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De-biased knowledge distillation framework based on knowledge infusion and label de-biasing techniques

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Journal of Electronic Science and Technology 2024年第3期22卷 57-68页

作者： Yan Li Tai-Kang Tian Meng-Yu Zhuang Yu-Ting Sun school of economics and management University of Electronic Science and Technology of ChinaChengdu611731China school of economics and management Beijing University of Posts and TelecommunicationBeijing100876China school of Electrical Engineering and Computer Science The University of QueenslandBrisbane4072Australia

Knowledge distillation,as a pivotal technique in the field of model compression,has been widely applied across various ***,the problem of student model performance being limited due to inherent biases in the teacher model during the distillation process still *** address the inherent biases in knowledge distillation,we propose a de-biased knowledge distillation framework tailored for binary classification *** the pre-trained teacher model,biases in the soft labels are mitigated through knowledge infusion and label de-biasing *** on this,a de-biased distillation loss is introduced,allowing the de-biased labels to replace the soft labels as the fitting target for the student *** approach enables the student model to learn from the corrected model information,achieving high-performance deployment on lightweight student *** conducted on multiple real-world datasets demonstrate that deep learning models compressed under the de-biased knowledge distillation framework significantly outperform traditional response-based and feature-based knowledge distillation models across various evaluation metrics,highlighting the effectiveness and superiority of the de-biased knowledge distillation framework in model compression.

关键词： De-biasing Deep learning Knowledge distillation Model compression

Influence mechanism of government subsidy on the green transformation of coal company in China

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International Journal of Mining Science and Technology 2024年第7期34卷 1033-1040页

作者： Xiaolei Li Changsong Wu school of management China University of Mining and Technology-BeijingBeijing 100083China school of economics and management China University of Mining and TechnologyXuzhou 221116China

The optimization of government subsidies to enhance the efficiency of coal companies’green transformation constitutes a critical component in the pursuit of global *** investigate the influence mechanism of government subsidies on the green transformation using data from the listed coal companies in China from 2007 to *** to our findings and hypothesis testing,previous government subsidies did not have a significant direct impact on coal companies’green ***,government subsidies can help coal companies transition to greener practices by promoting innovative green ***,we confirmed an indirect route:that government subsidies enable the adoption of low-carbon initiatives,which in turn could facilitate the transition of coal companies towards green *** addition,we discovered that the coal company’s digitization will improve this indirect ***,we propose increasing the effectiveness of government subsidies in facilitating coal companies’transition to green practices by focusing on technological advancements and enhancing company digitalization.

关键词： Government subsidy Green transformation Coal company Digitalization Innovation

Integrating Weather Conditions to Forecast the Electricity Price in Belgium Market: A Novel Mixed-Frequency Machine Learning Algorithm

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Journal of Systems Science & Complexity 2024年

作者： DU Xiaoxu CAI Yi TANG Zhenpeng school of economics and management Fuzhou University school of economics and management Fujian Agriculture and Forestry University

The fluctuations in weather conditions,such as temperature and wind speed,can impact the process of solar and wind power generation,thereby influencing electricity ***-time price settlement requires a higher resolution than daily frequency to forecast electricity *** research proposes a novel mixed-frequency model to address the issue of frequency inconsistency problem between electricity prices and related factors,and successfully applies it to Belgium electricity price ***,the RU-MIDAS method is used to analyze the dynamic impact of weather conditions on ***,RU-MIDAS is combined with machine learning algorithms to predict the *** results of error metrics and MCS test indicate that humidity can improve the prediction accuracy of all four *** prediction ability of wind gusts is comparable to that of the highest price;the former helps predict the last two subsequences,while the latter improves the prediction accuracy of the first two *** can only help predict the fourth electricity price series,and the forecasting ability of weather factors is consistent with the order of feature importance.

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Evolutionary game analysis of information service quality control of e-commerce platforms under information ecology

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Journal of management Analytics 2024年第1期11卷 135-159页

作者： Xiaojun Xu Lu Wang Xiaoli Wang school of economics and management Yanshan UniversityQinhuangdaoPeople’s Republic of China

Due to the information asymmetry and imperfect supervision system,the problem of information service quality of e-commerce platforms is becoming increasingly *** on the perspective of information ecology,this paper constructs a three-party evolutionary game model including merchants,e-commerce platforms and governments,and analyzes the dynamic process of the threeparty game under bounded rationality,thereby characterizing the behavior and optimal strategies of information service quality *** carry out numerical simulation using data of the Pinduoduo *** results show that the cost of each party,control strength of e-commerce platforms,proportion of margin deducted and other factors are important factors affecting the quality of information service;Only when the sum of the costs of passive management of e-commerce platforms,penalties for merchants,and the additional revenue generated from the active management exceeds the cost of the active management of the e-commerce platforms,it ensures effective control over the quality of information service in a stable market ***,some suggestions are put forward to optimize the e-commerce information service quality control.

