Large-scale graph database indexing based on T-mixture model and ICA

被引：0

作者：

Luo, Bin ^{[1
]}

Zheng, Aihua ^{[1
]}

Tang, Jin ^{[1
]}

Zhao, Haifeng ^{[1
]}

机构：

[1] Anhui Univ, Key Lab Intelligent Comp & Signal Proc, Hefei 230039, Peoples R China

来源：

PROCEEDINGS OF THE FOURTH INTERNATIONAL CONFERENCE ON IMAGE AND GRAPHICS | 2007年

基金：

中国国家自然科学基金;

关键词：

D O I：

10.1109/ICIG.2007.179

中图分类号：

TP18 [人工智能理论];

学科分类号：

081104 ; 0812 ; 0835 ; 1405 ;

摘要：

This paper proposes an indexing scheme based on t-mixture model and ICA, which is more robust than Gaussian mixture modeling when atypical points (or outliers) exist or the set of data has heavy tail. This indexing scheme combines optimized vector quantizer and probabilistic approximate-based indexing, scheme. Experimental results on large-scale graph database show a notable efficiency improvement with optimistic precision.

引用

页码：815 / +

页数：3

共 50 条

[21] A parallelized indexing method for large-scale case-based reasoning
Chen, WC
Tseng, SS
Chang, LP
Hong, TP
Jiang, MF
EXPERT SYSTEMS WITH APPLICATIONS, 2002, 23 (02) : 95 - 102
[22] Large-scale geospatial indexing for image-based retrieval and analysis
Tobin, KW
Bhaduri, BL
Bright, EA
Cheriyadat, A
Karnowski, TP
Palathingal, PJ
Potok, TE
Price, JR
ADVANCES IN VISUAL COMPUTING, PROCEEDINGS, 2005, 3804 : 543 - 552
[23] Image indexing and content analysis in children’s picture books using a large-scale database
Chengwei Huang
Hao Jiang
Multimedia Tools and Applications, 2019, 78 : 20679 - 20695
[24] Image indexing and content analysis in children's picture books using a large-scale database
Huang, Chengwei
Jiang, Hao
MULTIMEDIA TOOLS AND APPLICATIONS, 2019, 78 (15) : 20679 - 20695
[25] A Novel Image Segmentation Approach Based on Truncated Infinite Student's t-mixture Model
Li, Lu
Fan, Wentao
Du, JiXiang
Wang, Jing
INTELLIGENT COMPUTING METHODOLOGIES, ICIC 2016, PT III, 2016, 9773 : 271 - 281
[26] A Robust Method for Speech Emotion Recognition Based on Infinite Student's t-Mixture Model
Zhang, Xinran
Tao, Huawei
Zha, Cheng
Xu, Xinzhou
Zhao, Li
MATHEMATICAL PROBLEMS IN ENGINEERING, 2015, 2015
[27] EGM: Enhanced Graph-based Model for Large-scale Video Advertisement Search
Yu, Tan
Liu, Jie
Yang, Yi
Li, Yi
Fei, Hongliang
Li, Ping
PROCEEDINGS OF THE 28TH ACM SIGKDD CONFERENCE ON KNOWLEDGE DISCOVERY AND DATA MINING, KDD 2022, 2022, : 4443 - 4451
[28] Arbor: Efficient Large-Scale Graph Data Computing Model
Zhou, Wei
Li, Bo
Han, Jizhong
Xu, Zhiyong
2013 IEEE 15TH INTERNATIONAL CONFERENCE ON HIGH PERFORMANCE COMPUTING AND COMMUNICATIONS & 2013 IEEE INTERNATIONAL CONFERENCE ON EMBEDDED AND UBIQUITOUS COMPUTING (HPCC_EUC), 2013, : 300 - 307
[29] ExPregel: a new computational model for large-scale graph processing
Sagharichian, M.
Naderi, H.
Haghjoo, M.
CONCURRENCY AND COMPUTATION-PRACTICE & EXPERIENCE, 2015, 27 (17): : 4954 - 4969
[30] A Graph Sampling-Based Model for Influence Maximization in Large-Scale Social Networks
Jaouadi, Myriam
Ben Romdhane, Lotfi
IEEE TRANSACTIONS ON COMPUTATIONAL SOCIAL SYSTEMS, 2024, 11 (01) : 144 - 160

← 1 2 3 4 5 →