Beimel, Amos; Nissim, Kobbi; Stemmer, Uri Learning privately with labeled and unlabeled examples. (English) Zbl 07303847 Algorithmica 83, No. 1, 177-215 (2021). MSC: 68W 05C PDF BibTeX XML Cite \textit{A. Beimel} et al., Algorithmica 83, No. 1, 177--215 (2021; Zbl 07303847) Full Text: DOI
Emadi, Mona; Tanha, Jafar Margin-based semi-supervised learning using Apollonius circle. (English) Zbl 07316482 Barbosa, Luís Soares (ed.) et al., Topics in theoretical computer science. Third IFIP WG 1.8 international conference, TTCS 2020, Tehran, Iran, July 1–2, 2020. Proceedings. Cham: Springer (ISBN 978-3-030-57851-0/pbk; 978-3-030-57852-7/ebook). Lecture Notes in Computer Science 12281, 48-60 (2020). MSC: 68Qxx 68R10 68U05 PDF BibTeX XML Cite \textit{M. Emadi} and \textit{J. Tanha}, Lect. Notes Comput. Sci. 12281, 48--60 (2020; Zbl 07316482) Full Text: DOI
Hoffmann, Franca; Hosseini, Bamdad; Ren, Zhi; Stuart, Andrew M. Consistency of semi-supervised learning algorithms on graphs: probit and one-hot methods. (English) Zbl 07306882 J. Mach. Learn. Res. 21, Paper No. 186, 55 p. (2020). MSC: 68T05 PDF BibTeX XML Cite \textit{F. Hoffmann} et al., J. Mach. Learn. Res. 21, Paper No. 186, 55 p. (2020; Zbl 07306882) Full Text: Link
Melnykov, Igor; Melnykov, Volodymyr A note on the formal implementation of the \(K\)-means algorithm with hard positive and negative constraints. (English) Zbl 07300773 J. Classif. 37, No. 3, 789-809 (2020). MSC: 62H30 PDF BibTeX XML Cite \textit{I. Melnykov} and \textit{V. Melnykov}, J. Classif. 37, No. 3, 789--809 (2020; Zbl 07300773) Full Text: DOI
Lu, Chengbo; Mei, Ying An optimal weight semi-supervised learning machine for neural networks with time delay. (English) Zbl 07300766 J. Classif. 37, No. 3, 656-670 (2020). MSC: 62H30 PDF BibTeX XML Cite \textit{C. Lu} and \textit{Y. Mei}, J. Classif. 37, No. 3, 656--670 (2020; Zbl 07300766) Full Text: DOI
Liu, Weikang; Qin, Xiaowei; Wei, Guo Service identification of WeChat traffic based on fuzziness and semi-supervised self-paced co-training. (Chinese. English summary) Zbl 07295898 J. Univ. Sci. Technol. China 50, No. 1, 29-38 (2020). MSC: 68T10 68T05 PDF BibTeX XML Cite \textit{W. Liu} et al., J. Univ. Sci. Technol. China 50, No. 1, 29--38 (2020; Zbl 07295898) Full Text: DOI
Liu, Shaopeng; Hong, Jiaming; Liang, Jiepeng; Jia, Xiping; Ouyang, Jia; Yin, Jian Medical image segmentation using semi-supervised conditional generative adversarial nets. (Chinese. English summary) Zbl 07295753 J. Softw. 31, No. 8, 2588-2602 (2020). MSC: 68U10 68T05 92C55 PDF BibTeX XML Cite \textit{S. Liu} et al., J. Softw. 31, No. 8, 2588--2602 (2020; Zbl 07295753) Full Text: DOI
Zhao, Fengjun; Zhang, Han; Chen, Yibing; He, Xiaowei; Song, Xiaolei Coronary artery segmentation from CTA images using a semi-supervised learning method with a multi-scale decomposition network. (Chinese. English summary) Zbl 07295594 J. Northwest Univ., Nat. Sci. Ed. 50, No. 4, 560-570 (2020). MSC: 92C55 68T05 PDF BibTeX XML Cite \textit{F. Zhao} et al., J. Northwest Univ., Nat. Sci. Ed. 50, No. 4, 560--570 (2020; Zbl 07295594) Full Text: DOI
Wang, Liguo; Shang, Hui; Shi, Yao Hyperspectral imagery classification based on active learning and label propagation. (Chinese. English summary) Zbl 07295302 J. Harbin Eng. Univ. 41, No. 5, 731-737 (2020). MSC: 62H30 62M15 68T10 68T05 PDF BibTeX XML Cite \textit{L. Wang} et al., J. Harbin Eng. Univ. 41, No. 5, 731--737 (2020; Zbl 07295302) Full Text: DOI
Osojnik, Aljaž; Panov, Panče; Džeroski, Sašo Incremental predictive clustering trees for online semi-supervised multi-target regression. (English) Zbl 07289222 Mach. Learn. 109, No. 11, 2121-2139 (2020). MSC: 68T05 PDF BibTeX XML Cite \textit{A. Osojnik} et al., Mach. Learn. 109, No. 11, 2121--2139 (2020; Zbl 07289222) Full Text: DOI
Huang, Yanquan; Yuan, Haoliang; Lai, Loi Lei Latent multi-view semi-supervised classification by using graph learning. (English) Zbl 07281453 Int. J. Wavelets Multiresolut. Inf. Process. 18, No. 5, Article ID 2050039, 16 p. (2020). MSC: 68U10 62H35 PDF BibTeX XML Cite \textit{Y. Huang} et al., Int. J. Wavelets Multiresolut. Inf. Process. 18, No. 5, Article ID 2050039, 16 p. (2020; Zbl 07281453) Full Text: DOI
Ahfock, Daniel; McLachlan, Geoffrey J. An apparent paradox: a classifier based on a partially classified sample may have smaller expected error rate than that if the sample were completely classified. (English) Zbl 1452.62429 Stat. Comput. 30, No. 6, 1779-1790 (2020). MSC: 62H30 62A01 68T05 PDF BibTeX XML Cite \textit{D. Ahfock} and \textit{G. J. McLachlan}, Stat. Comput. 30, No. 6, 1779--1790 (2020; Zbl 1452.62429) Full Text: DOI
