Navigation Links
Random Forests Tree Ensembles: Salford Systems Exclusive Insight

SAN DIEGO, Jan. 31, 2013 /PRNewswire-iReach/ -- Salford Systems has maintained long-term relationships with data mining visionaries like Random Forests co-developer Dr. Adele Cutler . In a recent visit to San Diego, she spent time with Salford Systems discussing plans for Random Forests future developments, offering an introductory session on Random Forests, and sharing some personal memories of her time working with Dr. Leo Breiman at the University of California, Berkeley.

Dr. Cutler shared the chance origin of their collaboration on Random Forests in an interview with Salford Systems' marketing staff.

"Leo was my advisor at U.C. Berkeley, recalls Cutler. "I did my Ph.D. at Berkeley with Leo from 1983-88, but we didn't work on decision trees at all in that time. I knew basically what they were but I didn't understand them very well .... Leo and I worked on optimization problems and archetype analysis when I was at Berkeley."

Cutler didn't even begin to work on decision trees, let alone ensembles methods, until the 1990s after becoming a faculty member at Utah State University. "I worked on mixture models for a while and that was fun while it lasted, but I began to feel like the applications weren't really there, " said Cutler. "So, I went to Leo one day and I said 'Look, Leo, I've come to the end of what I want to do with mixture models is there anything you can recommend for a direction for me to follow?'" Breiman was enthusiastic about neural networks and he recommended that Cutler begin attending conferences where this was being explored and discussed.

According to Cutler, "The Random Forests collaboration and my real start to working in [decision] trees came in a cab. It was a stretch limo actually! I was going to a conference and I had a habit of bumping into him at the airport attending all of these conferences on neural nets. We were trying to hail a cab to the conference hotel and they didn't have a cab available so they gave us a stretch limo at the regular rate. He was telling me about some work he was doing, and it was the early Random Forests. And I started telling him about some of the experiments that I'd been doing that were using [decision] trees. So, we took my project at the time, Perfect Random Trees, and his project Random Forests and immediately stopped working on everything else and began collaborating on RF." (Audio Clip)

Random Forests is widely available now and is documented as an excellent benchmark tool for data scientists and analysts. Much of the insight provided by Random Forests is generated by methods applied after the trees are grown and include new technology for identifying clusters or segments in data as well as new methods for ranking the importance of variables. The method was developed by Leo Breiman and Adele Cutler of the University of California, Berkeley, and is licensed exclusively to Salford Systems. Ongoing research is being undertaken by Salford Systems in collaboration with Professor Adele Cutler , the surviving co-author of Random Forests. Random Forests is a collection of many CART trees that are not influenced by each other when constructed. The sum of the predictions made from decision trees determines the overall prediction of the forest. The algorithms is best suited for the analysis of complex data structures embedded in small to moderate data sets containing less than 10,000 rows but potentially millions of columns.

About Salford Systems
Founded in 1983, Salford Systems specializes in providing new generation data mining and choice modeling software and consultation services. Applications in both software and consulting span market research segmentation, direct marketing, fraud detection, credit scoring, risk management, bio-medical research and manufacturing quality control. Industries using Salford Systems products and consultation services include telecommunications, transportation, banking, financial services, insurance, health care, manufacturing, retail and catalog sales, and education. Salford Systems software is installed at more than 3,500 sites worldwide, including 300 major universities. Key customers include AT&T Universal Card Services, Pfizer Pharmaceuticals, General Motors, and Sears, Roebuck and Co. For additional information visit

Media Contact
Heather Hinman
Salford Systems

Media Contact: Heather Hinman Salford Systems, 619-543-8880,

News distributed by PR Newswire iReach:

SOURCE Salford Systems
Copyright©2012 PR Newswire.
All rights reserved

Related biology news :

1. Far from random, evolution follows a predictable genetic pattern, Princeton researchers find
2. Spring may come earlier to North American forests
3. Climate changes effects on temperate rain forests surprisingly complex
4. Bengali forests are fading away
5. As climate warms, bark beetles march on high-elevation forests
6. Preserve the services of mangroves -- Earths invaluable coastal forests, experts urge
7. Natural regeneration building urban forests, altering species composition
8. Climate change effects, potential mitigation in Northeast forests subject of Forest Service Report
9. Birds do better in agroforests than on farms
10. WSU researcher sees how forests thrive after fires and volcanoes
11. Washingtons forests will lose stored carbon as area burned by wildfire increases
Post Your Comments:
(Date:11/12/2015)... LONDON , Nov. 11, 2015   ... and reliable analytical tools has been paving the ... and qualitative determination of discrete analytes in clinical, ... sensors are being predominantly used in medical applications, ... and environmental sectors due to continuous emphasis on ...
(Date:11/9/2015)... Nov. 9, 2015  Synaptics Inc. (NASDAQ: SYNA ... announced broader entry into the automotive market with a ... the pace of consumer electronics human interface innovation. Synaptics, ... ideal for the automotive industry and will be implemented ... Europe , Japan , ...
(Date:10/29/2015)... Va. , Oct. 29, 2015 Daon, ... today that it has released a new version of ... customers in North America have ... IdentityX v4.0 also includes a FIDO UAF certified ... are already preparing to activate FIDO features. These customers ...
Breaking Biology News(10 mins):
(Date:11/25/2015)... , ... November 25, 2015 , ... ... the Organization of Black Aerospace Professionals (OPBAP) has been formalized with the signing ... AMA team leaders met with OPBAP leaders Capt. Karl Minter and Capt. Albert ...
(Date:11/25/2015)... (PRWEB) , ... November 25, 2015 , ... ... company uBiome, were featured on AngelList early in their initial angel funding process. ... AngelList syndicate for individuals looking to make early stage investments in the microbiome ...
(Date:11/24/2015)... -- Cepheid (NASDAQ: CPHD ) today announced that ... and invited investors to participate via webcast. ... 1, 2015 at 11.00 a.m. Eastern Time --> ... 1, 2015 at 11.00 a.m. Eastern Time --> ... NY      Tuesday, December 1, 2015 at 11.00 ...
(Date:11/24/2015)... Mass. (PRWEB) , ... November 24, 2015 , ... ... to maintain healthy metabolism. But unless it is bound to proteins, copper is ... of Health (NIH), researchers at Worcester Polytechnic Institute (WPI) will conduct a systematic ...
Breaking Biology Technology: