Exploring_multimodal_data_fusion
所属分类：其他
开发工具：matlab
文件大小：78KB
下载次数：7
上传日期：2018-08-28 11:04:18
上 传 者：
seven-barks
说明： 耦合数据之间的融合算法，基于贝叶斯模型，和耦合张量分解算法
(Exploring multimodal data fusion through joint
decompositions with flexible couplings)
文件列表:
Exploring_multimodal_data_fusion\.DS_Store (12292, 2016-02-16)
Exploring_multimodal_data_fusion\1_Similar_factors\.DS_Store (6148, 2016-02-16)
Exploring_multimodal_data_fusion\1_Similar_factors\CCP_ALS\.DS_Store (6148, 2016-02-11)
Exploring_multimodal_data_fusion\1_Similar_factors\CCP_ALS\als.m (4888, 2016-02-11)
Exploring_multimodal_data_fusion\1_Similar_factors\CCP_ALS\amb_correct.m (2088, 2015-07-23)
Exploring_multimodal_data_fusion\1_Similar_factors\CCP_ALS\amb_correct_1f.m (1999, 2015-07-23)
Exploring_multimodal_data_fusion\1_Similar_factors\CCP_ALS\ccp_als.m (11753, 2016-02-11)
Exploring_multimodal_data_fusion\1_Similar_factors\CCP_ALS\ccp_als_hard.m (7524, 2016-02-11)
Exploring_multimodal_data_fusion\1_Similar_factors\CCP_ALS\kr.m (1010, 2014-03-14)
Exploring_multimodal_data_fusion\1_Similar_factors\CCP_ALS\munkres.m (6971, 2015-07-22)
Exploring_multimodal_data_fusion\1_Similar_factors\CRB_CCP\.DS_Store (6148, 2016-02-11)
Exploring_multimodal_data_fusion\1_Similar_factors\CRB_CCP\crb_ccp_direct_flex.m (4636, 2016-02-12)
Exploring_multimodal_data_fusion\1_Similar_factors\CRB_CCP\crb_cp.m (1749, 2016-02-12)
Exploring_multimodal_data_fusion\1_Similar_factors\CRB_CCP\kr.m (1010, 2014-03-14)
Exploring_multimodal_data_fusion\1_Similar_factors\CRB_CCP\vec_unfold.m (2154, 2016-02-12)
Exploring_multimodal_data_fusion\1_Similar_factors\similar_factors.m (17404, 2018-01-02)
Exploring_multimodal_data_fusion\2_Shared_components\.DS_Store (6148, 2016-02-18)
Exploring_multimodal_data_fusion\2_Shared_components\CCP_ALS\.DS_Store (6148, 2016-02-12)
Exploring_multimodal_data_fusion\2_Shared_components\CCP_ALS\als.m (4672, 2016-02-11)
Exploring_multimodal_data_fusion\2_Shared_components\CCP_ALS\amb_correct.m (2088, 2015-07-23)
Exploring_multimodal_data_fusion\2_Shared_components\CCP_ALS\amb_correct_1f.m (2456, 2016-02-18)
Exploring_multimodal_data_fusion\2_Shared_components\CCP_ALS\ccp_als.m (11815, 2016-02-11)
Exploring_multimodal_data_fusion\2_Shared_components\CCP_ALS\kr.m (1010, 2014-03-14)
Exploring_multimodal_data_fusion\2_Shared_components\CCP_ALS\munkres.m (6971, 2015-07-22)
Exploring_multimodal_data_fusion\2_Shared_components\shared_components.m (8077, 2016-02-18)
Exploring_multimodal_data_fusion\3_Compression\.DS_Store (6148, 2016-02-17)
Exploring_multimodal_data_fusion\3_Compression\CCCP_ALS\als.m (4671, 2015-07-24)
Exploring_multimodal_data_fusion\3_Compression\CCCP_ALS\amb_correct.m (2088, 2016-02-08)
Exploring_multimodal_data_fusion\3_Compression\CCCP_ALS\amb_correct_1f.m (1999, 2016-02-08)
Exploring_multimodal_data_fusion\3_Compression\CCCP_ALS\ccp_als.m (11814, 2015-07-24)
Exploring_multimodal_data_fusion\3_Compression\CCCP_ALS\eyeT.m (153, 2016-02-08)
Exploring_multimodal_data_fusion\3_Compression\CCCP_ALS\hosvd.m (3347, 2016-02-08)
Exploring_multimodal_data_fusion\3_Compression\CCCP_ALS\kr.m (1010, 2016-02-08)
Exploring_multimodal_data_fusion\3_Compression\CCCP_ALS\MultProd.m (603, 2016-02-08)
Exploring_multimodal_data_fusion\3_Compression\CCCP_ALS\munkres.m (6971, 2016-02-08)
Exploring_multimodal_data_fusion\3_Compression\CCCP_ALS\rsvd.m (2147, 2016-02-08)
Exploring_multimodal_data_fusion\3_Compression\compression.m (9676, 2016-02-17)
Exploring_multimodal_data_fusion\4_Positive_coupling\.DS_Store (6148, 2016-02-18)
Exploring_multimodal_data_fusion\4_Positive_coupling\CCP_MU\.DS_Store (6148, 2016-02-18)
Exploring_multimodal_data_fusion\4_Positive_coupling\CCP_MU\amb_correct_1f_beta.m (1897, 2016-02-11)
... ...
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\f0\fs24 \cf0 This folder contains the MATLAB codes related to Section VI (Simulations) of the paper \
\
"Exploring multimodal data fusion through joint decompositions with flexible couplings".\
\
Authors: Rodrigo Cabral Farias, J\'e9r\'e9my Emile Cohen and Pierre Comon\
\
It has five folders corresponding to the following settings:\
\
1- Similar factors - Direct similarity coupling\
2 - Shared components - Similarity coupling through one component\
3 - Compression - Joint compression of coupled tensors\
4 - Positive coupling - Positive coupling of positive models\
5 - Interpolation - Coupling through interpolation for tensors with different sizes in one mode \
\
The main files running the simulations have the same name as the above folders.\
\
Simulation parameters are the same as in the paper but the seeds for the random number generators may be different. As a consequence, the results may not be exactly equal to the results in the paper.\
\
Simulation speed depends mainly on the number of realizations (n_real) and number of different initializations (n_init). By the default, in most simulations, these number are set to 200 and 10 respectively.\
In the compression experiment, each realization is a different randomly drawn tensor, and n_trial denotes the number of tensors used in this simulation (set to 50).\
\
We have used two functions from Matlab Central - File Exchange: kr.m and munkres.m.\
}
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