Liu, Jie; Liu, Huan; Li, Shoushan; Yan, Wei Semi-supervised sentiment classification with bilingual adversarial learning. (Chinese. English summary) Zbl 07267244 J. Zhengzhou Univ., Nat. Sci. Ed. 52, No. 2, 59-63 (2020). MSC: 68T05 68T50 PDF BibTeX XML Cite \textit{J. Liu} et al., J. Zhengzhou Univ., Nat. Sci. Ed. 52, No. 2, 59--63 (2020; Zbl 07267244) Full Text: DOI
Chen, Xiao; Lee, Sophia; Liu, Huan; Li, Shoushan A semi-supervised sentiment classification method towards question-answering text based on network representation. (Chinese. English summary) Zbl 07267243 J. Zhengzhou Univ., Nat. Sci. Ed. 52, No. 2, 52-58 (2020). MSC: 68T05 68T50 PDF BibTeX XML Cite \textit{X. Chen} et al., J. Zhengzhou Univ., Nat. Sci. Ed. 52, No. 2, 52--58 (2020; Zbl 07267243) Full Text: DOI
Gu, Nannan; Sun, Xiangnan; Liu, Wei; Li, Luyun Semi-supervised classification based on self-paced learning and sparse self-expression. (Chinese. English summary) Zbl 07267179 J. Syst. Sci. Math. Sci. 40, No. 1, 191-208 (2020). MSC: 68T10 68T05 PDF BibTeX XML Cite \textit{N. Gu} et al., J. Syst. Sci. Math. Sci. 40, No. 1, 191--208 (2020; Zbl 07267179)
Hu, Cong; Wu, Xiaojun; Shu, Zhenqiu; Chen, Sugen Laplacian ladder networks. (Chinese. English summary) Zbl 07267136 J. Softw. 31, No. 5, 1525-1535 (2020). MSC: 68T05 PDF BibTeX XML Cite \textit{C. Hu} et al., J. Softw. 31, No. 5, 1525--1535 (2020; Zbl 07267136) Full Text: DOI
Chai, Bianfang; Cao, Xinyu; Wei, Chunli; Wang, Jianling An active semi-supervised structure exploring algorithm for large networks. (Chinese. English summary) Zbl 07267069 J. Shenzhen Univ., Sci. Eng. 37, No. 3, 243-250 (2020). MSC: 68T05 68T10 68M11 PDF BibTeX XML Cite \textit{B. Chai} et al., J. Shenzhen Univ., Sci. Eng. 37, No. 3, 243--250 (2020; Zbl 07267069) Full Text: DOI
Zhang, Jianpeng; Pei, Yulong; Liu, Cong; Li, Shaomei; Chen, Hongchang A semi-supervised clustering algorithm based on factor graph model for dynamic graphs. (Chinese. English summary) Zbl 07266276 Acta Autom. Sin. 46, No. 4, 670-680 (2020). MSC: 68T10 68R10 PDF BibTeX XML Cite \textit{J. Zhang} et al., Acta Autom. Sin. 46, No. 4, 670--680 (2020; Zbl 07266276) Full Text: DOI
Ma, Fan; Meng, Deyu; Dong, Xuanyi; Yang, Yi Self-paced multi-view co-training. (English) Zbl 07255088 J. Mach. Learn. Res. 21, Paper No. 57, 38 p. (2020). MSC: 68T05 PDF BibTeX XML Cite \textit{F. Ma} et al., J. Mach. Learn. Res. 21, Paper No. 57, 38 p. (2020; Zbl 07255088) Full Text: Link
Trillos, Nicolas Garcia; Kaplan, Zachary; Samakhoana, Thabo; Sanz-Alonso, Daniel On the consistency of graph-based Bayesian semi-supervised learning and the scalability of sampling algorithms. (English) Zbl 07255059 J. Mach. Learn. Res. 21, Paper No. 28, 47 p. (2020). MSC: 68T05 PDF BibTeX XML Cite \textit{N. G. Trillos} et al., J. Mach. Learn. Res. 21, Paper No. 28, 47 p. (2020; Zbl 07255059) Full Text: Link
Cai, T. Tony; Liang, Tengyuan; Rakhlin, Alexander Weighted message passing and minimum energy flow for heterogeneous stochastic block models with side information. (English) Zbl 07255042 J. Mach. Learn. Res. 21, Paper No. 11, 34 p. (2020). MSC: 68T05 PDF BibTeX XML Cite \textit{T. T. Cai} et al., J. Mach. Learn. Res. 21, Paper No. 11, 34 p. (2020; Zbl 07255042) Full Text: Link
Le Bouteiller, Pauline; Charléty, Jean Semi-supervised multi-facies object retrieval in seismic data. (English) Zbl 1441.86012 Math. Geosci. 52, No. 6, 817-846 (2020). MSC: 86A32 86A15 68T05 PDF BibTeX XML Cite \textit{P. Le Bouteiller} and \textit{J. Charléty}, Math. Geosci. 52, No. 6, 817--846 (2020; Zbl 1441.86012) Full Text: DOI
Cannings, Timothy I.; Berrett, Thomas B.; Samworth, Richard J. Local nearest neighbour classification with applications to semi-supervised learning. (English) Zbl 1451.62071 Ann. Stat. 48, No. 3, 1789-1814 (2020). Reviewer: Claudia Simionescu-Badea (Wien) MSC: 62H30 62G20 68T05 PDF BibTeX XML Cite \textit{T. I. Cannings} et al., Ann. Stat. 48, No. 3, 1789--1814 (2020; Zbl 1451.62071) Full Text: DOI Euclid
Jin, Xi; Zhang, Xing; Rao, Kaifeng; Tang, Liang; Xie, Qiwei Semi-supervised partial least squares. (English) Zbl 07237350 Int. J. Wavelets Multiresolut. Inf. Process. 18, No. 3, Article ID 2050014, 16 p. (2020). MSC: 68T05 62H30 68T10 PDF BibTeX XML Cite \textit{X. Jin} et al., Int. J. Wavelets Multiresolut. Inf. Process. 18, No. 3, Article ID 2050014, 16 p. (2020; Zbl 07237350) Full Text: DOI
