Huang, Chunxia; Li, Hong; Yin, Baoli A reduced-dimension method of Crank-Nicolson finite element solution coefficient vectors for the unsteady Burgers equation. (English) Zbl 07980360 J. Math. Anal. Appl. 543, No. 2, Part 3, Article ID 129031, 14 p. (2025). MSC: 65Mxx 35Kxx 35Qxx × Cite Format Result Cite Review PDF Full Text: DOI
Yang, Xiaojun; Cao, Chuanjie; Zhou, Keyi; Peng, Siyuan; Wang, Zheng; Lin, Liang; Nie, Feiping A novel linear discriminant analysis based on alternate ratio sum minimization. (English) Zbl 07963518 Inf. Sci. 689, Article ID 121444, 21 p. (2025). MSC: 68-XX 90-XX × Cite Format Result Cite Review PDF Full Text: DOI
Olszewski, Dominik Asymmetry index for data and its verification in dimensionality reduction and data visualization. (English) Zbl 07963499 Inf. Sci. 689, Article ID 121405, 21 p. (2025). MSC: 62-XX 68-XX × Cite Format Result Cite Review PDF Full Text: DOI
Mao, Xianpeng; Yang, Yuning T-product based \(\ell_1\)-norm tensor principal component analysis and a finite-step convergence algorithm. (English) Zbl 07961458 Appl. Math. Lett. 160, Article ID 109318, 6 p. (2025). MSC: 62H25 15A69 65K05 90C26 90C30 × Cite Format Result Cite Review PDF Full Text: DOI
Cloninger, Alexander; Hamm, Keaton; Khurana, Varun; Moosmüller, Caroline Linearized Wasserstein dimensionality reduction with approximation guarantees. (English) Zbl 07957716 Appl. Comput. Harmon. Anal. 74, Article ID 101718, 31 p. (2025). MSC: 65K10 49Q22 × Cite Format Result Cite Review PDF Full Text: DOI arXiv
Lu, Bin; Wang, Fuwang; Chen, Junxiang; Wen, Guilin; Fu, Rongrong Improving two-dimensional linear discriminant analysis with L1 norm for optimizing EEG signal. (English) Zbl 07950810 Inf. Sci. 690, Article ID 121585, 15 p. (2025). MSC: 92C55 62P10 × Cite Format Result Cite Review PDF Full Text: DOI
Hou, Xiaoli; Li, Yuejie; Deng, Qiuxiang; Luo, Zhendong A novel dimensionality reduction iterative method for the unknown coefficient vectors in TGFECN solutions of unsaturated soil water flow problem. (English) Zbl 07946889 J. Math. Anal. Appl. 543, No. 1, Article ID 128930, 26 p. (2025). MSC: 65Mxx 65Nxx 76Mxx × Cite Format Result Cite Review PDF Full Text: DOI
Shi, Bao; Ou, Yongsheng; Wang, Degang; Zhao, Guoliang Self-organizing hierarchical incremental learning framework and universal approximation analysis based on stochastic configuration mechanism. (English) Zbl 07935499 Inf. Sci. 688, Article ID 121402, 19 p. (2025). MSC: 68T05 68T07 × Cite Format Result Cite Review PDF Full Text: DOI
Pendyala, Vishnu S.; Konduri, Samhita; Pendyala, Kriti V. Analysis of multilanguage regional music tracks using representation learning techniques in lower dimensions. (English) Zbl 07980064 Giri, Debasis (ed.) et al., Proceedings of the tenth international conference on mathematics and computing. ICMC 2024, Krishnankoil, Tamil Nadu, India, January 4–7, 2024. Volume 1. Singapore: Springer. Lect. Notes Netw. Syst. 964, 151-163 (2024). MSC: 65-XX 68-XX 94-XX × Cite Format Result Cite Review PDF Full Text: DOI
Li, Wanxin; Prasad, Ashok; Miolane, Nina; Duc, Khanh Dao Unveiling cellular morphology: statistical analysis using a Riemannian elastic metric in cancer cell image datasets. (English) Zbl 07974066 Inf. Geom. 7, Suppl. 2, 845-859 (2024). MSC: 92-XX × Cite Format Result Cite Review PDF Full Text: DOI
Becerra, Gerardo; Ruiz, Fredy; Patino, Diego; Pham, Minh T.; Lin-Shi, Xuefang Learning-based current estimation for power converters operating in continuous and discontinuous conduction modes. (English) Zbl 07963860 Math. Comput. Simul. 224, 19-32 (2024). MSC: 93-XX 78-XX × Cite Format Result Cite Review PDF Full Text: DOI
Sha, Mohemmed; Rahamathulla, Mohamudha Parveen Quantum deep learning in Parkinson’s disease prediction using hybrid quantum-classical convolution neural network. (English) Zbl 07963627 Quantum Inf. Process. 23, No. 12, Paper No. 383, 32 p. (2024). MSC: 81P68 × Cite Format Result Cite Review PDF Full Text: DOI
Chen, Sheng-Jer; Yu, Hsiu-Yu L-MAU: a multivariate time-series network for predicting the Cahn-Hilliard microstructure evolutions via low-dimensional approaches. (English) Zbl 07954568 Comput. Phys. Commun. 305, Article ID 109342, 18 p. (2024). MSC: 82-XX 92-XX × Cite Format Result Cite Review PDF Full Text: DOI
Braga-Neto, Ulisses Fundamentals of pattern recognition and machine learning. 2nd revised and expanded edition. (English) Zbl 07940697 Cham: Springer (ISBN 978-3-031-60949-7/hbk; 978-3-031-60952-7/pbk; 978-3-031-60950-3/ebook). xxi, 400 p. (2024). Reviewer: Irina Ioana Mohorianu (Oxford) MSC: 68-01 62H30 68T05 68T07 68T10 × Cite Format Result Cite Review PDF Full Text: DOI
McCarty, L. Thorne Clustering, coding, and the concept of similarity. (English) Zbl 07936916 Ann. Math. Artif. Intell. 92, No. 5, 1197-1248 (2024). MSC: 60H10 60J60 × Cite Format Result Cite Review PDF Full Text: DOI arXiv
Zhang, Fengyu; Zhou, Ya; He, Kejun; Wong, Raymond K. W. Multivariate varying-coefficient models via tensor decomposition. (English) Zbl 07928650 Stat. Sin. 34, No. 4, 2015-2042 (2024). MSC: 62-XX × Cite Format Result Cite Review PDF Full Text: DOI
Hamm, Keaton; Korzeniowski, Andrzej On Wasserstein distances for affine transformations of random vectors. (English) Zbl 07927552 Found. Data Sci. 6, No. 4, 468-491 (2024). MSC: 60D05 49Q22 41A29 × Cite Format Result Cite Review PDF Full Text: DOI arXiv
Kolpakov, A.; Rocke, A. A. The information geometry of UMAP. (English) Zbl 07927156 Matematiche 79, No. 1, 151-164 (2024). Reviewer: Ioan Pop (Iaşi) MSC: 53B12 62B11 94A15 × Cite Format Result Cite Review PDF Full Text: DOI arXiv
Weng, Peter Chang-Yi; Phoa, Frederick Kin Hing A refinement of approximate invariant subspaces of matrices based on SVD in high dimensionality reduction and image compression. (English) Zbl 07927135 Taiwanese J. Math. 28, No. 5, 877-912 (2024). MSC: 65F15 65F45 65D18 × Cite Format Result Cite Review PDF Full Text: DOI Link
Bonetti, Paolo; Metelli, Alberto Maria; Restelli, Marcello Interpretable linear dimensionality reduction based on bias-variance analysis. (English) Zbl 1545.62182 Data Min. Knowl. Discov. 38, No. 4, 1713-1781 (2024). MSC: 62J05 62H25 62J07 × Cite Format Result Cite Review PDF Full Text: DOI arXiv
Li, Chun-Na; Ren, Pei-Wei; Guo, Yan-Ru; Ye, Ya-Fen; Shao, Yuan-Hai Regularized linear discriminant analysis based on generalized capped \(l_{2, q}\)-norm. (English) Zbl 07910158 Ann. Oper. Res. 339, No. 3, 1433-1459 (2024). MSC: 90C30 90C90 × Cite Format Result Cite Review PDF Full Text: DOI
Liu, XingAo; Zhou, Ri-Gui; Guo, WenYu; You, XiaoRong; Luo, Jia Quantum algorithm for classical multidimensional scaling. (English) Zbl 07893147 Int. J. Theor. Phys. 63, No. 7, Paper No. 162, 17 p. (2024). MSC: 81Pxx 68Qxx 68Txx × Cite Format Result Cite Review PDF Full Text: DOI
Mabadeje, Ademide O.; Pyrcz, Michael J. Rigid transformations for stabilized lower dimensional space to support subsurface uncertainty quantification and interpretation. (English) Zbl 1541.86023 Comput. Geosci. 28, No. 3, 469-489 (2024). MSC: 86A20 86A32 62R07 × Cite Format Result Cite Review PDF Full Text: DOI arXiv
Cavicchia, Carlo; Vichi, Maurizio; Zaccaria, Giorgia Parsimonious ultrametric Gaussian mixture models. (English) Zbl 1541.62006 Stat. Comput. 34, No. 3, Paper No. 108, 23 p. (2024). MSC: 62-08 62H30 × Cite Format Result Cite Review PDF Full Text: DOI
Nazarenko, P. A.; Levashkin, S. P.; Zakharova, O. I.; Ivanov, K. N.; Kushukov, S. V. Signal processing of distributed optoacoustic sensors by means of neural networks in the automotive transport monitoring problem. (Russian. English summary) Zbl 07879109 Mat. Model. 36, No. 3, 20-34 (2024). MSC: 68-XX 94-XX × Cite Format Result Cite Review PDF Full Text: DOI MNR
