Evidence map›Paper›PMID 34421218›Full record

ArticleThe Journal of supercomputing2022

Structural break-aware pairs trading strategy using deep reinforcement learning.

Jing-You Lu, Hsu-Chao Lai, Wen-Yueh Shih, Yi-Feng Chen, Shen-Hang Huang, Hao-Han Chang, Jun-Zhe Wang, Jiun-Long Huang, Tian-Shyr Dai

Abstract read
PubMed Full text at PMC Publisher
In one paragraph

Article in The Journal of supercomputing, 2022. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 1 paper.

0numbers the graph read from it
0cells of the map it votes in
1citing papers in PubMed
–field-weighted citation impact
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

1 citing paper in PubMed.

  1. Article
4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

9 authors.

Jing-You LuDepartment of Computer Science, National Chiao Tung University, Hsinchu, Taiwan.
Hsu-Chao LaiDepartment of Computer Science, National Yang Ming Chiao Tung University, Hsinchu, Taiwan.
Wen-Yueh ShihDepartment of Computer Science, National Yang Ming Chiao Tung University, Hsinchu, Taiwan.
Yi-Feng ChenDepartment of Computer Science, National Yang Ming Chiao Tung University, Hsinchu, Taiwan.
Shen-Hang HuangDepartment of Computer Science, National Chiao Tung University, Hsinchu, Taiwan.
Hao-Han ChangInstitute of Finance, National Yang Ming Chiao Tung University, Hsinchu, Taiwan.
Jun-Zhe WangDepartment of Computer Science and Information Engineering, National Yunlin University of Science and Technology, Yunlin, Taiwan.
Jiun-Long HuangDepartment of Computer Science, National Chiao Tung University, Hsinchu, Taiwan.ORCID 0000-0002-9471-7672
Tian-Shyr DaiDepartment of Information and Financial Management, National Yang Ming Chiao Tung University, Hsinchu, Taiwan.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

PubMed holds no abstract for this paper.

Indexed as

Continuous wavelet CNNDeep reinforcement learningPairs trading strategyStructural break detection

Identifiers

PMID34421218
PMCPMC8369334

What OpenQuestion holds

Textmetadata
Read underepoch 390

Registered trials

None linked

Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.