Tran, K. H.; Ngolè Mboula, F. M.; Starck, J. L.; Prost, V. Semisupervised dictionary learning with graph regularized and active points. (English) Zbl 07218329 SIAM J. Imaging Sci. 13, No. 2, 724-745 (2020). MSC: 68U10 62H30 65F50 PDF BibTeX XML Cite \textit{K. H. Tran} et al., SIAM J. Imaging Sci. 13, No. 2, 724--745 (2020; Zbl 07218329) Full Text: DOI
Dunlop, Matthew M.; Slepčev, Dejan; Stuart, Andrew M.; Thorpe, Matthew Large data and zero noise limits of graph-based semi-supervised learning algorithms. (English) Zbl 1442.62768 Appl. Comput. Harmon. Anal. 49, No. 2, 655-697 (2020). MSC: 62R07 62G20 49J45 62C10 62F15 90C20 90C48 68T05 PDF BibTeX XML Cite \textit{M. M. Dunlop} et al., Appl. Comput. Harmon. Anal. 49, No. 2, 655--697 (2020; Zbl 1442.62768) Full Text: DOI
Barbiero, Pietro; Ciravegna, Gabriele; Cirrincione, Giansalvo; Tonda, Alberto; Squillero, Giovanni Generating neural archetypes to instruct fast and interpretable decisions. (English) Zbl 1442.62766 Bucciarelli, Edgardo (ed.) et al., Decision economics: complexity of decisions and decisions for complexity. Papers based on the presentations at the international conference on decision economics, DECON 2019, Ávila, Spain, June 26–28, 2019. Cham: Springer. Adv. Intell. Syst. Comput. 1009, 45-52 (2020). MSC: 62R07 62H30 62M45 62M20 62C25 68T05 PDF BibTeX XML Cite \textit{P. Barbiero} et al., Adv. Intell. Syst. Comput. 1009, 45--52 (2020; Zbl 1442.62766) Full Text: DOI
Yang, Jie; Cao, Jiuwen; Wang, Tianlei; Xue, Anke; Chen, Badong Regularized correntropy criterion based semi-supervised ELM. (English) Zbl 1434.68479 Neural Netw. 122, 117-129 (2020). MSC: 68T05 PDF BibTeX XML Cite \textit{J. Yang} et al., Neural Netw. 122, 117--129 (2020; Zbl 1434.68479) Full Text: DOI
Zhuge, Wenzhang; Hou, Chenping; Peng, Shaoliang; Yi, Dongyun Joint consensus and diversity for multi-view semi-supervised classification. (English) Zbl 07205216 Mach. Learn. 109, No. 3, 445-465 (2020). MSC: 68T05 PDF BibTeX XML Cite \textit{W. Zhuge} et al., Mach. Learn. 109, No. 3, 445--465 (2020; Zbl 07205216) Full Text: DOI
Budninskiy, Max; Abdelaziz, Ameera; Tong, Yiying; Desbrun, Mathieu Laplacian-optimized diffusion for semi-supervised learning. (English) Zbl 07200776 Comput. Aided Geom. Des. 79, Article ID 101864, 17 p. (2020). MSC: 65D PDF BibTeX XML Cite \textit{M. Budninskiy} et al., Comput. Aided Geom. Des. 79, Article ID 101864, 17 p. (2020; Zbl 07200776) Full Text: DOI
Sheng, Baohuai; Zhang, Haizhang Performance analysis of the LapRSSLG algorithm in learning theory. (English) Zbl 1432.68399 Anal. Appl., Singap. 18, No. 1, 79-108 (2020). MSC: 68T05 46E22 PDF BibTeX XML Cite \textit{B. Sheng} and \textit{H. Zhang}, Anal. Appl., Singap. 18, No. 1, 79--108 (2020; Zbl 1432.68399) Full Text: DOI
van Engelen, Jesper E.; Hoos, Holger H. A survey on semi-supervised learning. (English) Zbl 1441.68215 Mach. Learn. 109, No. 2, 373-440 (2020). MSC: 68T05 62H30 68-02 PDF BibTeX XML Cite \textit{J. E. van Engelen} and \textit{H. H. Hoos}, Mach. Learn. 109, No. 2, 373--440 (2020; Zbl 1441.68215) Full Text: DOI
Srivastava, Vishal; Biswas, Bhaskar An efficient feature fusion in HSI image classification. (English) Zbl 07165956 Multidimensional Syst. Signal Process. 31, No. 1, 221-247 (2020). MSC: 94A08 62F15 PDF BibTeX XML Cite \textit{V. Srivastava} and \textit{B. Biswas}, Multidimensional Syst. Signal Process. 31, No. 1, 221--247 (2020; Zbl 07165956) Full Text: DOI
Lang, Rongling; Lu, Ruibo; Zhao, Chenqian; Qin, Honglei; Liu, Guodong Graph-based semi-supervised one class support vector machine for detecting abnormal lung sounds. (English) Zbl 1433.62309 Appl. Math. Comput. 364, Article ID 124487, 10 p. (2020). MSC: 62P10 62H30 92C55 68T05 05C85 PDF BibTeX XML Cite \textit{R. Lang} et al., Appl. Math. Comput. 364, Article ID 124487, 10 p. (2020; Zbl 1433.62309) Full Text: DOI
Gertrudes, Jadson Castro; Zimek, Arthur; Sander, Jörg; Campello, Ricardo J. G. B. A unified view of density-based methods for semi-supervised clustering and classification. (English) Zbl 07296727 Data Min. Knowl. Discov. 33, No. 6, 1894-1952 (2019). MSC: 68T05 62H30 PDF BibTeX XML Cite \textit{J. C. Gertrudes} et al., Data Min. Knowl. Discov. 33, No. 6, 1894--1952 (2019; Zbl 07296727) Full Text: DOI
Peng, Xinjun; Chen, De; Xu, Dong Hyperplane-based nonnegative matrix factorization with label information. (English) Zbl 1451.68232 Inf. Sci. 493, 1-19 (2019). MSC: 68T05 15A23 PDF BibTeX XML Cite \textit{X. Peng} et al., Inf. Sci. 493, 1--19 (2019; Zbl 1451.68232) Full Text: DOI