Heitmann, R.-Julius O.; Soeffker, Ninja; Klawonn, Frank; Ulmer, Marlin W.; Mattfeld, Dirk C. Accelerating value function approximations for dynamic dial-a-ride problems via dimensionality reductions. (English) Zbl 07877730 Comput. Oper. Res. 167, Article ID 106639, 18 p. (2024). MSC: 90Bxx × Cite Format Result Cite Review PDF Full Text: DOI
Cherapanamjeri, Yeshwanth; Nelson, Jelani Terminal embeddings in sublinear time. (English) Zbl 07875510 TheoretiCS 3, Paper No. 6, 52 p. (2024). MSC: 68-XX × Cite Format Result Cite Review PDF Full Text: DOI arXiv OA License
Stamatelopoulos, Stamatios; Khan, Shahroz; Kaklis, Panagiotis Accelerating dimensionality reduction in wave-resistance problems through geometric operators. (English) Zbl 07867442 Comput. Methods Appl. Mech. Eng. 427, Article ID 117058, 28 p. (2024). MSC: 76M55 × Cite Format Result Cite Review PDF Full Text: DOI arXiv
Hozumi, Yuta; Wei, Guo-Wei Analyzing single cell RNA sequencing with topological nonnegative matrix factorization. (English) Zbl 07866544 J. Comput. Appl. Math. 445, Article ID 115842, 16 p. (2024). MSC: 62Hxx 55Nxx 05Cxx × Cite Format Result Cite Review PDF Full Text: DOI arXiv
Shi, Wenya; Wu, Gang Perturbation analysis on PCA plus graph embedding methods and PCA plus exponential graph embedding methods. (English) Zbl 07866501 J. Comput. Appl. Math. 444, Article ID 115788, 15 p. (2024). MSC: 65F15 65F10 × Cite Format Result Cite Review PDF Full Text: DOI
Bill, Jeremiah; Cox, Bruce Exploring quaternion neural network loss surfaces. (English) Zbl 07860593 Adv. Appl. Clifford Algebr. 34, No. 3, Paper No. 19, 33 p. (2024). MSC: 68T07 15A67 62M45 37M10 × Cite Format Result Cite Review PDF Full Text: DOI
Schonsheck, Nikolas C.; Schonsheck, Stefan C. Spherical coordinates from persistent cohomology. (English) Zbl 07857693 J. Appl. Comput. Topol. 8, No. 1, 149-173 (2024). MSC: 55N31 × Cite Format Result Cite Review PDF Full Text: DOI arXiv
Khan, Umair; Pao, William; Pilario, Karl Ezra; Sallih, Nabihah Flow regime classification using various dimensionality reduction methods and AutoML. (English) Zbl 07855371 Eng. Anal. Bound. Elem. 163, 161-174 (2024). MSC: 76-XX 92-XX × Cite Format Result Cite Review PDF Full Text: DOI
Kurama, Onesfole A hybrid classifier based on the generalized Heronian mean operator and fuzzy robust PCA algorithms. (English) Zbl 1547.62082 Int. J. Uncertain. Fuzziness Knowl.-Based Syst. 32, No. 2, 165-184 (2024). MSC: 62H30 62H25 62H86 × Cite Format Result Cite Review PDF Full Text: DOI
Halder, Rakesh; Fidkowski, Krzysztof J.; Maki, Kevin J. An adaptive sampling algorithm for reduced-order models using isomap. (English) Zbl 07845204 Int. J. Numer. Methods Eng. 125, No. 8, Article ID e7427, 24 p. (2024). MSC: 76M99 65Mxx × Cite Format Result Cite Review PDF Full Text: DOI
Zhang, Xinglan; Zhang, Feng; Guo, Yankun; Chen, Fei Variational quantum multidimensional scaling algorithm. (English) Zbl 1542.81302 Quantum Inf. Process. 23, No. 3, Paper No. 77, 26 p. (2024). MSC: 81P68 68Q12 × Cite Format Result Cite Review PDF Full Text: DOI
Hajderanj, Laureta; Chen, Daqing; Dudley, Sandra; Gilloppe, Guillaume; Sivy, Baptiste Novel parameter-free and parametric same degree distribution-based dimensionality reduction algorithms for trustworthy data structure preserving. (English) Zbl 07829822 Inf. Sci. 661, Article ID 120030, 21 p. (2024). MSC: 68-XX 92-XX × Cite Format Result Cite Review PDF Full Text: DOI
Huang, Shao-Lun; Makur, Anuran; Wornell, Gregory W.; Zheng, Lizhong Universal features for high-dimensional learning and inference. (English) Zbl 1536.68013 Found. Trends Commun. Inf. Theory 21, No. 1-2, 1-299 (2024). MSC: 68T05 68-02 94A15 94A12 94A08 68U10 68T07 62H30 65F15 62H25 62H12 15A18 × Cite Format Result Cite Review PDF Full Text: DOI arXiv
Negrini, Elisa; Nurbekyan, Levon Applications of no-collision transportation maps in manifold learning. (English) Zbl 1537.68181 SIAM J. Math. Data Sci. 6, No. 1, 97-126 (2024). MSC: 68T09 49Q22 68T05 × Cite Format Result Cite Review PDF Full Text: DOI arXiv
