Unsupervised feature extraction based on uncorrelated approach
In high-dimensional spaces, mathematically driven data processing methods have recently attracted a lot of attention. We consider the situation when information is obtained by sampling a probability distribution with support on or close to a sub-manifold of Euclidean space. In this paper, we provide...
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| Published in | Information sciences Vol. 666; p. 120447 |
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| Main Authors | , , |
| Format | Journal Article |
| Language | English |
| Published |
Elsevier Inc
01.05.2024
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| Subjects | |
| Online Access | Get full text |
| ISSN | 0020-0255 1872-6291 |
| DOI | 10.1016/j.ins.2024.120447 |
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| Abstract | In high-dimensional spaces, mathematically driven data processing methods have recently attracted a lot of attention. We consider the situation when information is obtained by sampling a probability distribution with support on or close to a sub-manifold of Euclidean space. In this paper, we provide an innovative unsupervised learning method called Uncorrelated Neighborhood Preserving Embedding (UNPE) which identifies the underlying manifold structure of a data set and preserves the neighborhood structure of the data set. We provide a concrete formulation with UNPE, an iterative technique to demonstrate the usefulness of the framework, which has been confirmed by experimental findings on datasets Coil20, Pie, Tox, and Prostate-GE that uses three different parameters viz., F-score, NMI, and accuracy. It is observed that performance is better than the LPP algorithm by 1%, PCA by 2%, and more than 2% of LLE and LE algorithms. |
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| AbstractList | In high-dimensional spaces, mathematically driven data processing methods have recently attracted a lot of attention. We consider the situation when information is obtained by sampling a probability distribution with support on or close to a sub-manifold of Euclidean space. In this paper, we provide an innovative unsupervised learning method called Uncorrelated Neighborhood Preserving Embedding (UNPE) which identifies the underlying manifold structure of a data set and preserves the neighborhood structure of the data set. We provide a concrete formulation with UNPE, an iterative technique to demonstrate the usefulness of the framework, which has been confirmed by experimental findings on datasets Coil20, Pie, Tox, and Prostate-GE that uses three different parameters viz., F-score, NMI, and accuracy. It is observed that performance is better than the LPP algorithm by 1%, PCA by 2%, and more than 2% of LLE and LE algorithms. |
| ArticleNumber | 120447 |
| Author | Jayashree Venugopal, K.R. Shiva Prakash, T. |
| Author_xml | – sequence: 1 orcidid: 0000-0002-4584-4579 surname: Jayashree fullname: Jayashree email: jayashree.cse@nmit.ac.in organization: Nitte Meenakshi Institute of Technology, Yelahanka, Bangalore, 560064, India – sequence: 2 givenname: T. surname: Shiva Prakash fullname: Shiva Prakash, T. email: spt@ieee.org organization: Vijaya Vittala Institute of Technology, Bangalore, 560077, Karnataka, India – sequence: 3 givenname: K.R. surname: Venugopal fullname: Venugopal, K.R. email: venugopalkr@gmail.com organization: University Visvesvaraya College of Engineering, Bangalore, 560001, Karnataka, India |