Wang, Hongwei; Kong, Bo Least squares semi-supervised support vector machine for big data. (Chinese. English summary) Zbl 1449.68068 J. Henan Univ., Nat. Sci. 49, No. 6, 745-750 (2019). MSC: 68T05 68T09 90C05 PDF BibTeX XML Cite \textit{H. Wang} and \textit{B. Kong}, J. Henan Univ., Nat. Sci. 49, No. 6, 745--750 (2019; Zbl 1449.68068) Full Text: DOI
Xie, Jiarui; Antoine, Violaine On a new evidential C-means algorithm with instance-level constraints. (English) Zbl 1440.68303 Ben Amor, Nahla (ed.) et al., Scalable uncertainty management. 13th international conference, SUM 2019, Compiègne, France, December 16–18, 2019. Proceedings. Cham: Springer. Lect. Notes Comput. Sci. 11940, 66-78 (2019). MSC: 68T37 PDF BibTeX XML Cite \textit{J. Xie} and \textit{V. Antoine}, Lect. Notes Comput. Sci. 11940, 66--78 (2019; Zbl 1440.68303) Full Text: DOI
Xie, Jin; Liu, Sanyang; Dai, Hao Distributed semi-supervised learning algorithm based on extreme learning machine over networks using event-triggered communication scheme. (English) Zbl 1434.68476 Neural Netw. 119, 261-272 (2019). MSC: 68T05 68W15 PDF BibTeX XML Cite \textit{J. Xie} et al., Neural Netw. 119, 261--272 (2019; Zbl 1434.68476) Full Text: DOI
Zhu, Ruifeng; Dornaika, Fadi; Ruichek, Yassine Learning a discriminant graph-based embedding with feature selection for image categorization. (English) Zbl 1434.68491 Neural Netw. 111, 35-46 (2019). MSC: 68T05 68T10 68T45 PDF BibTeX XML Cite \textit{R. Zhu} et al., Neural Netw. 111, 35--46 (2019; Zbl 1434.68491) Full Text: DOI
Berikov, Vladimir Semi-supervised classification using multiple clustering and low-rank matrix operations. (English) Zbl 1442.68191 Khachay, Michael (ed.) et al., Mathematical optimization theory and operations research. 18th international conference, MOTOR 2019, Ekaterinburg, Russia, July 8–12, 2019. Proceedings. Cham: Springer. Lect. Notes Comput. Sci. 11548, 529-540 (2019). MSC: 68T05 62H30 PDF BibTeX XML Cite \textit{V. Berikov}, Lect. Notes Comput. Sci. 11548, 529--540 (2019; Zbl 1442.68191) Full Text: DOI
Bai, Yiguang; Yuan, Jing; Liu, Sanyang; Yin, Ke Variational community partition with novel network structure centrality prior. (English) Zbl 07187233 Appl. Math. Modelling 75, 333-348 (2019). MSC: 68 90 PDF BibTeX XML Cite \textit{Y. Bai} et al., Appl. Math. Modelling 75, 333--348 (2019; Zbl 07187233) Full Text: DOI
Hill, Steven M.; Oates, Chris J.; Blythe, Duncan A.; Mukherjee, Sach Causal learning via manifold regularization. (English) Zbl 1434.68414 J. Mach. Learn. Res. 20, Paper No. 127, 32 p. (2019). MSC: 68T05 62G05 PDF BibTeX XML Cite \textit{S. M. Hill} et al., J. Mach. Learn. Res. 20, Paper No. 127, 32 p. (2019; Zbl 1434.68414) Full Text: Link
Umbreen, Fariha; Ahmed, Faizan; Iqbal, Muhammad Faisal On convergence rate of a convex relaxation of semisupervised support vector machines. (English) Zbl 1435.68283 C. R. Acad. Bulg. Sci. 72, No. 5, 573-583 (2019). Reviewer: Angela Slavova (Sofia) MSC: 68T05 PDF BibTeX XML Cite \textit{F. Umbreen} et al., C. R. Acad. Bulg. Sci. 72, No. 5, 573--583 (2019; Zbl 1435.68283) Full Text: DOI
Viola, Marco; Sangiovanni, Mara; Toraldo, Gerardo; Guarracino, Mario R. Semi-supervised generalized eigenvalues classification. (English) Zbl 1435.65080 Ann. Oper. Res. 276, No. 1-2, 249-266 (2019). MSC: 65H17 65F15 PDF BibTeX XML Cite \textit{M. Viola} et al., Ann. Oper. Res. 276, No. 1--2, 249--266 (2019; Zbl 1435.65080) Full Text: DOI
Formentin, Simone; Mazzoleni, Mirko; Scandella, Matteo; Previdi, Fabio Nonlinear system identification via data augmentation. (English) Zbl 1425.93075 Syst. Control Lett. 128, 56-63 (2019). MSC: 93B30 93C10 PDF BibTeX XML Cite \textit{S. Formentin} et al., Syst. Control Lett. 128, 56--63 (2019; Zbl 1425.93075) Full Text: DOI
Qin, Huihui; Guo, Xin Semi-supervised learning with summary statistics. (English) Zbl 1430.68272 Anal. Appl., Singap. 17, No. 5, 837-851 (2019). MSC: 68T05 62G08 62G20 68P27 PDF BibTeX XML Cite \textit{H. Qin} and \textit{X. Guo}, Anal. Appl., Singap. 17, No. 5, 837--851 (2019; Zbl 1430.68272) Full Text: DOI
Zhang, Anru; Brown, Lawrence D.; Cai, T. Tony Semi-supervised inference: general theory and estimation of means. (English) Zbl 1436.62083 Ann. Stat. 47, No. 5, 2538-2566 (2019). Reviewer: Rózsa Horváth-Bokor (Budakalász) MSC: 62F10 62E20 62F25 68T05 PDF BibTeX XML Cite \textit{A. Zhang} et al., Ann. Stat. 47, No. 5, 2538--2566 (2019; Zbl 1436.62083) Full Text: DOI Euclid arXiv