Gumerov, Nail A.; Kaneko, Shoken; Duraiswami, Ramani Analytical Galerkin boundary integrals of Laplace kernel layer potentials in \(\mathbb{R}^3\). (English) Zbl 1535.65310 SIAM J. Sci. Comput. 46, No. 2, A974-A997 (2024). MSC: 65R20 65N30 65N38 × Cite Format Result Cite Review PDF Full Text: DOI arXiv
Zhang, Yaowu; Zhou, Yeqing; Zhu, Liping A post-screening diagnostic study for ultrahigh dimensional data. (English) Zbl 07814003 J. Econom. 239, No. 2, Article ID 105354, 13 p. (2024). MSC: 62-XX 91-XX × Cite Format Result Cite Review PDF Full Text: DOI
Demin, Alexander; Demitraki, Elizaveta; Pogudin, Gleb Exact hierarchical reductions of dynamical models via linear transformations. (English) Zbl 1531.34046 Commun. Nonlinear Sci. Numer. Simul. 131, Article ID 107816, 16 p. (2024). MSC: 34C20 34-04 16G10 92E20 × Cite Format Result Cite Review PDF Full Text: DOI arXiv
Barroso, M.; Alaíz, C. M.; Torrecilla, J. L.; Fernández, A. Functional diffusion maps. (English) Zbl 1529.62011 Stat. Comput. 34, No. 1, Paper No. 22, 16 p. (2024). MSC: 62-08 62R10 × Cite Format Result Cite Review PDF Full Text: DOI arXiv
Dzemyda, Gintautas; Sabaliauskas, Martynas Geometric multidimensional scaling: efficient approach for data dimensionality reduction. (English) Zbl 1539.90069 J. Glob. Optim. 88, No. 1, 53-77 (2024). MSC: 90C26 90C90 × Cite Format Result Cite Review PDF Full Text: DOI
Kong, Guoping; Ma, Yingcang; Xing, Zhiwei; Xin, Xiaolong Multi-view \(K\)-means clustering algorithm based on redundant and sparse feature learning. (English) Zbl 07791900 Physica A 633, Article ID 129405, 16 p. (2024). MSC: 82-XX × Cite Format Result Cite Review PDF Full Text: DOI
Bachmayr, Markus; Dusson, Geneviève; Ortner, Christoph; Thomas, Jack Polynomial approximation of symmetric functions. (English) Zbl 1531.65045 Math. Comput. 93, No. 346, 811-839 (2024). Reviewer: Manfred Tasche (Rostock) MSC: 65D40 41A10 41A25 41A29 41A63 × Cite Format Result Cite Review PDF Full Text: DOI arXiv
Talbot, Austin; Dunson, David; Dzirasa, Kafui; Carlson, David Estimating a brain network predictive of stress and genotype with supervised autoencoders. (English) Zbl 07966859 J. R. Stat. Soc., Ser. C, Appl. Stat. 72, No. 4, 912-936 (2023). MSC: 62Pxx × Cite Format Result Cite Review PDF Full Text: DOI arXiv
South, L. F.; Oates, C. J.; Mira, A.; Drovandi, C. Regularized zero-variance control variates. (English) Zbl 07956068 Bayesian Anal. 18, No. 3, 865-888 (2023). MSC: 62-XX 62-08 62F15 × Cite Format Result Cite Review PDF Full Text: DOI arXiv Link
Houen, Jakob Bæk Tejs; Thorup, Mikkel A sparse Johnson-Lindenstrauss transform using fast hashing. (English) Zbl 07944114 Etessami, Kousha (ed.) et al., 50th international colloquium on automata, languages, and programming, ICALP 2023, Paderborn, Germany, July 10–14, 2023. Wadern: Schloss Dagstuhl – Leibniz-Zentrum für Informatik. LIPIcs – Leibniz Int. Proc. Inform. 261, Article 76, 20 p. (2023). MSC: 68Nxx 68Qxx × Cite Format Result Cite Review PDF Full Text: DOI arXiv
Scoccola, Luis; Gakhar, Hitesh; Bush, Johnathan; Schonsheck, Nikolas; Rask, Tatum; Zhou, Ling; Perea, Jose A. Toroidal coordinates: decorrelating circular coordinates with lattice reduction. (English) Zbl 1548.68235 Chambers, Erin W. (ed.) et al., 39th international symposium on computational geometry, SoCG 2023, Dallas, Texas, USA, June 12–15, 2023. Wadern: Schloss Dagstuhl – Leibniz-Zentrum für Informatik. LIPIcs – Leibniz Int. Proc. Inform. 258, Article 57, 20 p. (2023). MSC: 68T09 55N31 68U03 × Cite Format Result Cite Review PDF Full Text: DOI arXiv
