JOURNAL OF SHANDONG UNIVERSITY(NATURAL SCIENCE) ›› 2023, Vol. 58 ›› Issue (9): 105-113, 126.doi: 10.6040/j.issn.1671-9352.4.2022.5119
Previous Articles Next Articles
Mei YANG1,2,3,*(),Wenjing KE1,Dandong WANG1
CLC Number:
1 | XU Bicun, TING Kaiming, ZHOU Zhihua. Isolation set-kernel and its application to multi-instance learning[C]//Proceedings of the 25th ACM SIGKDD International Conference on Knowledge Discovery & Data Mining. Anchorage: ACM, 2019: 941-949. |
2 |
杨梅, 曾雯喜, 方宇, 等. 多示例学习的两阶段实例选择和自适应包映射算法[J]. 南京大学学报(自然科学版), 2022, 58 (1): 94- 102.
doi: 10.13232/j.cnki.jnju.2022.01.010 |
YANG Mei , ZENG Wenxi , FANG Yu , et al. Two stage instance selection and adaptive bag mapping algorithm for multi-instance learning[J]. Journal of Nanjing University (Natural Science), 2022, 58 (1): 94- 102.
doi: 10.13232/j.cnki.jnju.2022.01.010 |
|
3 | 王刚, 许信顺. 一种新的基于多示例学习的场景分类方法[J]. 山东大学学报(理学版), 2010, 45 (7): 108- 113. |
WANG Gang , XU Xinshun . A new multi-instance learning method for scene classification[J]. Journal of Shandong University(Natural Science), 2010, 45 (7): 108- 113. | |
4 | YANG Mei , ZHANG Yuxuan , WANG Xizhao , et al. Multi-instance ensemble learning with discriminative bags[J]. IEEE Transactions on Systems Man Cybernetics-Systems, 2021, 52 (9): 5456- 5467. |
5 |
ANGELIDIS S , LAPATA M . Multiple instance learning networks for fine-grained sentiment analysis[J]. Transactions of the Association for Computational Linguistics, 2018, 6, 17- 31.
doi: 10.1162/tacl_a_00002 |
6 |
TARRAGÓ D S , CORNELIS C , BELLO R , et al. A multi-instance learning wrapper based on the Rocchio classifier for web index recommendation[J]. Knowledge-Based Systems, 2014, 59, 173- 181.
doi: 10.1016/j.knosys.2014.01.008 |
7 | ZHANG Weijia, LI Jiuyong, LIU Lin. Robust multi-instance learning with stable instances[J/OL]. arXiv, 2019. https://arxiv.org/abs/1902.05066v3. |
8 |
ZHANG Minling , ZHOU Zhihua . Multi-instance clustering with applications to multi-instance prediction[J]. Applied Intelligence, 2009, 31 (1): 47- 68.
doi: 10.1007/s10489-007-0111-x |
9 |
WEI Xiushen , WU Jianxin , ZHOU Zhihua . Scalable algorithms for multi-instance learning[J]. IEEE Transactions on Neural Networks and Learning Systems, 2017, 28 (4): 975- 987.
doi: 10.1109/TNNLS.2016.2519102 |
10 | CHI Ziqiu , WANG Zhe , DU Wenli . Explicit metric-based multiconcept multi-instance learning with triplet and superbag[J]. IEEE Transactions on Neural Networks and Learning Systems, 2021, 33 (10): 5888- 5897. |
11 | HUANG Shengjun , GAO Wei , ZHOU Zhihua . Fast multi-instance multi-label learning[J]. IEEE Transactions on Pattern Analysis and Machine Intelligence, 2018, 41 (11): 2614- 2627. |
12 | GÄRTNER T, FLACH P A, KOWALCZYK A. multi-instance kernels[C]//Proceedings of the 19th International Conference on Machine Learning. San Francisco: Morgan Kaufmann Publishers, 2002: 179-186. |
13 |
AMORES J . Multiple instance classification: review, taxonomy and comparative study[J]. Artificial Intelligence, 2013, 201, 81- 105.
doi: 10.1016/j.artint.2013.06.003 |
14 | ZHOU Zhihua, SUN Yunyin, LI Yufeng. Multi-instance learning by treating instances as non-I.I.D. simples[C]// Proceedings of the 26th International Conference on Machine Learning. Montreal: ACM, 2009. |
15 | WANG J, ZUCKER J D. Solving the multiple-instance problem: a lazy learning approach[C]//Proceedings of the 17th International Conference on Machine Learning. San Francisco: Morgan Kaufmann Publishers, 2000: 1119-1125. |
16 |
WU Jia , PAN Shirui , ZHU Xingquan , et al. Multi-instance learning with discriminative bag mapping[J]. IEEE Transactions on Knowledge and Data Engineering, 2018, 30 (6): 1065- 1080.