Lu, Wenjie; Tan, Ruxin; Liu, Gongshen; Sun, Huanrong Machine translation algorithm of low-resource languages based on semi-supervised learning. (Chinese. English summary) Zbl 1438.68258 J. Xiamen Univ., Nat. Sci. 58, No. 2, 200-208 (2019). MSC: 68T50 68T05 68T07 PDF BibTeX XML Cite \textit{W. Lu} et al., J. Xiamen Univ., Nat. Sci. 58, No. 2, 200--208 (2019; Zbl 1438.68258) Full Text: DOI
Huang, Jiayue; Xiong, Deyi Improve the performance of neural machine translation with co-training. (Chinese. English summary) Zbl 1438.68257 J. Xiamen Univ., Nat. Sci. 58, No. 2, 176-183 (2019). MSC: 68T50 68T05 68T07 PDF BibTeX XML Cite \textit{J. Huang} and \textit{D. Xiong}, J. Xiamen Univ., Nat. Sci. 58, No. 2, 176--183 (2019; Zbl 1438.68257) Full Text: DOI
Ma, Maoyuan; Lü, Jia Naive Bayes semi-supervised self-training method combine with similarity. (Chinese. English summary) Zbl 1438.68107 J. Chongqing Norm. Univ., Nat. Sci. 36, No. 1, 78-84 (2019). MSC: 68T05 PDF BibTeX XML Cite \textit{M. Ma} and \textit{J. Lü}, J. Chongqing Norm. Univ., Nat. Sci. 36, No. 1, 78--84 (2019; Zbl 1438.68107) Full Text: DOI
Sanyal, Deepayan; Das, Swagatam On semi-supervised active clustering of stable instances with oracles. (English) Zbl 07107777 Inf. Process. Lett. 151, Article ID 105833 (2019). MSC: 68Q PDF BibTeX XML Cite \textit{D. Sanyal} and \textit{S. Das}, Inf. Process. Lett. 151, Article ID 105833 (2019; Zbl 07107777) Full Text: DOI
Ramasubramanian, Karthik; Singh, Abhishek Machine learning using R. With time series and industry-based use cases in R. 2nd edition. (English) Zbl 1423.68007 New York, NY: Apress (ISBN 978-1-4842-4214-8/pbk; 978-1-4842-4215-5/ebook). xxiv, 700 p. (2019). Reviewer: Irina Ioana Mohorianu (Oxford) MSC: 68-01 68-02 68T05 PDF BibTeX XML Cite \textit{K. Ramasubramanian} and \textit{A. Singh}, Machine learning using R. With time series and industry-based use cases in R. 2nd edition. New York, NY: Apress (2019; Zbl 1423.68007) Full Text: DOI
Agerri, Rodrigo; Rigau, German Language independent sequence labelling for opinion target extraction. (English) Zbl 07099178 Artif. Intell. 268, 85-95 (2019). MSC: 68T PDF BibTeX XML Cite \textit{R. Agerri} and \textit{G. Rigau}, Artif. Intell. 268, 85--95 (2019; Zbl 07099178) Full Text: DOI
Avrachenkov, Konstantin; Chebotarev, Pavel; Rubanov, Dmytro Similarities on graphs: kernels versus proximity measures. (English) Zbl 1415.05042 Eur. J. Comb. 80, 47-56 (2019). MSC: 05C12 05C22 05B20 PDF BibTeX XML Cite \textit{K. Avrachenkov} et al., Eur. J. Comb. 80, 47--56 (2019; Zbl 1415.05042) Full Text: DOI
Wang, Ling; Zhou, Dongfang; Tian, Hui; Zhang, Hao; Zhang, Wei Parametric fault diagnosis of analog circuits based on a semi-supervised algorithm. (English) Zbl 1416.94080 Symmetry 11, No. 2, Paper No. 228, 15 p. (2019). MSC: 94C12 PDF BibTeX XML Cite \textit{L. Wang} et al., Symmetry 11, No. 2, Paper No. 228, 15 p. (2019; Zbl 1416.94080) Full Text: DOI
Livieris, Ioannis E.; Kanavos, Andreas; Tampakas, Vassilis; Pintelas, Panagiotis A weighted voting ensemble self-labeled algorithm for the detection of lung abnormalities from X-rays. (English) Zbl 07077439 Algorithms (Basel) 12, No. 3, Paper No. 64, 15 p. (2019). MSC: 68 94 PDF BibTeX XML Cite \textit{I. E. Livieris} et al., Algorithms (Basel) 12, No. 3, Paper No. 64, 15 p. (2019; Zbl 07077439) Full Text: DOI
Michelioudakis, Evangelos; Artikis, Alexander; Paliouras, Georgios Semi-supervised online structure learning for composite event recognition. (English) Zbl 07073620 Mach. Learn. 108, No. 7, 1085-1110 (2019). MSC: 68T05 PDF BibTeX XML Cite \textit{E. Michelioudakis} et al., Mach. Learn. 108, No. 7, 1085--1110 (2019; Zbl 07073620) Full Text: DOI
Deng, Hao; Ma, Chao; Shen, Lijun; Yang, Chuanwu Semi-supervised learning using autodidactic interpolation on sparse representation-based multiple one-dimensional embedding. (English) Zbl 1410.68314 Int. J. Wavelets Multiresolut. Inf. Process. 17, No. 3, Article ID 1950013, 16 p. (2019). MSC: 68T05 62H30 PDF BibTeX XML Cite \textit{H. Deng} et al., Int. J. Wavelets Multiresolut. Inf. Process. 17, No. 3, Article ID 1950013, 16 p. (2019; Zbl 1410.68314) Full Text: DOI
Ilev, A. V.; Il’ev, V. P. On a semi-superwized graph clustering problem. (Russian. English summary) Zbl 07311640 Prikl. Diskretn. Mat. 2018, No. 42, 66-75 (2018). MSC: 68 90 PDF BibTeX XML Cite \textit{A. V. Ilev} and \textit{V. P. Il'ev}, Prikl. Diskretn. Mat. 2018, No. 42, 66--75 (2018; Zbl 07311640) Full Text: DOI MNR
Liu, Ying; Xu, Zhen; Li, Chunguang Distributed online semi-supervised support vector machine. (English) Zbl 1441.68210 Inf. Sci. 466, 236-257 (2018). MSC: 68T05 62H30 68W27 PDF BibTeX XML Cite \textit{Y. Liu} et al., Inf. Sci. 466, 236--257 (2018; Zbl 1441.68210) Full Text: DOI