Scoccola, Luis; Perea, Jose A. Fibered: fiberwise dimensionality reduction of topologically complex data with vector bundles. (English) Zbl 1548.68236 Chambers, Erin W. (ed.) et al., 39th international symposium on computational geometry, SoCG 2023, Dallas, Texas, USA, June 12–15, 2023. Wadern: Schloss Dagstuhl – Leibniz-Zentrum für Informatik. LIPIcs – Leibniz Int. Proc. Inform. 258, Article 56, 18 p. (2023). MSC: 68T09 55N31 68U03 × Cite Format Result Cite Review PDF Full Text: DOI arXiv
Peña, Daniel; Yohai, Víctor J. Robust forecasting of multiple time series with one-sided dynamic principal components. (English) Zbl 07914301 Yi, Mengxi (ed.) et al., Robust and multivariate statistical methods. Festschrift in honor of David E. Tyler. Cham: Springer. 225-247 (2023). MSC: 62E20 62F35 62Hxx 62J07 × Cite Format Result Cite Review PDF Full Text: DOI
Zhang, Jingyi; Ma, Ping; Zhong, Wenxuan; Meng, Cheng Projection-based techniques for high-dimensional optimal transport problems. (English) Zbl 1544.62168 Wiley Interdiscip. Rev., WIREs Comput. Stat. 15, No. 2, Article ID e1587, 22 p. (2023). MSC: 62-08 × Cite Format Result Cite Review PDF Full Text: DOI
Wang, Zhihong; Chen, Hongmei; Yuan, Zhong; Li, Tianrui Fuzzy-rough hybrid dimensionality reduction. (English) Zbl 1543.68376 Fuzzy Sets Syst. 459, 95-117 (2023). MSC: 68T37 × Cite Format Result Cite Review PDF Full Text: DOI
Nareklishvili, Maria; Polson, Nicholas; Sokolov, Vadim Deep partial least squares for instrumental variable regression. (English) Zbl 07889657 Appl. Stoch. Models Bus. Ind. 39, No. 6, 734-754 (2023). MSC: 62-XX × Cite Format Result Cite Review PDF Full Text: DOI arXiv
Miller, Jacob; Huroyan, Vahan; Kobourov, Stephen Balancing between the local and global structures (LGS) in graph embedding. (English) Zbl 07869508 Bekos, Michael A. (ed.) et al., Graph drawing and network visualization. 31st international symposium, GD 2023, Isola delle Femmine, Palermo, Italy, September 20–22, 2023. Revised selected papers. Part I. Cham: Springer. Lect. Notes Comput. Sci. 14465, 263-279 (2023). MSC: 68R10 68U05 × Cite Format Result Cite Review PDF Full Text: DOI arXiv
Yao, Yuqin; Meng, Hua; Gao, Yang; Long, Zhiguo; Li, Tianrui Linear dimensionality reduction method based on topological properties. (English) Zbl 07840259 Inf. Sci. 624, 493-511 (2023). MSC: 68-XX 92-XX × Cite Format Result Cite Review PDF Full Text: DOI
Zhu, Peican; Hou, Xin; Tang, Keke; Liu, Yang; Zhao, Yin-Ping; Wang, Zhen Unsupervised feature selection through combining graph learning and \(\ell_{2, 0}\)-norm constraint. (English) Zbl 1535.68288 Inf. Sci. 622, 68-82 (2023). MSC: 68T05 × Cite Format Result Cite Review PDF Full Text: DOI
Wang, Zhihong; Chen, Hongmei; Yang, Xiaoling; Wan, Jihong; Li, Tianrui; Luo, Chuan Fuzzy rough dimensionality reduction: a feature set partition-based approach. (English) Zbl 07837671 Inf. Sci. 644, Article ID 119266, 26 p. (2023). MSC: 68-XX 92-XX × Cite Format Result Cite Review PDF Full Text: DOI
Gui, Zhongyan; Yang, Jing; Xie, Zhiqiang Robust dimensionality reduction method based on relaxed energy and structure preserving embedding for multiview clustering. (English) Zbl 07834486 Inf. Sci. 621, 506-523 (2023). MSC: 68-XX 62-XX × Cite Format Result Cite Review PDF Full Text: DOI
Zhang, Huanxing; Bi, Hongxu; Wang, Xiaofeng; Zhang, Peng A joint-norm distance metric 2DPCA for robust dimensionality reduction. (English) Zbl 1535.68312 Inf. Sci. 640, Article ID 119036, 17 p. (2023). MSC: 68T09 62H25 65F15 × Cite Format Result Cite Review PDF Full Text: DOI
Ziadi, Raouf; Bencherif-Madani, Abdelatif A mixed algorithm for smooth global optimization. (English) Zbl 1549.90117 J. Math. Model. 11, No. 2, 207-228 (2023). MSC: 90C26 90C30 × Cite Format Result Cite Review PDF Full Text: DOI
Jiang, Jiantao; An, Jing Numerical approximation based on a decoupled dimensionality reduction scheme for Maxwell eigenvalue problem. (English) Zbl 1538.65474 Math. Methods Appl. Sci. 46, No. 16, 17367-17387 (2023). MSC: 65N25 65N15 65N35 78A25 78M30 78M34 35A15 × Cite Format Result Cite Review PDF Full Text: DOI
