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A New Digital Signal Processing Based Model with Multi-Aspect Term Frequency for Information Retrieval

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成果类型:
期刊论文
作者:
Ying, Zhiwei;Huang, Jimmy Xiangji*;Zhou, Jie
通讯作者:
Huang, Jimmy Xiangji
作者机构:
[Ying, Zhiwei] Cent China Normal Univ, Sch Informat Management, Wuhan 430079, Hubei, Peoples R China.
[Huang, Jimmy Xiangji] York Univ, Sch Informat Technol, Informat Retrieval & Knowledge Management Res Lab, Toronto, ON M3J 1P3, Canada.
[Zhou, Jie] East China Normal Univ, Dept Comp Sci & Technol, Shanghai 200062, Peoples R China.
[Ying, Zhiwei] Cent China Normal Univ, Hubei Prov Key Lab Artificial Intelligence & Smar, Wuhan 430079, Hubei, Peoples R China.
[Ying, Zhiwei] Cent China Normal Univ, Natl Language Resources Monitor & Res Ctr Network, Wuhan 430079, Hubei, Peoples R China.
通讯机构:
[Huang, Jimmy Xiangji] Y
York Univ, Sch Informat Technol, Informat Retrieval & Knowledge Management Res Lab, Toronto, ON M3J 1P3, Canada.
语种:
英文
关键词:
Digital signal processing;Probabilistic logic;Kernel;Information retrieval;Computational modeling;Time-domain analysis;Physics;Information retrieval;digital signal processing;kernels
期刊:
IEEE ACCESS
ISSN:
2169-3536
年:
2019
卷:
7
页码:
160738-160754
基金类别:
This work was supported in part by the Natural Sciences and Engineering Research Council (NSERC) of Canada, in part by the NSERC CREATE Award in Advanced Disaster, Emergency and Rapid Response Simulation (ADERSIM), in part by the York Research Chairs (YRC) Program, in part by the Ontario Research Fund-Research Excellence (ORF-RE) Award in BRAIN Alliance, and in part by the China Scholarship Council (CSC). The work of Z. Ying was supported in part by the Fundamental Research Funds for Central Universities under Grant CCNU18JCK05.
机构署名:
本校为第一机构
院系归属:
信息管理学院
摘要:
In recent decades, the vast majority of researchers in the field of information retrieval (IR) have been studying three main categories of IR models (i.e., vector space models, probabilistic models and statistical language models). Recently, some researchers have been exploring a new category of IR models which introduce the knowledge from the field of digital signal processing (DSP), which have been shown to be promising. However, the existing DSP-based models are not well-performed in some cases because they have not incorporated effective term weighting methods and the existing framework it...

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