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| Batch Mode Active Learning Algorithm Combining with Self-training for Multiclass Brain-computer Interfaces |
| Minyou Chen, Xuemin Tan |
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Abstract In this paper, an batch mode active learning algorithm combining
with the benefits of self-training for solving the multiclass
Brain-computer Interface (BCI) problem, which initially only needs a
small set of labeled samples to train classifiers. The algorithm
applied active learning to select the most informative samples and
self-training to select the most high confidence samples,
respectively, according to the proposed novel uncertainty criterion
and confidence criterion for boosting the performance of the
classifier. Experiments on the Dataset 2a of the BCI Competition IV,
which demonstrate our method achieves more improvement than Active
Learning (AL) and Random Sampling (RS) when the same amount of human
effort is sacrificed.
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| DOI:10.12733/jics20105675 |
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| [1] |
Anuwat Dechvijankit, Hiroshi Nagahashi, Kota Aoki. An Enhanced Way to Create Disk Topology Patch For Bounded-Parameterization[J]. JOURNAL OF INFORMATION &COMPUTATIONAL SCIENCE, 2016, 13(1): 1-11. |
| [2] |
You Lu, Chang Liu. The Explicit Piecewise Polynomials of Locally Supported Box Spline[J]. JOURNAL OF INFORMATION &COMPUTATIONAL SCIENCE, 2016, 13(1): 13-27. |
| [3] |
Demin Wei, Shuo Yao, Zhuangning Xie. Directional wind Pressure of Cladding Structure[J]. JOURNAL OF INFORMATION &COMPUTATIONAL SCIENCE, 2016, 13(1): 29-41. |
| [4] |
Xinghua Huo, Yafeng Yao, Zhao Chen. Implementation of a Direct Rotation CORDIC Algorithm with High Speed and Low Resource Consumption[J]. JOURNAL OF INFORMATION &COMPUTATIONAL SCIENCE, 2016, 13(1): 43-50. |
| [5] |
Hui Zhi, Yanjun Hu, Jun Zhu, Quan Yuan, Mengmeng He. Cross-Layer Power Allocation Scheme for Two-Way Relaying System[J]. JOURNAL OF INFORMATION &COMPUTATIONAL SCIENCE, 2016, 13(1): 51-58. |
| [6] |
Zhaolei Wei, Chunliang Chen, Ying Shen, Jiulin Luo. Research on Quality Evaluation of the Requirement Scheme for Equipment System[J]. JOURNAL OF INFORMATION &COMPUTATIONAL SCIENCE, 2016, 13(1): 59-67. |
| [7] |
. Table of Contents - JICS Vol 13 No 1[J]. JOURNAL OF INFORMATION &COMPUTATIONAL SCIENCE, 2016, 13(1): 1000-1000. |
| [8] |
. JICS Vol 13 No 1 Cover[J]. JOURNAL OF INFORMATION &COMPUTATIONAL SCIENCE, 2016, 13(1): 1001-1001. |
| [9] |
Wenxiong Li;Haitao Ma;Taicong Chen. Exact Beam Element and Algorithms for Stability Analysis of Frame Structures Including Transverse Shear Deformation[J]. , 2015, 12(6): 2335-2350. |
| [10] |
Qingyong Xu;Shunliang Jiang;Wei Huang;Famao Ye;Shaoping Xu. Feature Fusion Based Image Retrieval Using Deep Learning[J]. , 2015, 12(6): 2361-2373. |
| [11] |
Li Liu;Junjie Lv;Jingyuan Li;Yuanzhuo Wang. Evolutionary Game Model of Information Interaction in Social Network[J]. , 2015, 12(6): 2375-2388. |
| [12] |
Changbiao Xu;Zheng Zhang;Shimeng Zhang. A Scheme for the Power Control of WBAN Based on RSSI/LQI All-feed Information[J]. , 2015, 12(6): 2389-2396. |
| [13] |
Chunfei Zhang;Zhiyi Fang. Gateway Deployment Algorithm for Load Balance in Wireless Mesh Networks[J]. , 2015, 12(6): 2397-2405. |
| [14] |
Xiaochuan Wu;Weibo Deng;Qiang Yang. Dictionary Optimization for DOA Approximation in a Single Snapshot[J]. , 2015, 12(6): 2407-2415. |
| [15] |
Jiuhu Zheng;Huanyan Qian;Jiguang Chen;Jiang Xu. Unique-preorder-node Based DV-Hop Localization against Wormhole Attack for Wireless Sensor Networks[J]. , 2015, 12(6): 2417-2428. |
|
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