Wang, Yue; Shojaie, Ali; Randolph, Timothy; Knight, Parker; Ma, Jing Generalized matrix decomposition regression: estimation and inference for two-way structured data. (English) Zbl 07789414 Ann. Appl. Stat. 17, No. 4, 2944-2969 (2023). MSC: 62Pxx × Cite Format Result Cite Review PDF Full Text: DOI arXiv
Li, Wanxin; Prasad, Ashok; Miolane, Nina; Dao Duc, Khanh Using a Riemannian elastic metric for statistical analysis of tumor cell shape heterogeneity. (English) Zbl 1533.92047 Nielsen, Frank (ed.) et al., Geometric science of information. 6th international conference, GSI 2023, St. Malo, France, August 30 – September 1, 2023. Proceedings. Part II. Cham: Springer. Lect. Notes Comput. Sci. 14072, 583-592 (2023). MSC: 92C32 92C37 × Cite Format Result Cite Review PDF Full Text: DOI
Sakamoto, Hiroki; Sato, Kazuhiro Stable probability of reduced matrix obtained by Gaussian random projection. (English) Zbl 1530.15028 JSIAM Lett. 15, 77-80 (2023). MSC: 15B52 60B20 × Cite Format Result Cite Review PDF Full Text: DOI
Fan, Tiffany; Trask, Nathaniel; D’Elia, Marta; Darve, Eric Probabilistic partition of unity networks for high-dimensional regression problems. (English) Zbl 1545.62173 Int. J. Numer. Methods Eng. 124, No. 10, 2215-2236 (2023). MSC: 62G08 41A10 35K55 62H25 65N99 68T05 81P68 × Cite Format Result Cite Review PDF Full Text: DOI arXiv
Glushchenko, A. I.; Lastochkin, K. A. Constructive algorithm to vectorize \((P \otimes P\) product for symmetric matrix \(P\). (English. Russian original) Zbl 1533.81029 Comput. Math. Math. Phys. 63, No. 9, 1559-1570 (2023); translation from Zh. Vychisl. Mat. Mat. Fiz. 63, No. 9, 1415-1427 (2023). MSC: 81P68 03C10 46A32 81T33 43A50 68N30 03D80 × Cite Format Result Cite Review PDF Full Text: DOI
Gou, Jianping; Yuan, Xia; Xue, Ya; Du, Lan; Yu, Jiali; Xia, Shuyin; Zhang, Yi Discriminative and geometry-preserving adaptive graph embedding for dimensionality reduction. (English) Zbl 07751978 Neural Netw. 157, 364-376 (2023). MSC: 68T05 × Cite Format Result Cite Review PDF Full Text: DOI
Piroozmand, Pasha; Brenner, Oliver; Jenny, Patrick Dimensionality reduction for regularization of sparse data-driven RANS simulations. (English) Zbl 07742893 J. Comput. Phys. 492, Article ID 112404, 20 p. (2023). MSC: 76Fxx 76Mxx 90Cxx × Cite Format Result Cite Review PDF Full Text: DOI
Skamnia, E.; Economou, P.; Bersimis, S.; Frouda, M.; Politis, A.; Alexopoulos, P. Hot spot identification method based on Andrews curves: an application on the COVID-19 crisis effects on caregiver distress in neurocognitive disorder. (English) Zbl 07742667 J. Appl. Stat. 50, No. 11-12, 2388-2407 (2023). MSC: 62-XX × Cite Format Result Cite Review PDF Full Text: DOI Link
Hamm, Keaton; Henscheid, Nick; Kang, Shujie Wassmap: Wasserstein isometric mapping for image manifold learning. (English) Zbl 07726190 SIAM J. Math. Data Sci. 5, No. 2, 475-501 (2023). MSC: 68T10 49Q22 × Cite Format Result Cite Review PDF Full Text: DOI arXiv
Dang-Phuong-lan Nguyen; Hertrich, Johannes; Aujol, Jean-Francois; Berthoumieu, Yannick Image super-resolution with PCA reduced generalized Gaussian mixture models in materials science. (English) Zbl 07725197 Inverse Probl. Imaging 17, No. 6, 1165-1192 (2023). MSC: 62H12 62H25 62H35 65K05 × Cite Format Result Cite Review PDF Full Text: DOI
Barkalov, Konstantin; Grishagin, Vladimir; Kozinov, Evgeny An accelerated algorithm for finding efficient solutions in multiobjective problems with black-box multiextremal criteria. (English) Zbl 1528.90238 Olenev, Nicholas (ed.) et al., Optimization and applications. 13th international conference, OPTIMA 2022, Petrovac, Montenegro, September 26–30, 2022. Revised selected papers. Cham: Springer. Lect. Notes Comput. Sci. 13781, 51-65 (2023). MSC: 90C29 90C26 × Cite Format Result Cite Review PDF Full Text: DOI
