The Entire Regularization Path for the Support Vector (2004)
Trevor Hastie, Saharon Rosset, Rob Tibshirani, Ji Zhu
The Support Vector Machine is a widely used tool for classification. Many e#cient implementations exist for fitting a two-class SVM model. The user has to supply values for the tuning parameters: the...
norm Support Vector Machines (2004)
Ji Zhu, Saharon Rosset, Trevor Hastie, Rob Tibshirani
The standard 2-norm SVM is known for its good performance in twoclass classication. In this paper, we consider the 1-norm SVM. We argue that the 1-norm SVM may have some advantage over the standard...
1-norm Support Vector Machines (2003)
Ji Zhu, Saharon Rosset, Trevor Hastie, Rob Tibshirani
The standard 2-norm SVM is known for its good performance in twoclass classification. In this paper, we consider the 1-norm SVM. We argue that the 1-norm SVM may have some advantage over the standard...
Different Gene Expression Patterns in Invasive Lobular and Ductal Carcinomas of the Breast
Zhao, Hongjuan, Langerød, Anita, Ji, Youngran, Nowels, Kent W., Nesland, Jahn M., Tibshirani, Rob, ...
Invasive ductal carcinoma (IDC) and invasive lobular carcinoma (ILC) are the two major histological types of breast cancer worldwide. Whereas IDC incidence has remained stable, ILC is the most...
Different Gene Expression Patterns in Invasive Lobular and Ductal Carcinomas of the Breast
Zhao, Hongjuan, Langerød, Anita, Ji, Youngran, Nowels, Kent W., Nesland, Jahn M., Tibshirani, Rob, ...
Invasive ductal carcinoma (IDC) and invasive lobular carcinoma (ILC) are the two major histological types of breast cancer worldwide. Whereas IDC incidence has remained stable, ILC is the most...
Van De Rijn, Matt, Perou, Charles M., Tibshirani, Rob, Haas, Phillippe, Kallioniemi, Olli, Kononen, Juha, ...
While several prognostic factors have been identified in breast carcinoma, the clinical outcome remains hard to predict for individual patients. Better predictive markers are needed to help guide...
Extracting binary signals from microarray time-course data
Sahoo, Debashis, Dill, David L., Tibshirani, Rob, Plevritis, Sylvia K.
This article presents a new method for analyzing microarray time courses by identifying genes that undergo abrupt transitions in expression level, and the time at which the transitions occur. The...
Lehman, Norman L., Tibshirani, Rob, Hsu, Jerry Y., Natkunam, Yasodha, Harris, Brent T., West, Robert B., ...
The fidelity of cell division is dependent on the accumulation and ordered destruction of critical protein regulators. By triggering the appropriately timed, ubiquitin-dependent proteolysis of the...