Yu, Jaehong; Kim, Seoung Bum Consensus rate-based label propagation for semi-supervised classification. (English) Zbl 1441.68218 Inf. Sci. 465, 265-284 (2018). MSC: 68T05 62H30 PDF BibTeX XML Cite \textit{J. Yu} and \textit{S. B. Kim}, Inf. Sci. 465, 265--284 (2018; Zbl 1441.68218) Full Text: DOI
Amorim, Willian P.; Falcão, Alexandre X.; Papa, João P. Multi-label semi-supervised classification through optimum-path forest. (English) Zbl 1441.68202 Inf. Sci. 465, 86-104 (2018). MSC: 68T05 62H30 PDF BibTeX XML Cite \textit{W. P. Amorim} et al., Inf. Sci. 465, 86--104 (2018; Zbl 1441.68202) Full Text: DOI
Li, Yaoyi; Lu, Hongtao On multi-modal fusion learning in constraint propagation. (English) Zbl 1440.68227 Inf. Sci. 462, 204-217 (2018). MSC: 68T05 62H30 90C26 PDF BibTeX XML Cite \textit{Y. Li} and \textit{H. Lu}, Inf. Sci. 462, 204--217 (2018; Zbl 1440.68227) Full Text: DOI
Calma, Adrian; Reitmaier, Tobias; Sick, Bernhard Semi-supervised active learning for support vector machines: a novel approach that exploits structure information in data. (English) Zbl 1440.68202 Inf. Sci. 456, 13-33 (2018). MSC: 68T05 PDF BibTeX XML Cite \textit{A. Calma} et al., Inf. Sci. 456, 13--33 (2018; Zbl 1440.68202) Full Text: DOI
Liu, Ying; Xu, Zhen; Li, Chunguang Online semi-supervised support vector machine. (English) Zbl 1440.68226 Inf. Sci. 439-440, 125-141 (2018). MSC: 68T05 68W27 PDF BibTeX XML Cite \textit{Y. Liu} et al., Inf. Sci. 439--440, 125--141 (2018; Zbl 1440.68226) Full Text: DOI
Traboulsi, Y. El; Dornaika, Fadi Flexible semi-supervised embedding based on adaptive loss regression: application to image categorization. (English) Zbl 1446.94014 Inf. Sci. 444, 1-19 (2018). MSC: 94A08 62H30 PDF BibTeX XML Cite \textit{Y. E. Traboulsi} and \textit{F. Dornaika}, Inf. Sci. 444, 1--19 (2018; Zbl 1446.94014) Full Text: DOI
El Amine Bechar, Mohammed; Settouti, Nesma; Barra, Vincent; Chikh, Mohamed Amine Semi-supervised superpixel classification for medical images segmentation: application to detection of glaucoma disease. (English) Zbl 1448.94010 Multidimensional Syst. Signal Process. 29, No. 3, 979-998 (2018). MSC: 94A08 92C50 PDF BibTeX XML Cite \textit{M. El Amine Bechar} et al., Multidimensional Syst. Signal Process. 29, No. 3, 979--998 (2018; Zbl 1448.94010) Full Text: DOI
Ma, Jianghong; Chow, Tommy W. S. Robust non-negative sparse graph for semi-supervised multi-label learning with missing labels. (English) Zbl 1436.68311 Inf. Sci. 422, 336-351 (2018). MSC: 68T05 68R10 PDF BibTeX XML Cite \textit{J. Ma} and \textit{T. W. S. Chow}, Inf. Sci. 422, 336--351 (2018; Zbl 1436.68311) Full Text: DOI
Qian, Pengjiang; Xi, Chen; Xu, Min; Jiang, Yizhang; Su, Kuan-Hao; Wang, Shitong; Muzic, Raymond F. SSC-EKE: semi-supervised classification with extensive knowledge exploitation. (English) Zbl 1436.68312 Inf. Sci. 422, 51-76 (2018). MSC: 68T05 46E22 62H30 PDF BibTeX XML Cite \textit{P. Qian} et al., Inf. Sci. 422, 51--76 (2018; Zbl 1436.68312) Full Text: DOI
Zhang, Zhao; Jia, Lei; Zhao, Mingbo; Ye, Qiaolin; Zhang, Min; Wang, Meng Adaptive non-negative projective semi-supervised learning for inductive classification. (English) Zbl 1434.68486 Neural Netw. 108, 128-145 (2018). MSC: 68T05 15A23 62H30 PDF BibTeX XML Cite \textit{Z. Zhang} et al., Neural Netw. 108, 128--145 (2018; Zbl 1434.68486) Full Text: DOI
Fan, Jicong; Tian, Zhaoyang; Zhao, Mingbo; Chow, Tommy W. S. Accelerated low-rank representation for subspace clustering and semi-supervised classification on large-scale data. (English) Zbl 1434.68406 Neural Netw. 100, 39-48 (2018). MSC: 68T05 15A18 15A23 62H30 PDF BibTeX XML Cite \textit{J. Fan} et al., Neural Netw. 100, 39--48 (2018; Zbl 1434.68406) Full Text: DOI
Ren, Shijin; Li, Xinyu; Xu, Guiyun; Pan, Jianhan; Yang, Maoyun Semi-supervised sparse discriminant kernel locally linear embedding for nonlinear process fault detection. (Chinese. English summary) Zbl 1438.68116 J. Nanjing Norm. Univ., Nat. Sci. Ed. 41, No. 4, 49-58 (2018). MSC: 68T05 PDF BibTeX XML Cite \textit{S. Ren} et al., J. Nanjing Norm. Univ., Nat. Sci. Ed. 41, No. 4, 49--58 (2018; Zbl 1438.68116) Full Text: DOI
Tian, Ye; Deng, Zhibin; Luo, Jian; Li, Yueqing An intuitionistic fuzzy set based \(S^3\)VM model for binary classification with mislabeled information. (English) Zbl 1437.68172 Fuzzy Optim. Decis. Mak. 17, No. 4, 475-494 (2018). MSC: 68T37 68T05 PDF BibTeX XML Cite \textit{Y. Tian} et al., Fuzzy Optim. Decis. Mak. 17, No. 4, 475--494 (2018; Zbl 1437.68172) Full Text: DOI
