2019 International Joint Conference on Neural Networks (IJCNN) 2019
DOI: 10.1109/ijcnn.2019.8851972
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Deep Learning-Based Strategy For Macromolecules Classification with Imbalanced Data from Cellular Electron Cryotomography

Abstract: Deep learning model trained by imbalanced data may not work satisfactorily since it could be determined by major classes and thus may ignore the classes with small amount of data. In this paper, we apply deep learning based imbalanced data classification for the first time to cellular macromolecular complexes captured by Cryo-electron tomography (Cryo-ET). We adopt a range of strategies to cope with imbalanced data, including data sampling, bagging, boosting, Genetic Programming based method and. Particularly,… Show more

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Cited by 28 publications
(15 citation statements)
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“…This study uses GAMS software to code and simulate the presented scheme [132], in which the IPOPT solver [132] has been utilized to find a solution to the problem. This problem is a mathematical model, including objective function and constraints [133][134][135][136][137][138][139][140][141][142].…”
Section: Resultsmentioning
confidence: 99%
“…This study uses GAMS software to code and simulate the presented scheme [132], in which the IPOPT solver [132] has been utilized to find a solution to the problem. This problem is a mathematical model, including objective function and constraints [133][134][135][136][137][138][139][140][141][142].…”
Section: Resultsmentioning
confidence: 99%
“…Over-fitting, outlier influence, revision on iteration ending point, and lack of transparency owing to complexity are some of the flaws of this technique, which optimize the cost function. [96], [118]- [120], [121].…”
Section: A Related Method/technique In Handling Highly Imbalanced Mul...mentioning
confidence: 99%
“…Now, if the RESs were able to supply the load and also their output generation is greater than the demand, the excess power is stored in the storage device [ [49] , [50] , [51] , [52] , [53] ] (battery). Conversely, if RESs are not able to sufficiently meet the load, and in other words, their generation is smaller than the demand, the surplus power consumption is met by the storage device [ [54] , [55] , [56] , [57] , [58] , [59] , [60] , [61] , [62] , [63] ]. Finally, the step-by-step process of this strategy is described as follows [ 64 ]: Step 1 .…”
Section: Optimal Sizing Of the Proposed Systemmentioning
confidence: 99%