Store Mi phone M

advertisement


Store
Devices Microsoft Surface PCs & tablets Xbox Virtual reality Accessories Windows
phone Microsoft Band Software Office Windows Additional software Apps All apps
Windows apps Windows phone apps Games Xbox One games Xbox 360 games PC
games Windows games Windows phone games Entertainment All Entertainment
Movies & TV Music Business & Education Business Store Education Store Developer
Sale Back-to-school essentials Sale Products
Software & services Windows Office Free downloads & security Internet Explorer
Microsoft Edge Skype OneNote OneDrive Microsoft Health MSN Bing Microsoft
Groove Microsoft Movies & TV Devices & Xbox All Microsoft devices Microsoft
Surface All Windows PCs & tablets PC accessories Xbox & games Microsoft Band
Microsoft Lumia All Windows phones Microsoft HoloLens For business Cloud
Platform Microsoft Azure Microsoft Dynamics Windows for business Office for
business Skype for business Surface for business Enterprise solutions Small business
solutions Find a solutions provider Volume Licensing For developers & IT pros
Develop Windows apps Microsoft Azure MSDN TechNet Visual Studio For students
& educators Office for students OneNote in classroom Shop PCs & tablets perfect
for students Microsoft in Education Support
Sign in


Research Research
o Research Home
o Research areas
 Algorithms
 Artificial intelligence and machine learning
 Computer systems and networking
 Computer vision
 Data visualization, analytics, and platform
 Ecology and environment
 Economics
 Graphics and multimedia
 Hardware, devices, and quantum computing
 Human-centered computing
 Mathematics







o
o
o
o
o



Medical, health, and genomics
Natural language processing and speech
Programming languages and software engineering
Search and information retrieval
Security, privacy, and cryptography
Social Sciences
Technology for emerging markets
Products & Downloads
Programs & Events
 Academic Programs
 Events & Conferences
People
Careers
About
 About
 Microsoft Research blog
 Asia Lab
 Cambridge Lab
 India Lab
 New England Lab
 New York City Lab
 Redmond Lab
 Applied Sciences Lab
Research areas
o Algorithms
o Artificial intelligence and machine learning
o Computer systems and networking
o Computer vision
o Data visualization, analytics, and platform
o Ecology and environment
o Economics
o Graphics and multimedia
o Hardware, devices, and quantum computing
o Human-centered computing
o Mathematics
o Medical, health, and genomics
o Natural language processing and speech
o Programming languages and software engineering
o Search and information retrieval
o Security, privacy, and cryptography
o Social Sciences
o Technology for emerging markets
Products & Downloads
Programs & Events
o Academic Programs
o



Events & Conferences
People
Careers
About
o About
o Microsoft Research blog
o Asia Lab
o Cambridge Lab
o India Lab
o New England Lab
o New York City Lab
o Redmond Lab
o Applied Sciences Lab
Inductive Learning Algorithms and
Representations for Text Categorization
January 1, 1998

Download Document

BibTex
Authors

Susan Dumais

John Platt

David Heckerman

Mehran Sahami
Published In

7th International Conference on Information and Knowledge Management
Publication Type
Inproceedings
Book Title
7th International Conference on Information and Knowledge Management
Pages
148-152

Abstract

Related Info
Abstract
Text categorization – the assignment of natural language texts to one or more predefined
categories based on their content – is an important component in many information organization
and management tasks. We compare the effectiveness of five different automatic learning
algorithms for text categorization in terms of learning speed, realtime classification speed, and
classification accuracy. We also examine training set size, and alternative document
representations. Very accurate text classifiers can be learned automatically from training
examples. Linear Support Vector Machines (SVMS) are particularly promising because they are
very accurate, quick to train, and quick to evaluate.
Related Info
Projects
 Support Vector Machines
Research Areas
 Algorithms
Research Labs
 Microsoft Research Lab - Redmond
Follow Microsoft Research


Follow @MSFTResearch

Share this page


Tweet

Learn

Windows

Office

Skype

Outlook

OneDrive

MSN
Devices

Microsoft Surface

Xbox

PC and laptops

Microsoft Lumia

Microsoft Band

Microsoft HoloLens
Microsoft Store

View account

Order tracking

Retail store locations

Returns

Sales & support
Downloads

Download Center

Windows downloads

Windows 10 Apps

Office Apps

Microsoft Lumia Apps

Internet Explorer
Values

Diversity and inclusion

Accessibility

Environment

Microsoft Philanthropies

Corporate Social Responsibility

Privacy at Microsoft
Company

Careers

About Microsoft

Company news

Investors

Research

Site map

English (United States)

Contact us

Privacy & cookies

Terms of use

Trademarks

About our ads

© 2016 Microsoft
​
Download