-
7521
Genomic strategies to facilitate breeding for increased β-Glucan content in oat (Avena sativa L.)
Published 2025-01-01“…To perform a GWAS analysis across all breeding datasets, the β-glucan content of each breeding line was predicted for each of the 26 environments. …”
Get full text
Article -
7522
Identification of a 5-Gene-Based Scoring System by WGCNA and LASSO to Predict Prognosis for Rectal Cancer Patients
Published 2021-01-01“…A total of 247 differentially expressed genes (DEGs) were commonly identified using TCGA and GSE123390 datasets. Brown and yellow modules (including 77 DEGs) were identified to be preserved for RC. …”
Get full text
Article -
7523
PSR-SQUARES: SQL reverse synthesis system based on program space reducer
Published 2023-11-01“…In order to address the issue of rapid growth of program space in SQUARES, which led to low efficiency in program synthesis, a program space reducer based on deep neural network (DNN) was introduced into the SQUARES framework.A given <Queried tables, Query result> pair was represented as a 2D tensor which was used as input for a DNN.And the output of the DNN was the relevance vector of the target SQL statement synthesis rules.Based on the output of the DNN, the last N rules with weak correlation to the target SQL statement were eliminated, thereby shrinking the program search space and improving the system synthesis efficiency.The architecture of DNN, the method of generating training datasets, and the training process of DNN were described in detail.Furthermore, experimental comparisons between PSR-SQUARES and other representative SQL reverse synthesis systems were conducted.The results show that the overall performance of PSR-SQUARES is superior to other synthesis systems to varying degrees, with the average synthesis time reduced from 251 s in SQUARES to 130 s and the target program synthesis success rate increased from 80% to 89%.…”
Get full text
Article -
7524
Adaptive Diagnosis Method Based on Gearbox Unbalanced Fault Data
Published 2024-01-01“…The proposed method was demonstrated by six unbalanced gearbox datasets, which shows great effectiveness and superiority in identifying unbalanced fault data.…”
Get full text
Article -
7525
Optimization of S-N curve fitting based on neighborhood rough set reduction with improved firefly algorithm
Published 2023-04-01“…To demonstrate the effectiveness of IFA algorithm, six benchmark functions are used, then the availability of IFANRSR algorithm is evaluated in comparison with other algorithms on four UCI datasets. Finally, the results of the goodness-of-fit show that the dispersion of fatigue data is reduced, which can effectively improve the prediction accuracy of fatigue life.…”
Get full text
Article -
7526
An Exploration of the Triplet Periodicity in Nucleotide Sequences with a Mature Self-Adaptive Spectral Rotation Approach
Published 2014-01-01“…The applications of the algorithms on simulated datasets show their capabilities in detecting such a potential sequence pattern.…”
Get full text
Article -
7527
Utilizing Entropy to Systematically Quantify the Resting-Condition Baroreflex Regulation Function
Published 2024-01-01“…., baroreflex sensitivity, heart rate, heart rate variability, and systolic blood pressure, which aims to represent BRF in the resting condition. Further, two datasets with different subjects are analyzed, and some new findings can be obtained, such as the contributions of the physiological interactions among organs/tissues. …”
Get full text
Article -
7528
Human Activity Recognition Using Graph Structures and Deep Neural Networks
Published 2024-12-01“…The optimized graph-based system, evaluated on the UCF101 and Kinetics-400 datasets, achieved 88.9% accuracy with balanced precision, recall, and F1-scores, outperforming the baseline. …”
Get full text
Article -
7529
Named entity recognition based on span and category enhancement for Chinese news
Published 2024-12-01“…Compared to baseline models, SpaCE demonstrated improved performance on three datasets. Furthermore, SpaCE exhibits strong named entity recognition capabilities on disordered texts, indicating its robustness.…”
Get full text
Article -
7530
SAASNets: Shared attention aggregation Siamese networks for building change detection in multispectral remote sensing.