关键词： E-commerce platforms information service quality control evolutionary game information ecology

A bilateral heterogeneous graph model for interpretable job recommendation considering both reciprocity and competition

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Frontiers of Engineering management 2024年第1期11卷 128-142页

作者： Xiaowei SHI Qiang WEI Guoqing CHEN school of economics and management Tsinghua UniversityBeijing 100084China

Amidst the inefficiencies of traditional job-seeking approaches in the recruitment ecosystem, the importance of automated job recommendation systems has been magnified. However, existing models optimized to maximize user clicks for general product recommendations prove inept in addressing the unique challenges of job recommendation, namely reciprocity and competition. Moreover, sparse data on online recruitment platforms can further negatively impact the performance of existing job recommendation algorithms. To counteract these limitations, we propose a bilateral heterogeneous graph-based competition iteration model. This model comprises three integral components: 1) two bilateral heterogeneous graphs for capturing multi-source information from people and jobs and alleviating data sparsity, 2) fusion strategies for synthesizing attributes and preferences to produce mutually beneficial job matches, and 3) a competition-enhancing strategy for dispersing competition realized through a two-stage optimization algorithm. Augmented by granular attention mechanisms for enhanced interpretability, the model’s efficacy, competition dispersion, and interpretability are validated through rigorous empirical evaluations on a real-world recruitment platform.

关键词： job recommendation competition reciprocity interpretability

A comprehensive framework for predicting public opinion by tracking multi-informational dynamics

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Frontiers of Computer Science 2024年第4期18卷 197-199页

作者： Mingtao SUN Yan WEI Shan JIANG Guozhu JIA school of economics and management Beihang UniversityBeijing 100191China school of Software Beihang UniversityBeijing 100191China school of economics Wuhan University of TechnologyWuhan 430070China

1 Introduction In the digital landscape,trivial rumors can spark significant online reactions[1].Accurate prediction of public opinion is important for crisis management,misinformation mitigation,and fostering public ***,existing methods often fail to thoroughly investigate multiple informational factors and their timely interactions[2-4],thereby limiting their efficacy in analysing public opinion.

关键词： thereby thoroughly limiting

Does City Shape Affect China's Economic Development?

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China & World Economy 2024年第1期32卷 21-56页

作者： Wei Zou Fei Yang economics and management school Wuhan UniversityChina

This paper constructs a general equilibrium spatial urban model and measures city geometric compactness using the patch-shape index based on evidence from satellite imagery and basic vector maps of *** adopts the ordinary least squares and instrumental variable approaches to examine the effect of city shape on the urban development of 279 Chinese cities at or above the prefecture *** empirical results show that there was a significant negative correlation between city shape and economic ***,every 1 percentage point increase in the patch-shape index led to a decrease in city-scale GDP by 0.009 percent,housing prices by 0.044 percent,and wages by 0.024 *** compact urban layouts attracted an inflow of households and firms,stimulated city economic growth,and were associated with increased housing prices and wage *** paper considers the cities'initial conditions,trends in population changes(expanding,shrinking,and stagnant cities),and geographic factors,and finds that the results are *** array of policy implications can be drawn from the research.

关键词： city footprint compactness economic development urban spatial shape

Understanding the deterrence effect of punishment for marine information security policies non-compliance

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Journal of Ocean Engineering and Science 2024年第1期9卷 9-12页

作者： Xiaolong Wang Changlin Wang Tianyu Yi Wenli Li school of economics and management Binzhou UniversityBinzhou256600China school of Business Macao University of Science and TechnologyMacao999078China school of economics and management Dalian University of TechnologyDalian116024China

In the organizational setting of marine engineering,a significant number of information security incidents have been arised from the employees’failure to comply with the information security policies(ISPs).This may be treated as a principal-agent problem with moral hazard between the employer and the employee for the practical compliance effort of an employee is not observable without high cost-.On the other hand,according to the deterrence theory,the employer and the employee are inherently self-interested *** is worth examining to what extent the employee is self-interested in the marine ISPs compliance ***,it is important to clarify the proper degree of severity of punishment in terms of the deterrent *** this study,a marine ISPs compliance game model has been proposed to evaluate the deterrence effect of punishment on the non-compliance behavior of employee *** is found that in a non-punishment contract,the employee will decline to comply with the marine ISPs;but in a punishment contract,appropriate punishment will lead her to select the marine ISPs compliance effort level expected by the employer,and cause no potential backfire effect.

关键词： Deterrence mechanism Marine engineering Information security policies Non-compliance behavior Principal-agent model with moral hazard Punishment

A Mean-Field Game for a Forward-Backward Stochastic System With Partial Observation and Common Noise

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IEEE/CAA Journal of Automatica Sinica 2024年第3期11卷 746-759页

作者： Pengyan Huang Guangchen Wang Shujun Wang Hua Xiao the school of Control Science and Engineering Shandong University the school of Statistics and Mathematics Shandong University of Finance and Economics IEEE the school of management Shandong University the school of Mathematics and Statistics Shandong University

This paper considers a linear-quadratic(LQ) meanfield game governed by a forward-backward stochastic system with partial observation and common noise,where a coupling structure enters state equations,cost functionals and observation ***,to reduce the complexity of solving the meanfield game,a limiting control problem is *** virtue of the decomposition approach,an admissible control set is *** a filter technique and dimensional-expansion technique,a decentralized control strategy and a consistency condition system are derived,and the related solvability is also ***,we discuss an approximate Nash equilibrium property of the decentralized control ***,we work out a financial problem with some numerical simulations.

关键词： Decentralized control strategy ϵ-Nash equilibrium forward-backward stochastic system mean-field game partial observation