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| Cites_doi | 10.1162/089976603321780317 10.1016/j.ins.2022.10.004 10.1016/j.asoc.2020.106996 10.3390/fractalfract7080598 10.1016/j.neucom.2017.07.048 10.1016/j.patcog.2009.03.017 10.1109/TIP.2017.2726188 10.1007/s13042-017-0741-1 10.1126/science.290.5500.2323 10.1016/j.measurement.2022.110843 10.1016/j.infrared.2021.103856 10.1109/TNNLS.2020.3027351 10.1016/j.ins.2021.05.079 10.1016/j.patcog.2005.10.020 10.1021/acs.iecr.5b00257 10.1109/TKDE.2017.2725263 10.1016/j.procs.2020.03.179 10.1162/neco.2007.19.11.3088 10.1126/science.295.5552.7a 10.1016/j.energy.2021.122964 10.1016/j.procs.2021.09.084 10.1109/TIP.2015.2472277 10.1109/TPAMI.2007.250598 10.1016/j.ins.2023.119653 10.1016/j.patcog.2008.12.009 10.1016/j.patcog.2017.09.043 10.1007/s10586-018-2158-3 10.38094/jastt1224 10.1145/3178155 10.1109/TCYB.2019.2955388 10.1109/TKDE.2011.86 10.1016/j.ins.2023.119798 10.1016/j.ins.2022.11.156 10.1016/j.ins.2022.11.149 10.1016/j.ins.2023.119960 10.1016/j.neucom.2009.11.036 10.1016/j.cosrev.2021.100378 10.1039/C3AY41907J 10.1186/s13638-017-0993-1 10.1016/j.ins.2022.06.032 10.3390/biology11121732 |
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| Keywords | Correlation Feature selection Uncorrelated features Dimensionality-reduction Feature extraction Single views Clustering Feature engineering |
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| References | Zhang, Xu, Zhu, He (br0310) 2023 Huang, Ye, Zhang, Yang, Zhu, Yang (br0250) 2021; 573 Saeed, Nam, Ul Haq, Saqib (br0040) 2018; 51 Chen, Li (br0210) 2020; 32 Yu, Wang (br0430) 2008 Zhuge, Nie, Hou, Yi (br0110) 2017; 29 Zhang, Ye, Liu (br0370) 2018; 273 Hou, Zhang, Wu, Jiao (br0100) 2009; 9 Altan, Karasu, Zio (br0190) 2021; 100 Karasu, Altan (br0200) 2022; 242 Bro, Smilde (br0020) 2014; 6 He, Cai, Yan, Zhang (br0090) 2005 Belkin, Niyogi (br0070) 2003; 6 Wang, Nie, Hong, Chang, Yang, Yu (br0330) 2017; 26 Wang, Ishibuchi, Er, Zhu (br0410) 2023; 622 Chowdhary, Acharjya (br0390) 2020; 167 Hu, Jia, Huang, Lei (br0150) 2010; 73 Geng, Kang (br0500) 2018 Abdalla, Amer (br0400) 2022; 614 Liang, Sun, Sun, Gao (br0380) 2017; 2017 Balasubramanian, Schwartz (br0050) 2002; 295 Yağ, Altan (br0180) 2022; 11 Yi, Tuo, Tu, Zhang (br0360) 2021; 117 Jing, Wong, Zhang (br0140) 2006; 39 Özçelik, Altan (br0170) 2023; 7 Kezheng, Sheng (br0440) 2008 Yang, Xu (br0280) 2019; 10 Hou, Nie, Li, Yi, Wu (br0450) 2013; 44 Biagetti, Crippa, Falaschetti, Luzzi, Turchetti (br0240) 2021; 192 Yang, Wang, Ren, Yang, Zhang, Liu (br0160) 2009; 11 Wang, Li, Wei, Li, Miao, Zhang (br0010) 2023; 649 Wang, Wu, Ren, Zhou (br0120) 2024; 653 Hu, Zhang, Wang, Zhang (br0130) 2024; 657 Yin, Gao, Lin, Shi, Guo (br0470) 2015; 24 He, Li, Zhang, Xu, Zhu (br0320) 2021; 70 Murugan, Devi (br0270) 2019; 22 Yan, Xu, Zhang, Zhang, Yang, Lin (br0230) 2006; 29 Zhang, Zhang, Qin, Zhang, Li, Li (br0300) 2018; 76 Liu, Huang, Wang, Fan, Philip (br0460) 2019; 51 Roweis, Saul (br0060) 2000; 5500 Nguyen, Chen, Chan (br0480) 2011; 24 Anowar, Sadaoui, Selim (br0290) 2021; 40 Li, Yan, Yang (br0420) 2015; 54 Hyvärinen, Hurri, Hoyer (br0030) 2009 Jiang, Xu, Chen, Zhang, Zhou (br0340) 2022; 191 Kim, Lee (br0490) 2007; 19 Zhu, Hou, Tang, Liu, Zhao, Wang (br0260) 2023; 622 Zebari, Abdulazeez, Zeebaree, Zebari, Saeed (br0220) 2020; 1 He, Niyogi (br0080) 2003 Chen, Wu, Lichti, Han, Ban, Li, Deng (br0350) 2022; 607 Kim (10.1016/j.ins.2024.120447_br0490) 2007; 19 Hou (10.1016/j.ins.2024.120447_br0100) 2009; 9 Yin (10.1016/j.ins.2024.120447_br0470) 2015; 24 Li (10.1016/j.ins.2024.120447_br0420) 2015; 54 Wang (10.1016/j.ins.2024.120447_br0330) 2017; 26 Yu (10.1016/j.ins.2024.120447_br0430) 2008 Abdalla (10.1016/j.ins.2024.120447_br0400) 2022; 614 Yağ (10.1016/j.ins.2024.120447_br0180) 2022; 11 Kezheng (10.1016/j.ins.2024.120447_br0440) 2008 Liu (10.1016/j.ins.2024.120447_br0460) 2019; 51 Jiang (10.1016/j.ins.2024.120447_br0340) 2022; 191 Zhang (10.1016/j.ins.2024.120447_br0370) 2018; 273 Hou (10.1016/j.ins.2024.120447_br0450) 2013; 44 He (10.1016/j.ins.2024.120447_br0080) 2003 Saeed (10.1016/j.ins.2024.120447_br0040) 2018; 51 Huang (10.1016/j.ins.2024.120447_br0250) 2021; 573 Yang (10.1016/j.ins.2024.120447_br0160) 2009; 11 Chowdhary (10.1016/j.ins.2024.120447_br0390) 2020; 167 Wang (10.1016/j.ins.2024.120447_br0410) 2023; 622 Balasubramanian (10.1016/j.ins.2024.120447_br0050) 2002; 295 Hu (10.1016/j.ins.2024.120447_br0150) 2010; 73 Biagetti (10.1016/j.ins.2024.120447_br0240) 2021; 192 Altan (10.1016/j.ins.2024.120447_br0190) 2021; 100 Murugan (10.1016/j.ins.2024.120447_br0270) 2019; 22 Yi (10.1016/j.ins.2024.120447_br0360) 2021; 117 Anowar (10.1016/j.ins.2024.120447_br0290) 2021; 40 Nguyen (10.1016/j.ins.2024.120447_br0480) 2011; 24 Zhu (10.1016/j.ins.2024.120447_br0260) 2023; 622 Hyvärinen (10.1016/j.ins.2024.120447_br0030) 2009 Yang (10.1016/j.ins.2024.120447_br0280) 2019; 10 Chen (10.1016/j.ins.2024.120447_br0350) 2022; 607 Hu (10.1016/j.ins.2024.120447_br0130) 2024; 657 Zhang (10.1016/j.ins.2024.120447_br0310) 2023 Zhuge (10.1016/j.ins.2024.120447_br0110) 2017; 29 He (10.1016/j.ins.2024.120447_br0320) 2021; 70 He (10.1016/j.ins.2024.120447_br0090) 2005 Karasu (10.1016/j.ins.2024.120447_br0200) 2022; 242 Özçelik (10.1016/j.ins.2024.120447_br0170) 2023; 7 Chen (10.1016/j.ins.2024.120447_br0210) 2020; 32 Liang (10.1016/j.ins.2024.120447_br0380) 2017; 2017 Zhang (10.1016/j.ins.2024.120447_br0300) 2018; 76 Belkin (10.1016/j.ins.2024.120447_br0070) 2003; 6 Yan (10.1016/j.ins.2024.120447_br0230) 2006; 29 Jing (10.1016/j.ins.2024.120447_br0140) 2006; 39 Wang (10.1016/j.ins.2024.120447_br0120) 2024; 653 Wang (10.1016/j.ins.2024.120447_br0010) 2023; 649 Bro (10.1016/j.ins.2024.120447_br0020) 2014; 6 Roweis (10.1016/j.ins.2024.120447_br0060) 2000; 5500 Zebari (10.1016/j.ins.2024.120447_br0220) 2020; 1 Geng (10.1016/j.ins.2024.120447_br0500) 2018 |
| References_xml | – volume: 6 start-page: 1373 year: 2003 end-page: 1396 ident: br0070 article-title: Laplacian eigenmaps for dimensionality reduction and data representation publication-title: Neural Comput. – volume: 10 start-page: 591 year: 2019 end-page: 601 ident: br0280 article-title: Feature extraction by pca and diagnosis of breast tumors using svm with de-based parameter tuning publication-title: Int. J. Mach. Learn. Cybern. – year: 2003 ident: br0080 article-title: Locality preserving projections publication-title: Advances in Neural Information Processing Systems – volume: 51 start-page: 1 year: 2018 end-page: 25 ident: br0040 article-title: A survey on multidimensional scaling publication-title: ACM Comput. Surv. – volume: 167 start-page: 26 year: 2020 end-page: 36 ident: br0390 article-title: Segmentation and feature extraction in medical imaging: a systematic review publication-title: Proc. Comput. Sci. – volume: 9 start-page: 2054 year: 2009 end-page: 2066 ident: br0100 article-title: Stable local dimensionality reduction approaches publication-title: Pattern Recognit. – volume: 29 start-page: 2347 year: 2017 end-page: 2359 ident: br0110 article-title: Unsupervised single and multiple views feature extraction with structured graph publication-title: IEEE Trans. Knowl. Data Eng. – volume: 5500 start-page: 2323 year: 2000 end-page: 2326 ident: br0060 article-title: Nonlinear dimensionality reduction by locally linear embedding publication-title: Science – start-page: 151 year: 2009 end-page: 175 ident: br0030 article-title: Independent component analysis publication-title: Natural Image Statistics – volume: 39 start-page: 707 year: 2006 end-page: 710 ident: br0140 article-title: Face recognition based on 2d fisherface approach publication-title: Pattern Recognit. – volume: 73 start-page: 1541 year: 2010 end-page: 1549 ident: br0150 article-title: Maximum margin criterion with tensor representation publication-title: Neurocomputing – volume: 54 start-page: 8509 year: 2015 end-page: 8519 ident: br0420 article-title: Spatial-statistical local approach for improved manifold-based process monitoring publication-title: Ind. Eng. Chem. Res. – volume: 657 year: 2024 ident: br0130 article-title: Joint group and pairwise localities embedding for feature extraction publication-title: Inf. Sci. – volume: 1 start-page: 56 year: 2020 end-page: 70 ident: br0220 article-title: A comprehensive review of dimensionality reduction techniques for feature selection and feature extraction publication-title: J. Appl. Sci. Technol. Trends – start-page: 361 year: 2008 end-page: 364 ident: br0430 article-title: Uncorrelated discriminant locality preserving projections publication-title: IEEE Signal Process. Lett. – volume: 22 start-page: 13965 year: 2019 end-page: 13974 ident: br0270 article-title: Feature extraction using lr-pca hybridization on Twitter data and classification accuracy using machine learning algorithms publication-title: Clust. Comput. – volume: 191 year: 2022 ident: br0340 article-title: Fault diagnosis for rolling bearing using a hybrid hierarchical method based on scale-variable dispersion entropy and parametric t-sne algorithm publication-title: Measurement – volume: 649 year: 2023 ident: br0010 article-title: Bridge the gap between supervised and unsupervised learning for fine-grained classification publication-title: Inf. Sci. – volume: 26 start-page: 5019 year: 2017 end-page: 5030 ident: br0330 article-title: Fast and orthogonal locality preserving projections for dimensionality reduction publication-title: IEEE Trans. Image Process. – volume: 2017 start-page: 1 year: 2017 end-page: 12 ident: br0380 article-title: Text feature extraction based on deep learning: a review publication-title: EURASIP J. Wirel. Commun. Netw. – volume: 295 start-page: 7 year: 2002 ident: br0050 article-title: The isomap algorithm and topological stability publication-title: Science – volume: 100 year: 2021 ident: br0190 article-title: A new hybrid model for wind speed forecasting combining long short-term memory neural network, decomposition methods and grey wolf optimizer publication-title: Appl. Soft Comput. – volume: 273 start-page: 323 year: 2018 end-page: 332 ident: br0370 article-title: Robust locally linear embedding algorithm for machinery fault diagnosis publication-title: Neurocomputing – volume: 117 year: 2021 ident: br0360 article-title: Improved fuzzy c-means clustering algorithm based on t-sne for terahertz spectral recognition publication-title: Infrared Phys. Technol. – start-page: 1208 year: 2005 end-page: 1213 ident: br0090 article-title: Neighborhood preserving embedding publication-title: Tenth IEEE International Conference on Computer Vision (ICCV'05) – year: 2023 ident: br0310 article-title: Novel regularization double preserving integrated with neighborhood locality projections for fault diagnosis publication-title: IEEE Trans. Ind. Inform. – volume: 29 start-page: 40 year: 2006 end-page: 51 ident: br0230 article-title: Graph embedding and extensions: a general framework for dimensionality reduction publication-title: IEEE Trans. Pattern Anal. Mach. Intell. – volume: 573 start-page: 345 year: 2021 end-page: 359 ident: br0250 article-title: Double l2, p-norm based pca for feature extraction publication-title: Inf. Sci. – volume: 40 year: 2021 ident: br0290 article-title: Conceptual and empirical comparison of dimensionality reduction algorithms (pca, kpca, lda, mds, svd, lle, isomap, le, ica, t-sne) publication-title: Comput. Sci. Rev. – volume: 11 start-page: 2327 year: 2009 end-page: 2334 ident: br0160 article-title: Feature extraction based on laplacian bidirectional maximum margin criterion publication-title: Pattern Recognit. – volume: 32 start-page: 5698 year: 2020 end-page: 5707 ident: br0210 article-title: Robust matrix factorization with spectral embedding publication-title: IEEE Trans. Neural Netw. Learn. Syst. – volume: 19 start-page: 3088 year: 2007 end-page: 3107 ident: br0490 article-title: Clustering based on gaussian processes publication-title: Neural Comput. – volume: 614 start-page: 263 year: 2022 end-page: 288 ident: br0400 article-title: On the integration of similarity measures with machine learning models to enhance text classification performance publication-title: Inf. Sci. – volume: 192 start-page: 3114 year: 2021 end-page: 3122 ident: br0240 article-title: Classification of Alzheimer's disease from eeg signal using robust-pca feature extraction publication-title: Proc. Comput. Sci. – volume: 51 start-page: 1571 year: 2019 end-page: 1585 ident: br0460 article-title: Adaptively weighted multiview proximity learning for clustering publication-title: IEEE Trans. Cybern. – volume: 6 start-page: 2812 year: 2014 end-page: 2831 ident: br0020 article-title: Principal component analysis publication-title: Anal. Methods – volume: 24 start-page: 4918 year: 2015 end-page: 4933 ident: br0470 article-title: Dual graph regularized latent low-rank representation for subspace clustering publication-title: IEEE Trans. Image Process. – volume: 653 year: 2024 ident: br0120 article-title: Decomposed deep multi-view subspace clustering with self-labeling supervision publication-title: Inf. Sci. – volume: 242 year: 2022 ident: br0200 article-title: Crude oil time series prediction model based on lstm network with chaotic henry gas solubility optimization publication-title: Energy – volume: 622 start-page: 682 year: 2023 end-page: 709 ident: br0410 article-title: Unsupervised multilayer fuzzy neural networks for image clustering publication-title: Inf. Sci. – volume: 607 start-page: 1111 year: 2022 end-page: 1135 ident: br0350 article-title: Extraction of indoor objects based on the exponential function density clustering model publication-title: Inf. Sci. – volume: 76 start-page: 662 year: 2018 end-page: 678 ident: br0300 article-title: Semi-supervised local multi-manifold isomap by linear embedding for feature extraction publication-title: Pattern Recognit. – year: 2018 ident: br0500 publication-title: RICAI 2018: Trends in Artificial Intelligence: 15th Pacific Rim International Conference on Artificial Intelligence, Nanjing, China, August 28–31, 2018, Proceedings, Part I, volume 11012 – volume: 622 start-page: 68 year: 2023 end-page: 82 ident: br0260 article-title: Unsupervised feature selection through combining graph learning and publication-title: Inf. Sci. – volume: 70 start-page: 1 year: 2021 end-page: 8 ident: br0320 article-title: Fault diagnosis using improved discrimination locality preserving projections integrated with sparse autoencoder publication-title: IEEE Trans. Instrum. Meas. – volume: 11 start-page: 1732 year: 2022 ident: br0180 article-title: Artificial intelligence-based robust hybrid algorithm design and implementation for real-time detection of plant diseases in agricultural environments publication-title: Biology – volume: 44 start-page: 793 year: 2013 end-page: 804 ident: br0450 article-title: Joint embedding learning and sparse regression: a framework for unsupervised feature selection publication-title: IEEE Trans. Cybern. – volume: 24 start-page: 988 year: 2011 end-page: 1001 ident: br0480 article-title: Clustering with multiviewpoint-based similarity measure publication-title: IEEE Trans. Knowl. Data Eng. – volume: 7 start-page: 598 year: 2023 ident: br0170 article-title: Overcoming nonlinear dynamics in diabetic retinopathy classification: a robust ai-based model with chaotic swarm intelligence optimization and recurrent long short-term memory publication-title: Fractal Fract. – start-page: 352 year: 2008 end-page: 356 ident: br0440 article-title: Uncorrelated locality preserving projections publication-title: 2008 11th IEEE Singapore International Conference on Communication Systems – volume: 6 start-page: 1373 year: 2003 ident: 10.1016/j.ins.2024.120447_br0070 