Xiaoqiang Luo - Ardsley NY, US Salim Roukos - Scarsdale NY, US Min Tang - Cambridge MA, US
Assignee:
International Business Machines Corporation - Armonk NY
International Classification:
G06F017/28
US Classification:
704/004000
Abstract:
A method, computer program product, and data processing system for training a statistical parser by utilizing active learning techniques to reduce the size of the corpus of human-annotated training samples (e.g., sentences) needed is disclosed. According to a preferred embodiment of the present invention, the statistical parser under training is used to compare the grammatical structure of the samples according to the parser's current level of training. The samples are then divided into clusters, with each cluster representing samples having a similar structure as ascertained by the statistical parser. Uncertainty metrics are applied to the clustered samples to select samples from each cluster that reflect uncertainty in the statistical parser's grammatical model. These selected samples may then be annotated by a human trainer for training the statistical parser.
Columbia University Medical Center
Postdoctoral Research Scientist
Shanghai Biowing Applied Biotechnology Co.ltd Mar 2013 - Sep 2013
Research Intern
Education:
Columbia University In the City of New York 2016 - 2020
The University of Tokyo 2012 - 2016
Doctorates, Doctor of Philosophy, Bioinformatics, Philosophy
Donghua University 2009 - 2012
Masters, Molecular Biology, Biochemistry
Suzhou University of Science and Technology 2005 - 2009
Bachelors, Biology
Skills:
Liunx R Perl Python Pcr Computer Science Biotechnology Molecular Biology Business Intelligence Bioinformatics
Interests:
Social Services Football New Technologies Bastetball Health
University of California, San Diego
Phd Candidate
Columbia University In the City of New York Jun 2015 - May 2017
Graduate Researcher
Washington University In St. Louis Sep 2013 - May 2015
Undergraduate Researcher
Anheuser-Busch Inbev Jun 2014 - Dec 2014
Campus Ambassador
Stowers Institute For Medical Research May 2014 - Jul 2014
Summer Scholar
Education:
Columbia University In the City of New York 2015 - 2020
Washington University In St. Louis 2011 - 2015
Bachelors, Bachelor of Science, Biomedical Engineering, Finance
Shanghai Foreign Language School 2008 - 2011
Uc San Diego
Skills:
Matlab Microsoft Excel Digital Photography Photoshop Event Planning Autocad Driving License Piano Pcr Spss Html 5 Microscopy Python
Interests:
Oil Painting Startup Jazz Ballet Hiking Photography Tissue Engineering
Microsoft
Principal Software Design Engineer
Nuance Communications
Senior Principal Software Engineer
Voicebox Technologies Jun 2016 - Apr 2018
Director of Cloud Asr
Voicebox Technologies Dec 2010 - Jun 2016
Speech Architect and Speech and Language Technician Lead and Senior Speech Scientist
Voicebox Technologies Jan 2007 - Dec 2010
Senior Speech Scientist
Education:
University of Colorado Boulder 2000 - 2005
Master of Science, Masters, Computer Science
Institute of Automation, Chinese Academy of Science 1996 - 1999
Masters, Master of Engineering, Computer Science, Engineering
Chinese Academy of Science 1996 - 1999
Master of Science, Masters, Computer Science
University of Science and Technology of China 1991 - 1996
Bachelors
Guilin High School 1988 - 1991
University of Science & Technology Chittagong
Skills:
Natural Language Processing Speech Recognition C++ Machine Learning C Software Engineering Algorithms Perl Python Embedded Systems Software Development Software Project Management Speech Technology Image Processing Visual Studio Product Management Software Design Agile Methodologies
Bank of America Merrill Lynch
Vice President, Corporate Treasury
Bank of America Merrill Lynch Jan 2017 - Jun 2017
Vice President, Global Risk Analytics
Bank of America Merrill Lynch Feb 2014 - Dec 2016
Assistant Vice President, Global Risk Analytics
J.p. Morgan May 2013 - Aug 2013
Research Intern
Bank of America May 2013 - Aug 2013
Vice President, Senior Capital Anayst
Education:
Fordham University 2012 - 2013
Master of Science, Masters, Financial Engineering, Finance
The University of Texas at Dallas 2008 - 2012
Bachelors, Bachelor of Science, Finance
Rutgers Business School
Graduate School of Management
Master of Business Administration, Masters
Fudan University
Bachelors, Bachelor of Science
Graduate School of Business & Administration
Masters
Rutgers University
Master of Business Administration, Masters, Finance
Fudan University
Master of Science, Masters, Computer Science
New Jersey Institute of Technology
Doctorates, Doctor of Philosophy, Computer and Information Science, Information Science, Computer
Skills:
Risk Management Vba Quantitative Finance Credit Risk Matlab Financial Analysis Sas Bloomberg C++ Microsoft Office Corporate Finance Sql Equity Derivatives Options Var English Garch Relational Databases Mle Equities Fixed Income Electronic Trading Market Data Trading Systems Prime Brokerage Sybase Middle Office Investment Banking Reference Data Credit Derivatives Swaps Derivatives Capital Markets
"The stiffness of the silk biomaterial could be tuned to accommodate the cortical neurons and the different types of gels, maintaining both stability in culture and brain-like tissue elasticity," said the paper's first author, Min Tang-Schomer, post-doctoral scholar in biomedical engineering at Tuf
Date: Aug 12, 2014
Category: Health
Source: Google
Lab-grown brain tissue 'doughnuts' could aid research into brain injuries
The tissue maintained viability for at least nine weeks significantly longer than cultures made of collagen or hydrogel alone and also offered structural support for network connectivity that is crucial for brain activity, said Min Tang-Schomer, Tufts University researcher and the principal au
The biggest drawback in the quarter was from corn processing, said Morningstar analyst Min Tang-Varner. The segment operating margin dropped to 8% from 16% in the quarter before that because product prices havent caught up to commodity prices.