Published 2025-01-01“…Finally, experimental results on LEVIR-CD and CDD datasets show that designed SAASNets have better accuracy and robustness.…”
Get full text
Article -
7531
Ottoman Hunting Organization of Silistra Sanjak in The 16th Century
Published 2015-12-01“…The structure of provincial hunting organization was organized in the form of taşra doğancıları (provincial falconers or hawkers), sayyad (hunters), yavrucu (fledgeling careres), yuvacı (nest carers), kayacı (carer of nest rocks), görenceci (bird observers), tuzakçı (bird catchers). There are records in Ottoman archives about this units concerning their organization, numbers, how they were spread and how the duties were passed from father to son. …”
Get full text
Article -
7532
Development and application of a lightweight five-axis parallel machining robot
Published 2021-09-01“…In the fields of national defense, aerospace, and energy, there exist plenty of complex surface core parts, for example, the aircraft structural components and turbine blades.These parts usually have the machining requirements of large material removal rate, high dimensional accuracy and high surface quality.The traditional five-axis serial machine centers face two problems in the machining process: (1) the tool will automatically rotate when it passes through the pole posture; (2)the driving axes’dynamic response does not match.It was tried to solve these problems from the view of machining equipments’ configuration.By making fully use of the advantages of parallel robots in compact structure, high stiffness, kinematic flexibility and dynamic response, a lightweight five-axis parallel machining robot with attitude coupling motion and uniform driving axes’ dynamic response was developed.The optimal design, motion control, and precision guarantee were carried out to realize the high-efficiency and high-quality machining of complex curved parts.Finally, the application verification in AVIC (Aviation Industry Corporation of China) Chengdu Aircraft Industrial (Group) Co., Ltd.was conducted.…”
Get full text
Article -
7533
Dynamic heterogeneous network representation learning method based on Hawkes process
Published 2024-08-01“…Experimental results on various benchmark datasets indicate that the proposed method significantly outperforms baseline methods. …”
Get full text
Article -
7534
Identification method for malicious traffic in industrial Internet under new unknown attack scenarios
Published 2024-06-01“…The experimental results on two benchmark datasets show that compared with the baseline method, the recognition performance of the proposed method is increased by more than 2.7% in the new unknown attack scenario, which shows its high efficiency and practicability in the industrial Internet environment.…”
Get full text
Article -
7535
Application of LCD-SVD Technique and CRO-SVM Method to Fault Diagnosis for Roller Bearing
Published 2015-01-01“…Lastly, the proposed method is validated by two experimental datasets. Experimental results show that the proposed method based LCD-SVD technique and CRO-SVM method have higher classification accuracy and shorter cost time than the comparative methods.…”
Get full text
Article -
7536
Entity Linking Based on Sentence Representation
Published 2021-01-01“…To show the effectiveness of our sentence representation model combined with attention mechanism, named ELSR, extensive experiments are conducted on two public datasets. Results illustrate that our model outperforms the baselines and achieves the superior performance.…”
Get full text
Article -
7537
Functional complementarity relationship enhanced cloud API recommendation method
Published 2023-06-01“…Current cloud application program interface (API) recommendation methods mainly use similarity calculation or historical calls of Mashup to generate recommendation results, while ignoring the beneficial functional complementarity (FC) between Mashup and cloud API.To address the above issue, a FC relationship enhanced cloud API recommendation approach was proposed.Firstly, label co-occurrence was applied to describe the FC relationship.Then, the FC score was calculated to describe the degree of FC between the cloud API and the Mashup, and the FC vector was learned to describe the potential FC relationship.Based on this, FC scores and FC vectors were embedded into the cloud API recommendation model, so that FC relationship played a key role in the cloud API recommendation process.Experiments were conducted on real-world cloud API datasets, and the AUC, F1 and HR@5 of the proposed approach improved by an average of 2.32%, 1.86% and 9.15%, respectively, in the sparse scenario.Finally, the proposed approach can improve the accuracy of cloud API recommendation results, while improving the recommendation performance of long-tail cloud API.…”
Get full text
Article -
7538
Introduction: Intergenerational Transmissions of Infant Mortality using the Intermediate Data Structure (IDS)
Published 2018-12-01“…Taking advantage of the Intermediate Data Structure (IDS), the five empirical studies created datasets for analysis and ran statistical models using exactly the same programs, which are also published within the special issue. …”
Get full text
Article -
7539
Leveraging Scene Geometry and Depth Information for Robust Image Deraining
Published 2025-01-01“…Extensive experiments on three widely used datasets demonstrated the effectiveness of our proposed method.…”
Get full text
Article -
7540
Exponentiated Gull Alpha Exponential Distribution with Application to COVID-19 Data
Published 2022-01-01“…From the practical application, we can conclude that the proposed model outperformed the competing models and therefore can be used as a better option for modeling COVID-19 and other related datasets.…”
Get full text
Article