Riddhiman Ghosh - Sunnyvale CA, US Lei Zhang - Chicago IL, US Mohamed E. Dekhil - Santa Clara CA, US
International Classification:
G06F 17/27
US Classification:
704 9
Abstract:
There is provided a computer-implemented method of performing sentiment analysis. An exemplary method comprises performing a first sentiment analysis on microblogging data based on a method using an opinion lexicon. The method also includes training a classifier using training data from the first sentiment analysis. Additionally, the method includes identifying a new opinion term in the microblogging data by performing a statistical test. The new opinion terms are not in the opinion lexicon. The method also includes identifying new microblogging data based on the new opinion term. Further, the method includes performing a second sentiment analysis on the new microblogging data using the classifier.
Lei Zhang - Chicago IL, US Riddhiman Ghosh - Sunnyvale CA, US Mohamed E. Dekhil - Santa Clara CA, US
International Classification:
G06F 17/27
US Classification:
704 9
Abstract:
There is provided a computer-implemented method of performing sentiment analysis. An exemplary method comprises identifying one or more sentences in a microblog. The microblog comprises an entity. The method further includes identifying one or more opinion words in the sentences based on an opinion lexicon. Additionally, the method includes determining, for each of the sentences, an opinion value for the entity. The opinion value is determined based on an opinion value for each of the opinion words in an opinion lexicon.
- Houston TX, US Mohamed E. Dekhil - Santa Clara CA, US Lei Zhang - Chicago IL, US
International Classification:
G06N 99/00 G06F 17/27 G06F 17/30
Abstract:
There is provided a computer-implemented method of performing sentiment analysis. An exemplary method comprises performing a first sentiment analysis on microblogging data based on a method using an opinion lexicon. The method also includes training a classifier using training data from the first sentiment analysis. Additionally, the method includes identifying a new opinion term in the microblogging data by performing a statistical test. The new opinion terms are not in the opinion lexicon. The method also includes identifying new microblogging data based on the new opinion term. Further, the method includes performing a second sentiment analysis on the new microblogging data using the classifier.
License Records
Lei Zhang
License #:
27619 - Active
Issued Date:
Aug 17, 2009
Renew Date:
Dec 1, 2015
Expiration Date:
Nov 30, 2017
Type:
Certified Public Accountant
Lei Zhang
License #:
08099 - Active
Category:
Accountants
Issued Date:
Jun 17, 2016
Expiration Date:
Jun 30, 2019
Type:
Certified Public Accountant
Lei Zhang
License #:
08099 - Active
Category:
Accountants
Issued Date:
Jun 17, 2016
Expiration Date:
Jun 30, 2019
Type:
Certified Public Accountant
Lei Zhang
License #:
MT038306T - Expired
Category:
Medicine
Type:
Graduate Medical Trainee
Name / Title
Company / Classification
Phones & Addresses
Lei Zhang Principal
Symbios Consulting LLC Business Consulting Services
7023 N Wolcott Ave, Chicago, IL 60626 PO Box 607384, Chicago, IL 60660
Medicine Doctors
Dr. Lei Zhang, Chicago IL - MD (Doctor of Medicine)
Dr. Zhang graduated from the Shanghai Second Med Univ, Shanghai City, Shanghai, China in 1991. She works in Philadelphia, PA and specializes in Internal Medicine. Dr. Zhang is affiliated with Thomas Jefferson University Hospital.
Dr. Zhang graduated from the Capital Univ of Med Scis, Training Ctr of Gen Prac, Beijing City, China in 1986. He works in Hamilton, NJ and specializes in Neurology. Dr. Zhang is affiliated with Robert Wood Johnson University Hospital Hamilton and University Medical Center Of Princeton At Plainsboro.
2010 to 2010 Member, AmericanUniversity of Illinois Chicago, IL 2005 to 2005Peking Union Medical College
Jan 1999 to Jul 1999 Lecturer, "Introduction to tumorPeking Union Medical College
Sep 1993 to Jul 1999 Teaching Assistant
Education:
University of Chicago Jul 2012 to Jun 2013 CytopathologyUniversity of Hawaii Honolulu, HI Jun 2006 to 2008 ResearchUniversity of Illinois at Chicago Chicago, IL Sep 2004 to Jun 2006 Research AssociateUniversity of Illinois at Chicago Chicago, IL Feb 2000 to Aug 2004 Molecular Biology of Oral DiseasesPeking Union Medical College Jul 2000 PhD in MedicalPeking Union Medical College and Chinese Academy of Medical Sciences Sep 1995 to Jan 2000 Ph.DPeking Union Medical College Hospital Jul 1991 to Aug 1995 pathologyWest China University of Medical Sciences Chengdu, CN Sep 1986 to Jun 1992 M.D.MD. West China University of Medical Sciences Jun 1992
Marvell Semiconductor Inc Santa Clara, CA Sep 2005 to Jul 2012 Senior Wireless Software QA EngineerLucent Technologies
Jul 1999 to May 2003 Field Application Engineer
Education:
Illinois Institute of Technology Chicago, IL May 2005 Master of Science in Communications and Signal ProcessingShanghai University Jul 1999 Bachelor of Science in Communication Engineering
Stuart School of Business, Illinois Institute of Technology Chicago, IL Dec 2008 M.S in FinanceUniversity of Groningen Groningen Jan 2006 B.S. in International Economics and Business
Dr. Lei Zhang adds, A positive lifestyle helps older adults cope better with cognitive ageing, and it is never too late to take up, and stick with, a rewarding hobby such as learning an instrument.
Date: Jul 15, 2025
Category: Health
Source: Google
Travel is beginning to tick upwards in Massachusetts. Officials say it could be ‘quarantine fatigue.’
that people across the country had begun going outside more frequently and for longer trips. The upward trend following several weeks of stay-at-home orders in most states was called quarantine fatigue by Lei Zhang, the director of the universitys Maryland Transportation Institute.
Date: May 12, 2020
Category: More news
Source: Google
A global north-to-south shift in wind power by end of century
is increasing rapidlyabout 20 percent a year. Karnauskas and colleagues Julie Lundquist and Lei Zhang, also in ATOC, wanted to better understand likely shifts in production, so they turned to an international set of climate model outputs to assess changes in wind energy resources across the globe. T