Sheng, Baohuai; Zhu, Hancan The convergence rate of semi-supervised regression with quadratic loss. (English) Zbl 1426.62140 Appl. Math. Comput. 321, 11-24 (2018). MSC: 62G20 68T05 90C25 PDF BibTeX XML Cite \textit{B. Sheng} and \textit{H. Zhu}, Appl. Math. Comput. 321, 11--24 (2018; Zbl 1426.62140) Full Text: DOI
Hayashi, Kenichi Asymptotic comparison of semi-supervised and supervised linear discriminant functions for heteroscedastic normal populations. (English) Zbl 1414.62245 Adv. Data Anal. Classif., ADAC 12, No. 2, 315-339 (2018). MSC: 62H30 62G20 68T10 PDF BibTeX XML Cite \textit{K. Hayashi}, Adv. Data Anal. Classif., ADAC 12, No. 2, 315--339 (2018; Zbl 1414.62245) Full Text: DOI
Livieris, Ioannis E.; Kanavos, Andreas; Tampakas, Vassilis; Pintelas, Panagiotis An auto-adjustable semi-supervised self-training algorithm. (English) Zbl 07052197 Algorithms (Basel) 11, No. 9, Paper No. 139, 16 p. (2018). MSC: 68 62 PDF BibTeX XML Cite \textit{I. E. Livieris} et al., Algorithms (Basel) 11, No. 9, Paper No. 139, 16 p. (2018; Zbl 07052197) Full Text: DOI
Mai, Xiaoyi; Couillet, Romain A random matrix analysis and improvement of semi-supervised learning for large dimensional data. (English) Zbl 07008335 J. Mach. Learn. Res. 19, Paper No. 79, 27 p. (2018). MSC: 68T05 PDF BibTeX XML Cite \textit{X. Mai} and \textit{R. Couillet}, J. Mach. Learn. Res. 19, Paper No. 79, 27 p. (2018; Zbl 07008335) Full Text: Link
Tong, Hongzhi; Ng, Michael Regularized semi-supervised least squares regression with dependent samples. (English) Zbl 1407.62253 Commun. Math. Sci. 16, No. 5, 1347-1360 (2018). MSC: 62J02 68T05 PDF BibTeX XML Cite \textit{H. Tong} and \textit{M. Ng}, Commun. Math. Sci. 16, No. 5, 1347--1360 (2018; Zbl 1407.62253) Full Text: DOI
Yan, Xin; Bai, Yanqin; Fang, Shu-Cherng; Luo, Jian A proximal quadratic surface support vector machine for semi-supervised binary classification. (English) Zbl 1402.68158 Soft Comput. 22, No. 20, 6905-6919 (2018). MSC: 68T05 68T37 PDF BibTeX XML Cite \textit{X. Yan} et al., Soft Comput. 22, No. 20, 6905--6919 (2018; Zbl 1402.68158) Full Text: DOI
Ray, Avik; Neeman, Joe; Sanghavi, Sujay; Shakkottai, Sanjay The search problem in mixture models. (English) Zbl 06982962 J. Mach. Learn. Res. 18(2017-2018), Paper No. 206, 61 p. (2018). MSC: 68T05 PDF BibTeX XML Cite \textit{A. Ray} et al., J. Mach. Learn. Res. 18, Paper No. 206, 61 p. (2018; Zbl 06982962) Full Text: Link
Bellec, Pierre C.; Dalalyan, Arnak S.; Grappin, Edwin; Paris, Quentin On the prediction loss of the Lasso in the partially labeled setting. (English) Zbl 1408.62114 Electron. J. Stat. 12, No. 2, 3443-3472 (2018). MSC: 62H30 62G08 62J07 68T05 PDF BibTeX XML Cite \textit{P. C. Bellec} et al., Electron. J. Stat. 12, No. 2, 3443--3472 (2018; Zbl 1408.62114) Full Text: DOI Euclid arXiv
Gronsbell, Jessica L.; Cai, Tianxi Semi-supervised approaches to efficient evaluation of model prediction performance. (English) Zbl 1398.62071 J. R. Stat. Soc., Ser. B, Stat. Methodol. 80, No. 3, 579-594 (2018). MSC: 62G05 68T05 PDF BibTeX XML Cite \textit{J. L. Gronsbell} and \textit{T. Cai}, J. R. Stat. Soc., Ser. B, Stat. Methodol. 80, No. 3, 579--594 (2018; Zbl 1398.62071) Full Text: DOI
Ye, Jun; Jin, Zhong Hyper-graph regularized discriminative concept factorization for data representation. (English) Zbl 1398.68467 Soft Comput. 22, No. 13, 4417-4429 (2018). MSC: 68T05 PDF BibTeX XML Cite \textit{J. Ye} and \textit{Z. Jin}, Soft Comput. 22, No. 13, 4417--4429 (2018; Zbl 1398.68467) Full Text: DOI
Yi, Yugen; Qiao, Shaojie; Zhou, Wei; Zheng, Caixia; Liu, Qinghua; Wang, Jianzhong Adaptive multiple graph regularized semi-supervised extreme learning machine. (English) Zbl 1398.68468 Soft Comput. 22, No. 11, 3545-3562 (2018). MSC: 68T05 PDF BibTeX XML Cite \textit{Y. Yi} et al., Soft Comput. 22, No. 11, 3545--3562 (2018; Zbl 1398.68468) Full Text: DOI
Chakrabortty, Abhishek; Cai, Tianxi Efficient and adaptive linear regression in semi-supervised settings. (English) Zbl 1403.62041 Ann. Stat. 46, No. 4, 1541-1572 (2018). MSC: 62F35 62J05 62F12 62G08 PDF BibTeX XML Cite \textit{A. Chakrabortty} and \textit{T. Cai}, Ann. Stat. 46, No. 4, 1541--1572 (2018; Zbl 1403.62041) Full Text: DOI arXiv
Sakai, Tomoya; Niu, Gang; Sugiyama, Masashi Semi-supervised AUC optimization based on positive-unlabeled learning. (English) Zbl 06889046 Mach. Learn. 107, No. 4, 767-794 (2018); correction ibid. 107, No. 4, 795 (2018). MSC: 68T05 PDF BibTeX XML Cite \textit{T. Sakai} et al., Mach. Learn. 107, No. 4, 767--794 (2018; Zbl 06889046) Full Text: DOI
