unleashed a number of research ideas that I have been following up. I will post on the latter over time as the results mature.I have also dropped the ball answering many of the emails and comments I have received. I have caughtMarcos
Categories: BI & Warehousing

KDD 2007

Sun, 2007-08-12 08:34
For the next couple of days I am going to be attending the KDD (Knowledge Discovery in Databases) 2007 conference (conference website) along with some other Oracle colleagues. KDD is one of the primary conferences on data mining. This year it will take place in San Jose, CA, from August 12 to 15.Oracle is a Gold sponsor for the event and will have a large presence at the conference. Among other Marcos
Categories: BI & Warehousing

On the Road and Upcoming Talks

Mon, 2007-07-09 20:51
This week I am going to be in San Francisco. I have been invited to give a talk at the San Francisco Bay ACM Data Mining SIG on Wednesday. The title of the talk is In-Database Analytics: A Disruptive Technology. Here is a link with information on the talk.On Friday morning, I am presenting at the ST Seminar at Oracle's headquarter. The title of that talk is In-Database Mining: The I in BI. If Marcos
Categories: BI & Warehousing

Way Cooler: PCA and Visualization - Linear Algebra in the Oracle Database 2

Mon, 2007-06-04 12:05
This post shows how to implement Principal Components Analysis (PCA) with the UTL_NLA package. It covers some of the uses of PCA for data reduction and visualization with a series of examples. It also provides details on how to build attribute maps and chromaticity diagrams, two powerful visualization techniques.This is the second post in a series on how to do Linear Algebra in the Oracle Marcos
Categories: BI & Warehousing

Webcast Announcement: Oracle's In-Database Statistics

Wed, 2007-05-02 00:11
Today (Wednesday), May 2, 2007 at 12:00 PM EST, the Oracle Business Intelligence, Warehouse and Analytics (BIWA) Special Interest Group (SIG) will host another interesting free webcast:Oracle's In-Database StatisticsSpeaker: Charlie BergerSession AbstractOracle Database 10g embeds a range of SQL-based basic statistical functions including: summary statistics, hypothesis testing, correlation Marcos
Categories: BI & Warehousing

Webcast Announcement: A Simple Fraud Detection Application using Oracle Data Mining, SQL Developer and Oracle BI EE

Tue, 2007-04-24 12:18
Tomorrow, April 25, 2007On April 25, 2007 at 11:45 AM EDT, the Oracle Business Intelligence, Warehouse and Analytics (BIWA) Special Interest Group (SIG) will host the following free webcast:A Simple Fraud Detection Application using ODM, BIEE, and SQL DeveloperSpeaker: Bob HaberstrohSession AbstractClassification is an often-used methodology in data mining that creates a predictive model Marcos
Categories: BI & Warehousing

Way Cool: Linear Algebra in the Oracle Database 1

Fri, 2007-04-20 15:32
New to the Oracle Database 10g Release 2 is a hidden gem, the UTL_NLA package. This not very well known package (you don't get many hits for it in Google) brings linear algebra functionality to the Oracle Database. It makes the Oracle Database an even better platform for scientific and advanced analytics programming. Now it is possible to write performant matrix code in the database easily and Marcos
Categories: BI & Warehousing

Wikipedia and Oracle Data Mining

Mon, 2007-02-12 15:44
Wikipedia has a nice page on Oracle Data Mining (link). It provides a good overview of the features and history of the product. Here is a snippet of the text:Oracle Data Mining (ODM) is a software product distributed as an option to Oracle Corporation's Relational Database Management System (RDBMS) Enterprise Edition (EE). This product supports a collection of data mining and data analysis Marcos
Categories: BI & Warehousing

New Oracle Statistical Functions Page

Mon, 2007-02-12 14:55
OTN has a new page (link) describing the statistical functions in the Oracle 10g Database. These functions are available in all versions of the database at no extra cost. Features include:Descriptive statisticsHypothesis testingCorrelations analysis (parametric and nonparametric)Ranking functionsCross Tabulations with Chi-square statisticsLinear regressionANOVATest Distribution fitWindow Marcos
Categories: BI & Warehousing

Welcome BIWA

Mon, 2007-02-12 14:37
The Business Intelligence, Warehousing and Analytics Special Interest Group (BIWA SIG, BIWA for short) has been recently created. Although it counts with a strong participation of Oracle employees, BIWA is an independent organization from Oracle.BIWA is a community in the making. It provides a number of benefits to its members (membership is free):Get the latest information about Business Marcos
Categories: BI & Warehousing

Merry Christmas, Happy New Year, and a Poll

Sun, 2006-12-24 04:30
It has been a great year. My daughter was born as well as this blog. I have launched this blog at the beginning of the year (January first to be more precise) and the readership has been great. Amongst the posts, Time Series and Automatic Pivoting were probably the most viewed. I am on vacation in Brazil right now enjoying a family reunion. I have a big family and it is hard to get everyone Marcos
Categories: BI & Warehousing