Peng, Yan; Liu, Yifei; Wu, Huimin; Liu, Lige; Wang, Jie High-dimensional data mining algorithm based on SPCA-GWR. (English) Zbl 07723714 J. Nonlinear Convex Anal. 24, No. 6, 1303-1314 (2023). MSC: 68W01 68W40 × Cite Format Result Cite Review PDF Full Text: Link
Palias, Efstratios; Kabán, Ata The effect of intrinsic dimension on the Bayes-error of projected quadratic discriminant classification. (English) Zbl 1517.62042 Stat. Comput. 33, No. 4, Paper No. 87, 17 p. (2023). MSC: 62-08 62H30 × Cite Format Result Cite Review PDF Full Text: DOI
Mitchell-Heggs, Rufus; Prado, Seigfred; Gava, Giuseppe P.; Go, Mary Ann; Schultz, Simon R. Neural manifold analysis of brain circuit dynamics in health and disease. (English) Zbl 1518.92014 J. Comput. Neurosci. 51, No. 1, 1-21 (2023). MSC: 92B20 92C32 × Cite Format Result Cite Review PDF Full Text: DOI arXiv
Rana, Kanav Singh; Kumari, Nitu Application of dynamic mode decomposition and compatible window-wise dynamic mode decomposition in deciphering COVID-19 dynamics of India. (English) Zbl 1518.92158 Comput. Math. Biophys. 11, No. 1, Article ID 20220152, 16 p. (2023). MSC: 92D30 × Cite Format Result Cite Review PDF Full Text: DOI
MacNab, Ying C. On coregionalized multivariate Gaussian Markov random fields: construction, parameterization, and Bayesian estimation and inference. (English) Zbl 1516.62080 Test 32, No. 1, 263-293 (2023). MSC: 62M40 62F15 62F30 62H10 62H11 62P10 × Cite Format Result Cite Review PDF Full Text: DOI
Bagherian, Maryam; Chehade, Sarah; Whitney, Ben; Passian, Ali Classical and quantum compression for edge computing: the ubiquitous data dimensionality reduction. (English) Zbl 1523.68087 Computing 105, No. 7, 1419-1465 (2023). MSC: 68T09 68P30 68Q12 × Cite Format Result Cite Review PDF Full Text: DOI Link
Brence, Jure; Tanevski, Jovan; Adams, Jennifer; Malina, Edward; Džeroski, Sašo Surrogate models of radiative transfer codes for atmospheric trace gas retrievals from satellite observations. (English) Zbl 07702705 Mach. Learn. 112, No. 4, 1337-1363 (2023). MSC: 68T05 × Cite Format Result Cite Review PDF Full Text: DOI
Xu, Hong-Xia; Fan, Guo-Liang; Li, Jin-Chang Nonlinear interaction detection through partial dimension reduction with missing response data. (English) Zbl 1514.62061 Random Matrices Theory Appl. 12, No. 1, Article ID 2250051, 24 p. (2023). MSC: 62G05 62G20 × Cite Format Result Cite Review PDF Full Text: DOI
Liu, Wenrui; Zhao, Yi; Qin, Tao; Li, Bo; Wang, Cong; Sun, Jianwei Optimal synthesis of a spatial RRSS mechanism for path generation. (English) Zbl 1520.70002 Meccanica 58, No. 1, 255-285 (2023). Reviewer: Martin Pfurner (Innsbruck) MSC: 70B15 70-08 × Cite Format Result Cite Review PDF Full Text: DOI
Cartis, Coralia; Massart, Estelle; Otemissov, Adilet Global optimization using random embeddings. (English) Zbl 1518.65062 Math. Program. 200, No. 2 (B), 781-829 (2023). MSC: 65K05 90C30 90C26 49K45 × Cite Format Result Cite Review PDF Full Text: DOI arXiv
Kavi Priya, Santhosam; Pon Karthika, Kasirajan A contemporarymulti-objective feature selection model for depression detection using a hybrid pBGSK optimization algorithm. (English) Zbl 07699890 Int. J. Appl. Math. Comput. Sci. 33, No. 1, 117-131 (2023). MSC: 68-XX 68Txx × Cite Format Result Cite Review PDF Full Text: DOI
Li, Xiaohan; Polydorides, Nick Fast heat transfer simulation for laser powder bed fusion. (English) Zbl 1539.74454 Comput. Methods Appl. Mech. Eng. 412, Article ID 116107, 21 p. (2023). MSC: 74S05 65M70 74A15 80A19 × Cite Format Result Cite Review PDF Full Text: DOI
Chen, Yong-Yong; Xu, Fang-Fang Randomized algorithms for orthogonal nonnegative matrix factorization. (English) Zbl 1524.68438 J. Oper. Res. Soc. China 11, No. 2, 327-345 (2023). MSC: 68W20 15A23 90C90 × Cite Format Result Cite Review PDF Full Text: DOI
Hou, Gege; Bai, Lei; Si, Shubin Ecosystem resilience and stability analysis against alien species invasion patterns. (English) Zbl 07689673 Physica A 619, Article ID 128728, 18 p. (2023). MSC: 82-XX × Cite Format Result Cite Review PDF Full Text: DOI