article-title: Laplacian eigenmaps for dimensionality reduction and data representation publication-title: Neural Comput. doi: 10.1162/089976603321780317 – start-page: 361 year: 2008 ident: 10.1016/j.ins.2024.120447_br0430 article-title: Uncorrelated discriminant locality preserving projections publication-title: IEEE Signal Process. Lett. – volume: 614 start-page: 263 year: 2022 ident: 10.1016/j.ins.2024.120447_br0400 article-title: On the integration of similarity measures with machine learning models to enhance text classification performance publication-title: Inf. Sci. doi: 10.1016/j.ins.2022.10.004 – volume: 100 year: 2021 ident: 10.1016/j.ins.2024.120447_br0190 article-title: A new hybrid model for wind speed forecasting combining long short-term memory neural network, decomposition methods and grey wolf optimizer publication-title: Appl. Soft Comput. doi: 10.1016/j.asoc.2020.106996 – start-page: 151 year: 2009 ident: 10.1016/j.ins.2024.120447_br0030 article-title: Independent component analysis – volume: 7 start-page: 598 issue: 8 year: 2023 ident: 10.1016/j.ins.2024.120447_br0170 article-title: Overcoming nonlinear dynamics in diabetic retinopathy classification: a robust ai-based model with chaotic swarm intelligence optimization and recurrent long short-term memory publication-title: Fractal Fract. doi: 10.3390/fractalfract7080598 – volume: 273 start-page: 323 year: 2018 ident: 10.1016/j.ins.2024.120447_br0370 article-title: Robust locally linear embedding algorithm for machinery fault diagnosis publication-title: Neurocomputing doi: 10.1016/j.neucom.2017.07.048 – year: 2003 ident: 10.1016/j.ins.2024.120447_br0080 article-title: Locality preserving projections – volume: 11 start-page: 2327 year: 2009 ident: 10.1016/j.ins.2024.120447_br0160 article-title: Feature extraction based on laplacian bidirectional maximum margin criterion publication-title: Pattern Recognit. doi: 10.1016/j.patcog.2009.03.017 – volume: 26 start-page: 5019 issue: 10 year: 2017 ident: 10.1016/j.ins.2024.120447_br0330 article-title: Fast and orthogonal locality preserving projections for dimensionality reduction publication-title: IEEE Trans. Image Process. doi: 10.1109/TIP.2017.2726188 – volume: 10 start-page: 591 year: 2019 ident: 10.1016/j.ins.2024.120447_br0280 article-title: Feature extraction by pca and diagnosis of breast tumors using svm with de-based parameter tuning publication-title: Int. J. Mach. Learn. Cybern. doi: 10.1007/s13042-017-0741-1 – volume: 70 start-page: 1 year: 2021 ident: 10.1016/j.ins.2024.120447_br0320 article-title: Fault diagnosis using improved discrimination locality preserving projections integrated with sparse autoencoder publication-title: IEEE Trans. Instrum. Meas. – volume: 5500 start-page: 2323 year: 2000 ident: 10.1016/j.ins.2024.120447_br0060 article-title: Nonlinear dimensionality reduction by locally linear embedding publication-title: Science doi: 10.1126/science.290.5500.2323 – volume: 191 year: 2022 ident: 10.1016/j.ins.2024.120447_br0340 article-title: Fault diagnosis for rolling bearing using a hybrid hierarchical method based on scale-variable dispersion entropy and parametric t-sne algorithm publication-title: Measurement doi: 10.1016/j.measurement.2022.110843 – volume: 117 year: 2021 ident: 10.1016/j.ins.2024.120447_br0360 article-title: Improved fuzzy c-means clustering algorithm based on t-sne for terahertz spectral recognition publication-title: Infrared Phys. Technol. doi: 10.1016/j.infrared.2021.103856 – volume: 44 start-page: 793 issue: 6 year: 2013 ident: 10.1016/j.ins.2024.120447_br0450 article-title: Joint embedding learning and sparse regression: a framework for unsupervised feature selection publication-title: IEEE Trans. Cybern. – volume: 32 start-page: 5698 issue: 12 year: 2020 ident: 10.1016/j.ins.2024.120447_br0210 article-title: Robust matrix factorization with spectral embedding publication-title: IEEE Trans. Neural Netw. Learn. Syst. doi: 10.1109/TNNLS.2020.3027351 – volume: 573 start-page: 345 year: 2021 ident: 10.1016/j.ins.2024.120447_br0250 article-title: Double l2, p-norm based pca for feature extraction publication-title: Inf. Sci. doi: 10.1016/j.ins.2021.05.079 – volume: 39 start-page: 707 issue: 4 year: 2006 ident: 10.1016/j.ins.2024.120447_br0140 article-title: Face recognition based on 2d fisherface approach publication-title: Pattern Recognit. doi: 10.1016/j.patcog.2005.10.020 – volume: 54 start-page: 8509 issue: 34 year: 2015 ident: 10.1016/j.ins.2024.120447_br0420 article-title: Spatial-statistical local approach for improved manifold-based process monitoring publication-title: Ind. Eng. Chem. Res. doi: 10.1021/acs.iecr.5b00257 – start-page: 352 year: 2008 ident: 10.1016/j.ins.2024.120447_br0440 article-title: Uncorrelated locality preserving projections – volume: 29 start-page: 2347 issue: 10 year: 2017 ident: 10.1016/j.ins.2024.120447_br0110 article-title: Unsupervised single and multiple views feature extraction with structured graph publication-title: IEEE Trans. Knowl. Data Eng. doi: 10.1109/TKDE.2017.2725263 – volume: 167 start-page: 26 year: 2020 ident: 10.1016/j.ins.2024.120447_br0390 article-title: Segmentation and feature extraction in medical imaging: a systematic review publication-title: Proc. Comput. Sci. doi: 10.1016/j.procs.2020.03.179 – volume: 19 start-page: 3088 issue: 11 year: 2007 ident: 10.1016/j.ins.2024.120447_br0490 article-title: Clustering based on gaussian processes publication-title: Neural Comput. doi: 10.1162/neco.2007.19.11.3088 – volume: 295 start-page: 7 issue: 5552 year: 2002 ident: 10.1016/j.ins.2024.120447_br0050 article-title: The isomap algorithm and topological stability publication-title: Science doi: 10.1126/science.295.5552.7a – year: 2018 ident: 10.1016/j.ins.2024.120447_br0500 – volume: 242 year: 2022 ident: 10.1016/j.ins.2024.120447_br0200 article-title: Crude oil time series prediction model based on lstm network with chaotic henry gas solubility optimization publication-title: Energy doi: 10.1016/j.energy.2021.122964 – start-page: 1208 year: 2005 ident: 10.1016/j.ins.2024.120447_br0090 article-title: Neighborhood preserving embedding – volume: 192 start-page: 3114 year: 2021 ident: 10.1016/j.ins.2024.120447_br0240 article-title: Classification of Alzheimer's disease from eeg signal using robust-pca feature extraction publication-title: Proc. Comput. Sci. doi: 10.1016/j.procs.2021.09.084 – volume: 24 start-page: 4918 issue: 12 year: 2015 ident: 10.1016/j.ins.2024.120447_br0470 article-title: Dual graph regularized latent low-rank representation for subspace clustering publication-title: IEEE Trans. Image Process. doi: 10.1109/TIP.2015.2472277 – volume: 29 start-page: 40 issue: 1 year: 2006 ident: 10.1016/j.ins.2024.120447_br0230 article-title: Graph embedding and extensions: a general framework for dimensionality reduction publication-title: IEEE Trans. Pattern Anal. Mach. Intell. doi: 10.1109/TPAMI.2007.250598 – volume: 649 year: 2023 ident: 10.1016/j.ins.2024.120447_br0010 article-title: Bridge the gap between supervised and unsupervised learning for fine-grained classification publication-title: Inf. Sci. doi: 10.1016/j.ins.2023.119653 – volume: 9 start-page: 2054 year: 2009 ident: 10.1016/j.ins.2024.120447_br0100 article-title: Stable local dimensionality reduction approaches publication-title: Pattern Recognit. doi: 10.1016/j.patcog.2008.12.009 – volume: 76 start-page: 662 year: 2018 ident: 10.1016/j.ins.2024.120447_br0300 article-title: Semi-supervised local multi-manifold isomap by linear embedding for feature extraction publication-title: Pattern Recognit. doi: 10.1016/j.patcog.2017.09.043 – volume: 22 start-page: 13965 year: 2019 ident: 