CONFERENCE PROCEEDINGS
Advanced Search
Home > Proceedings > Volume 12176 > Article
Paper
6 May 2022 Research on classification algorithm of commodity short text based on CNN
Qilin Qin, Yunshan Sun, Sihan Wang, Qian Huang, Yuetong Cheng
Author Affiliations +
Proceedings Volume 12176, International Conference on Algorithms, Microchips and Network Applications; 121760G (2022) https://doi.org/10.1117/12.2636398
Event: International Conference on Algorithms, Microchips, and Network Applications 2022, 2022, Zhuhai, China
Abstract
With the development and popularization of the Internet and the rapid development of e-commerce platforms, resulting in a huge amount of commodity short text. Research on short text classification of commodities is of great significance to commodity circulation, consumer behavior research and advertising push. This paper takes the commodity short text data set as the object, and the Convolutional Neural Network (CNN) algorithm based on deep learning is used to construct the classification model. Experimental results show that CNN algorithm is better than traditional machine learning algorithms (Naive Bayes(NB), K Nearest Neighbor(KNN) and Support Vector Machine(SVM)) in commodity short text classification.
© (2022) COPYRIGHT Society of Photo-Optical Instrumentation Engineers (SPIE). Downloading of the abstract is permitted for personal use only.
Citation Download Citation
Qilin Qin, Yunshan Sun, Sihan Wang, Qian Huang, and Yuetong Cheng "Research on classification algorithm of commodity short text based on CNN", Proc. SPIE 12176, International Conference on Algorithms, Microchips and Network Applications, 121760G (6 May 2022); https://doi.org/10.1117/12.2636398
ACCESS THE FULL ARTICLE
ORGANIZATIONAL
Sign in with credentials provided by your organization.
INSTITUTIONAL
Select your institution to access the SPIE Digital Library.
SELECT YOUR INSTITUTION
PERSONAL
Sign in with your SPIE account to access your personal subscriptions or to use specific features such as save to my library, sign up for alerts, save searches, etc.
PERSONAL SIGN IN
No SPIE Account? Create one
PURCHASE THIS CONTENT
SUBSCRIBE TO DIGITAL LIBRARY
50 downloads per 1-year subscription
Members: $195
Non-members: $335 ADD TO CART
25 downloads per 1 - year subscription
Members: $145
Non-members: $250 ADD TO CART
PURCHASE SINGLE ARTICLE
Includes PDF, HTML & Video, when available
Members: $17.00
Non-members: $21.00 ADD TO CART
PROCEEDINGS
 5 PAGES
DOWNLOAD PAPER SAVE TO MY LIBRARY
GET CITATION
Advertisement
Advertisement
RIGHTS & PERMISSIONS
Get copyright permission  Get copyright permission on Copyright Marketplace
KEYWORDS
Data modeling
Convolution
Classification systems
Convolutional neural networks
Machine learning
Algorithm development
Feature extraction
RELATED CONTENT
Subscribe to Digital Library
Receive Erratum Email Alert
Back to Top