doi: 10.1109/TKDE.2017.2788430 |
17 | SVRKAYA E , YÜKSEKGÖNÜL M , BAYDOǦAN M G . Learning prototypes for multiple instance learning[J]. Turkish Journal of Electrical Engineering & Computer Sciences, 2021, 29 (7): 2901- 2919. |
18 | HE Jianjun , GU Hong , WANG Zhelong . Bayesian multi-instance multi-label learning using Gaussian process prior[J]. Machine Learning, 2012, 88 (1): 273- 295. |
19 | DECENCIōRE E , ZHANG X , CAZUGUEL G , et al. Feedback on a publicly distributed image database: the Messidor database[J]. Image Analysis & Stereology, 2014, 33 (3): 231- 234. |
20 | SRINIVASAN A, MUGGLETON S, KING R D. Comparing the use of background knowledge by inductive logic programming systems[C]//Proceeding of the 5th International Workshop on Inductive Logic Programming. Leuven: Springer-Verlag, 1995. |
21 |
KANDEMIR M , HAMPRECHT F A . Computer-aided diagnosis from weak supervision: a benchmarking study[J]. Computerized Medical Imaging and Graphics, 2015, 42, 44- 50.
doi: 10.1016/j.compmedimag.2014.11.010 |
22 |
LOWE D G . Distinctive image features from scale-invariant keypoints[J]. International Journal of Computer Vision, 2004, 60 (2): 91- 110.
doi: 10.1023/B:VISI.0000029664.99615.94 |
23 | REUTEMANN P, PFAHRINGER B, FRANK E. A toolbox for learning from relational data with propositional and multi-instance learners[C]//Australasian Joint Conference on Artificial Intelligence. Berlin: Springer, 2004: 1017-1023. |
24 |
ZHOU Zhihua , JIANG Kai , LI Ming . Multi-instance learning based web mining[J]. Applied Intelligence, 2005, 22 (2): 135- 140.
doi: 10.1007/s10489-005-5602-z |
25 | DEMŠAR J . Statistical comparisons of classifiers over multiple data sets[J]. The Journal of Machine Learning Research, 2006, 7, 1- 30. |
[1] | CHEN Jing-jing, YANG Yan-tao. Modified inertial projection algorithm for solving variational inequality and fixed point problems [J]. JOURNAL OF SHANDONG UNIVERSITY(NATURAL SCIENCE), 2023, 58(3): 64-76. |
[2] | XI Yan-li, CHEN Peng-yu. Uniqueness of solutions for initial value problems of implicit fractional order fuzzy differential equations [J]. JOURNAL OF SHANDONG UNIVERSITY(NATURAL SCIENCE), 2022, 57(4): 85-90. |
[3] | TANG Shan-gang. Enumerations of equivalent classes with actions of permutation group on a class of mapping set [J]. JOURNAL OF SHANDONG UNIVERSITY(NATURAL SCIENCE), 2021, 56(8): 67-75. |
[4] | ZHANG Fang-juan. A characterization of ξ-skew Jordan derivable mappings on factor von Neumann algebras [J]. JOURNAL OF SHANDONG UNIVERSITY(NATURAL SCIENCE), 2020, 55(7): 32-37. |
[5] | FENG Dan-dan, WU Hong-bo. Open remote neighborhoods of topological systems and their applications [J]. JOURNAL OF SHANDONG UNIVERSITY(NATURAL SCIENCE), 2019, 54(11): 90-96. |
[6] | WANG Su-yun, LI Yong-jun. Solvability of nonlinear second-order boundary value problems with nonlinearities which cross the resonance points [J]. JOURNAL OF SHANDONG UNIVERSITY(NATURAL SCIENCE), 2018, 53(6): 53-56. |
[7] | YANG Yan-tao. Modified subgradient extragradient method for solving monotone variational inequality problems [J]. JOURNAL OF SHANDONG UNIVERSITY(NATURAL SCIENCE), 2018, 53(2): 38-45. |
[8] | ZHANG Qian, LI Hai-yang. The iterative fraction thresholding algorithm in sparse information processing [J]. JOURNAL OF SHANDONG UNIVERSITY(NATURAL SCIENCE), 2017, 52(9): 76-82. |
[9] | . Uniqueness of solution for singular boundary value problems of fourth-order differential equations [J]. JOURNAL OF SHANDONG UNIVERSITY(NATURAL SCIENCE), 2017, 52(2): 73-76. |
[10] | LI Chun-hua, XU Bao-gen, HUANG Hua-wei. Unipotent congruences on a proper weakly left type B semigroup [J]. JOURNAL OF SHANDONG UNIVERSITY(NATURAL SCIENCE), 2016, 51(8): 49-52. |
[11] | XUE Wen-ping, JI Pei-sheng. On the HUR stability of a mixed functional equation deriving from AQC mappings in FFNLS [J]. JOURNAL OF SHANDONG UNIVERSITY(NATURAL SCIENCE), 2016, 51(4): 1-8. |
[12] | LIU Jian, XU Hong-bo, YI Mian-zhu, CHENG Xue-qi. Multi-dimensional semantic ontology construction oriented to knowledge-level application [J]. JOURNAL OF SHANDONG UNIVERSITY(NATURAL SCIENCE), 2015, 50(09): 13-20. |
[13] | KONG Liang, CAO Huai-xin. Characterization and perturbations of ε-approximate square isosceles-orthogonality preserving mappings [J]. JOURNAL OF SHANDONG UNIVERSITY(NATURAL SCIENCE), 2015, 50(06): 75-82. |
[14] | HAO Cui-xia, YAO Bing-xue*. θ-fuzzy homomorphism of groups#br# [J]. JOURNAL OF SHANDONG UNIVERSITY(NATURAL SCIENCE), 2014, 49(03): 51-56. |
[15] | YANG Lin. A Dugdale-Barenblatt model for a finite width strip with single edge crack [J]. J4, 2013, 48(8): 63-67. |
|