10.1016/j.ins.2024.120447_br0270 article-title: Feature extraction using lr-pca hybridization on Twitter data and classification accuracy using machine learning algorithms publication-title: Clust. Comput. doi: 10.1007/s10586-018-2158-3 – volume: 1 start-page: 56 issue: 2 year: 2020 ident: 10.1016/j.ins.2024.120447_br0220 article-title: A comprehensive review of dimensionality reduction techniques for feature selection and feature extraction publication-title: J. Appl. Sci. Technol. Trends doi: 10.38094/jastt1224 – volume: 51 start-page: 1 issue: 3 year: 2018 ident: 10.1016/j.ins.2024.120447_br0040 article-title: A survey on multidimensional scaling publication-title: ACM Comput. Surv. doi: 10.1145/3178155 – volume: 51 start-page: 1571 issue: 3 year: 2019 ident: 10.1016/j.ins.2024.120447_br0460 article-title: Adaptively weighted multiview proximity learning for clustering publication-title: IEEE Trans. Cybern. doi: 10.1109/TCYB.2019.2955388 – volume: 24 start-page: 988 issue: 6 year: 2011 ident: 10.1016/j.ins.2024.120447_br0480 article-title: Clustering with multiviewpoint-based similarity measure publication-title: IEEE Trans. Knowl. Data Eng. doi: 10.1109/TKDE.2011.86 – volume: 653 year: 2024 ident: 10.1016/j.ins.2024.120447_br0120 article-title: Decomposed deep multi-view subspace clustering with self-labeling supervision publication-title: Inf. Sci. doi: 10.1016/j.ins.2023.119798 – volume: 622 start-page: 68 year: 2023 ident: 10.1016/j.ins.2024.120447_br0260 article-title: Unsupervised feature selection through combining graph learning and ℓ2, 0-norm constraint publication-title: Inf. Sci. doi: 10.1016/j.ins.2022.11.156 – volume: 622 start-page: 682 year: 2023 ident: 10.1016/j.ins.2024.120447_br0410 article-title: Unsupervised multilayer fuzzy neural networks for image clustering publication-title: Inf. Sci. doi: 10.1016/j.ins.2022.11.149 – volume: 657 year: 2024 ident: 10.1016/j.ins.2024.120447_br0130 article-title: Joint group and pairwise localities embedding for feature extraction publication-title: Inf. Sci. doi: 10.1016/j.ins.2023.119960 – volume: 73 start-page: 1541 issue: 10–12 year: 2010 ident: 10.1016/j.ins.2024.120447_br0150 article-title: Maximum margin criterion with tensor representation publication-title: Neurocomputing doi: 10.1016/j.neucom.2009.11.036 – volume: 40 year: 2021 ident: 10.1016/j.ins.2024.120447_br0290 article-title: Conceptual and empirical comparison of dimensionality reduction algorithms (pca, kpca, lda, mds, svd, lle, isomap, le, ica, t-sne) publication-title: Comput. Sci. Rev. doi: 10.1016/j.cosrev.2021.100378 – volume: 6 start-page: 2812 issue: 9 year: 2014 ident: 10.1016/j.ins.2024.120447_br0020 article-title: Principal component analysis publication-title: Anal. Methods doi: 10.1039/C3AY41907J – year: 2023 ident: 10.1016/j.ins.2024.120447_br0310 article-title: Novel regularization double preserving integrated with neighborhood locality projections for fault diagnosis publication-title: IEEE Trans. Ind. Inform. – volume: 2017 start-page: 1 issue: 1 year: 2017 ident: 10.1016/j.ins.2024.120447_br0380 article-title: Text feature extraction based on deep learning: a review publication-title: EURASIP J. Wirel. Commun. Netw. doi: 10.1186/s13638-017-0993-1 – volume: 607 start-page: 1111 year: 2022 ident: 10.1016/j.ins.2024.120447_br0350 article-title: Extraction of indoor objects based on the exponential function density clustering model publication-title: Inf. Sci. doi: 10.1016/j.ins.2022.06.032 – volume: 11 start-page: 1732 issue: 12 year: 2022 ident: 10.1016/j.ins.2024.120447_br0180 article-title: Artificial intelligence-based robust hybrid algorithm design and implementation for real-time detection of plant diseases in agricultural environments publication-title: Biology doi: 10.3390/biology11121732 |
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