MR. DAVID HARKER LEWIS, MSW, LCSW
Social Work at Glenlake Ave, Chicago, IL

7542947, Jun 2, 2009

Oct 30, 2007

11/928641

Isabelle Guyon - Berkeley CA, US
Edward P. Reiss - San Francisco CA, US
René Doursat - Sun Valley NV, US
Jason Aaron Edward Weston - New York NY, US
David D. Lewis - Chicago IL, US

Health Discovery Corporation - Savannah GA

G06F 7/00, G06F 17/30

706 12, 707 6

The data mining platform comprises a plurality of system modules, each formed from a plurality of components. Each module has an input data component, a data analysis engine for processing the input data, an output data component for outputting the results of the data analysis, and a web server to access and monitor the other modules within the unit and to provide communication to other units. Each module processes a different type of data, for example, a first module processes microarray (gene expression) data while a second module processes biomedical literature on the Internet for information supporting relationships between genes and diseases and gene functionality. In the preferred embodiment, the data analysis engine is a kernel-based learning machine, and in particular, one or more support vector machines (SVMs). The data analysis engine includes a pre-processing function for feature selection, for reducing the amount of data to be processed by selecting the optimum number of attributes, or “features”, relevant to the information to be discovered.

6668248, Dec 23, 2003

Dec 23, 2002

10/325911

David D. Lewis - Chicago IL
Amitabh Kumar Singhal - Basking Ridge NJ
Daniel L. Stern - Princeton NJ

ATT Corp. - New York NY

G06F 1518

706 16, 706 25

A method and apparatus for adding new learning tasks to an incremental supervised learner provide a flexible incremental representation of all training examples encountered, thereby permitting state representations for new learning tasks to take advantage of incremental training already completed by encoding all past training examples as negative examples for a hypothetical learning task. The state representation of the hypothetical learning task is copied as the initial state representation for a new learning task to be initiated, is initialized with negative training examples of all previously presented training examples, thereby permitting the learning task to incorporate the previous examples efficiently.

2012027, Nov 1, 2012

Apr 27, 2012

13/458219

Jeffrey David Naslund - Waconia MN, US
Kevin B. Thompson - Pearl River NY, US
David Dolan Lewis - Chicago IL, US

KROLL ONTRACK, INC. - Eden Prairie MN

G06N 5/00

706 45

An example method for reviewing documents includes scoring documents using an artificial intelligence model, and selecting a subset of highest scoring documents. The method further includes inserting a number of randomly-selected documents into the subset of highest scoring documents to form a set of documents for review, wherein a reviewer cannot differentiate between the randomly-selected documents and the subset of highest scoring documents included in the set of documents for review, and presenting the set of documents for review by the reviewer.