Qiu, Yixuan; Lei, Jing; Roeder, Kathryn Gradient-based sparse principal component analysis with extensions to online learning. (English) Zbl 07689560 Biometrika 110, No. 2, 339-360 (2023). MSC: 62-XX × Cite Format Result Cite Review PDF Full Text: DOI arXiv
Iwen, Mark; Schmidt, Benjamin; Tavakoli, Arman Lower bounds on the low-distortion embedding dimension of submanifolds of \(\mathbb{R}^n\). (English) Zbl 1522.46024 Appl. Comput. Harmon. Anal. 65, 170-180 (2023). MSC: 46B85 94A12 94A20 × Cite Format Result Cite Review PDF Full Text: DOI arXiv
De Pascuale, Sebastian; Allen, Kenneth; Green, David L.; Lore, Jeremy D. Compression of tokamak boundary plasma simulation data using a maximum volume algorithm for matrix skeleton decomposition. (English) Zbl 07679192 J. Comput. Phys. 484, Article ID 112089, 13 p. (2023). MSC: 65Fxx 15Axx 68Wxx × Cite Format Result Cite Review PDF Full Text: DOI Link
Aminu, Muhammad; Ahmad, Noor A. Effective dimensionality reduction using kernel locality preserving partial least squares discriminant analysis. (English) Zbl 07676021 Bull. Malays. Math. Sci. Soc. (2) 46, No. 3, Paper No. 87, 29 p. (2023). MSC: 62H30 68T10 62P10 × Cite Format Result Cite Review PDF Full Text: DOI
Shinde, Krushna; Itier, Vincent; Mennesson, José; Vasiukov, Dmytro; Shakoor, Modesar Dimensionality reduction through convolutional autoencoders for fracture patterns prediction. (English) Zbl 1510.68099 Appl. Math. Modelling 114, 94-113 (2023). MSC: 68T07 74A45 74R10 × Cite Format Result Cite Review PDF Full Text: DOI
Yu, Kai; Lin, Song; Guo, Gong-De Quantum dimensionality reduction by linear discriminant analysis. (English) Zbl 07662570 Physica A 614, Article ID 128554, 14 p. (2023). MSC: 82-XX × Cite Format Result Cite Review PDF Full Text: DOI arXiv
Dinov, Ivo D. Data science and predictive analytics. Biomedical and health applications using R. 2nd revised edition. (English) Zbl 1542.68001 The Springer Series in Applied Machine Learning. Cham: Springer (ISBN 978-3-031-17482-7/hbk; 978-3-031-17485-8/pbk; 978-3-031-17483-4/ebook). xxxiv, 918 p. (2023). Reviewer: Irina Ioana Mohorianu (Oxford) MSC: 68-01 62-01 62R07 62P10 68T05 68T07 68T09 92C50 × Cite Format Result Cite Review PDF Full Text: DOI
Keller-Ressel, Martin; Nargang, Stephanie Strain-minimizing hyperbolic network embeddings with landmarks. (English) Zbl 1506.68114 J. Complex Netw. 11, No. 1, Article ID cnad002, 16 p. (2023). MSC: 68T09 51M09 68R10 68U05 × Cite Format Result Cite Review PDF Full Text: DOI arXiv
Cartis, Coralia; Massart, Estelle; Otemissov, Adilet Bound-constrained global optimization of functions with low effective dimensionality using multiple random embeddings. (English) Zbl 07658269 Math. Program. 198, No. 1 (A), 997-1058 (2023). MSC: 65K05 90C30 90C26 49K45 15A52 × Cite Format Result Cite Review PDF Full Text: DOI arXiv
Han, Ruijian; Osting, Braxton; Wang, Dong; Xu, Yiming Probabilistic methods for approximate archetypal analysis. (English) Zbl 07655461 Inf. Inference 12, No. 1, 466-493 (2023). MSC: 62-XX 68Pxx 65F55 68W20 68W25 68W40 × Cite Format Result Cite Review PDF Full Text: DOI arXiv
Muñoz, D.; Allix, O.; Chinesta, F.; Ródenas, J. J.; Nadal, E. Manifold learning for coherent design interpolation based on geometrical and topological descriptors. (English) Zbl 1539.74284 Comput. Methods Appl. Mech. Eng. 405, Article ID 115859, 19 p. (2023). MSC: 74P10 68T05 × Cite Format Result Cite Review PDF Full Text: DOI
Davey, Nicholas; Langrené, Nicolas; Chen, Wen; Rhodes, Jonathan R.; Dunstall, Simon; Halgamuge, Saman Designing higher value roads to preserve species at risk by optimally controlling traffic flow. (English) Zbl 1511.90307 Ann. Oper. Res. 320, No. 2, 663-693 (2023). MSC: 90C15 90C39 90C90 × Cite Format Result Cite Review PDF Full Text: DOI