OVER-FITTING

作品数：5被引量：13H指数：2
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Personalized HRTF Prediction Based on Light GBM Using Anthropometric Data被引量：1
《China Communications》2023年第6期166-177,共12页Yinliang Qiu Jing Wang Zhiyu Li 
supported by the cooperation between BIT and Ericsson;partially supported by the National Natural Science Foundation of China under Grants No.62071039。
This paper proposes a personalized headrelated transfer function(HRTF)prediction method based on Light GBM using anthropometric data.Considering the overfitting problems of the current training-based prediction method...
关键词：personalized HRTF anthropometric data LightGBM OVER-FITTING 
Improve Robustness and Accuracy of Deep Neural Network with L_(2,∞) Normalization被引量：1
《Journal of Systems Science & Complexity》2023年第1期3-28,共26页YU Lijia GAO Xiao-Shan 
partially supported by NKRDP under Grant No.2018YFA0704705;the National Natural Science Foundation of China under Grant No.12288201.
In this paper,the L_(2,∞)normalization of the weight matrices is used to enhance the robustness and accuracy of the deep neural network(DNN)with Relu as activation functions.It is shown that the L_(2,∞)normalization...
关键词：Deep neural network global robustness measure L_(2 ∞)normalization OVER-FITTING Rademacher complexity smooth DNN 
Machine learning models and over-fitting considerations被引量：7
《World Journal of Gastroenterology》2022年第5期605-607,共3页Paris Charilaou Robert Battat 
Machine learning models may outperform traditional statistical regression algorithms for predicting clinical outcomes.Proper validation of building such models and tuning their underlying algorithms is necessary to av...
关键词：Machine learning OVER-FITTING Cross-validation Hyper-parameter tuning 
Flash flood susceptibility mapping using a novel deep learning model based on deep belief network,back propagation and genetic algorithm被引量：2
《Geoscience Frontiers》2021年第3期146-168,共23页Himan Shahabi Ataollah Shirzadi Somayeh Ronoud Shahrokh Asadi Binh Thai Pham Fatemeh Mansouripour Marten Geertsema John J.Clague Dieu Tien Bui 
financial supported by the Iran National Science Foundation(INSF)through research project No.96004000;the GIS research group(Ton Duc Thang University)for supports via the research project“GIS-based applications for solving realworld problems”。
Flash floods are responsible for loss of life and considerable property damage in many countries.Flood susceptibility maps contribute to flood risk reduction in areas that are prone to this hazard if appropriately use...
关键词：Environmental modeling Flash flood Deep belief network OVER-FITTING Iran 
A combined algorithm of K-means and MTRL for multi-class classification被引量：2
《Journal of Systems Engineering and Electronics》2019年第5期875-885,共11页XUE Mengfan HAN Lei PENG Dongliang 
supported by the National Natural Science Foundation of China(61703131; 61703129; 61701148; 61703128)
The basic idea of multi-class classification is a disassembly method,which is to decompose a multi-class classification task into several binary classification tasks.In order to improve the accuracy of multi-class cla...
关键词：machine LEARNING MULTI-CLASS classification K-MEANS MULTI-TASK RELATIONSHIP LEARNING (MTRL) OVER-FITTING 
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