Bosch, Jessica; Klamt, Steffen; Stoll, Martin Generalizing diffuse interface methods on graphs: nonsmooth potentials and hypergraphs. (English) Zbl 1385.68032 SIAM J. Appl. Math. 78, No. 3, 1350-1377 (2018). MSC: 68T05 35R02 65K05 PDF BibTeX XML Cite \textit{J. Bosch} et al., SIAM J. Appl. Math. 78, No. 3, 1350--1377 (2018; Zbl 1385.68032) Full Text: DOI arXiv
Maximov, Yury; Amini, Massih-Reza; Harchaoui, Zaid Rademacher complexity bounds for a penalized multi-class semi-supervised algorithm. (English) Zbl 1443.68150 J. Artif. Intell. Res. (JAIR) 61, 761-786 (2018). MSC: 68T05 62H30 68T10 PDF BibTeX XML Cite \textit{Y. Maximov} et al., J. Artif. Intell. Res. (JAIR) 61, 761--786 (2018; Zbl 1443.68150) Full Text: DOI
Lai, Rongjie; Li, Jia Manifold based low-rank regularization for image restoration and semi-supervised learning. (English) Zbl 06859522 J. Sci. Comput. 74, No. 3, 1241-1263 (2018). MSC: 65 PDF BibTeX XML Cite \textit{R. Lai} and \textit{J. Li}, J. Sci. Comput. 74, No. 3, 1241--1263 (2018; Zbl 06859522) Full Text: DOI arXiv
Sechidis, Konstantinos; Brown, Gavin Simple strategies for semi-supervised feature selection. (English) Zbl 06855222 Mach. Learn. 107, No. 2, 357-395 (2018). MSC: 68T05 PDF BibTeX XML Cite \textit{K. Sechidis} and \textit{G. Brown}, Mach. Learn. 107, No. 2, 357--395 (2018; Zbl 06855222) Full Text: DOI
Yin, Ke; Tai, Xue-Cheng An effective region force for some variational models for learning and clustering. (English) Zbl 1419.62159 J. Sci. Comput. 74, No. 1, 175-196 (2018). MSC: 62H30 62H99 68T05 68T10 PDF BibTeX XML Cite \textit{K. Yin} and \textit{X.-C. Tai}, J. Sci. Comput. 74, No. 1, 175--196 (2018; Zbl 1419.62159) Full Text: DOI
Zhou, Kuang; Martin, Arnaud; Pan, Quan; Liu, Zhunga SELP: semi-supervised evidential label propagation algorithm for graph data clustering. (English) Zbl 1423.68394 Int. J. Approx. Reasoning 92, 139-154 (2018). MSC: 68T05 62H30 68R10 68T30 91D30 PDF BibTeX XML Cite \textit{K. Zhou} et al., Int. J. Approx. Reasoning 92, 139--154 (2018; Zbl 1423.68394) Full Text: DOI
Xu, Xun; Hospedales, Timothy; Gong, Shaogang Transductive zero-shot action recognition by word-vector embedding. (English) Zbl 07237367 Int. J. Comput. Vis. 123, No. 3, 309-333 (2017). MSC: 68T45 68T05 PDF BibTeX XML Cite \textit{X. Xu} et al., Int. J. Comput. Vis. 123, No. 3, 309--333 (2017; Zbl 07237367) Full Text: DOI
Śmieja, Marek; Geiger, Bernhard C. Semi-supervised cross-entropy clustering with information bottleneck constraint. (English) Zbl 1436.62286 Inf. Sci. 421, 254-271 (2017). MSC: 62H30 PDF BibTeX XML Cite \textit{M. Śmieja} and \textit{B. C. Geiger}, Inf. Sci. 421, 254--271 (2017; Zbl 1436.62286) Full Text: DOI
Ma, Jiayi; Jiang, Junjun; Liu, Chengyin; Li, Yansheng Feature guided Gaussian mixture model with semi-supervised EM and local geometric constraint for retinal image registration. (English) Zbl 1444.92054 Inf. Sci. 417, 128-142 (2017). MSC: 92C55 PDF BibTeX XML Cite \textit{J. Ma} et al., Inf. Sci. 417, 128--142 (2017; Zbl 1444.92054) Full Text: DOI
Françoisse, Kevin; Kivimäki, Ilkka; Mantrach, Amin; Rossi, Fabrice; Saerens, Marco A bag-of-paths framework for network data analysis. (English) Zbl 1434.68535 Neural Netw. 90, 90-111 (2017). MSC: 68T09 62H30 68R10 PDF BibTeX XML Cite \textit{K. Françoisse} et al., Neural Netw. 90, 90--111 (2017; Zbl 1434.68535) Full Text: DOI
Yoder, Jordan; Priebe, Carey E. Semi-supervised k-means++. (English) Zbl 07192083 J. Stat. Comput. Simulation 87, No. 13, 2597-2608 (2017). MSC: 68W20 68W25 68U05 62H30 PDF BibTeX XML Cite \textit{J. Yoder} and \textit{C. E. Priebe}, J. Stat. Comput. Simulation 87, No. 13, 2597--2608 (2017; Zbl 07192083) Full Text: DOI
Kanzawa, Yuchi Semi-supervised fuzzy \(c\)-means algorithms by revising dissimilarity/kernel matrices. (English) Zbl 1429.62250 Torra, Vicenç (ed.) et al., Fuzzy sets, rough sets, multisets and clustering. Cham: Springer. Stud. Comput. Intell. 671, 45-61 (2017). MSC: 62H30 62H86 62-08 PDF BibTeX XML Cite \textit{Y. Kanzawa}, Stud. Comput. Intell. 671, 45--61 (2017; Zbl 1429.62250) Full Text: DOI
Dornaika, F.; Dahbi, R.; Bosaghzadeh, A.; Ruichek, Y. Efficient dynamic graph construction for inductive semi-supervised learning. (English) Zbl 1429.68213 Neural Netw. 94, 192-203 (2017). MSC: 68T05 PDF BibTeX XML Cite \textit{F. Dornaika} et al., Neural Netw. 94, 192--203 (2017; Zbl 1429.68213) Full Text: DOI