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Figure2. ROCCurveComparison. In the future,weconsider strengthening thequalityofdata, suchas considering the cyclicality of the economy, so that the data covers at least one full economic cycle, and collectingmoreunstructured trainingdata tomakemore complexdeep learningmodels applicable.Alsowewouldconsidermoreeconomicsimplications,suchasdistinguishing between thedifferent effectsofmonetaryandfiscalpolicieson theadequacyofcapital. References [1] DiamondDW,DybvigPH.Bankruns,deposit insurance,andliquidity[J]. Journalofpoliticaleconomy, 1983,91(3):401-419. [2] Liquidity riskmeasurement andmanagement: a practitioner’s guide to global best practices[M]. John Wiley&Sons,2006. [3] Batra R,Daudpota SM. Integrating StockTwitswith sentiment analysis for better prediction of stock pricemovement[C]2018 InternationalConferenceonComputing,Mathematics andEngineeringTech- nologies (iCoMET). IEEE,2018:1-5. [4] FengF,ChenH,HeX,etal. ImprovingStockMovementPredictionwithAdversarialTraining[J]. arXiv preprint arXiv:1810.09936,2018. [5] DingX, ZhangY, Liu T, et al. Using structured events to predict stock pricemovement: An empiri- cal investigation[C]//Proceedings of the 2014Conference onEmpiricalMethods inNatural Language Processing (EMNLP).2014:1415-1425. [6] SundermeyerM,SchluterR,NeyH.LSTMneural networks for languagemodeling[C]//Thirteenth an- nual conferenceof the international speechcommunicationassociation.2012. [7] TiantianWang, ”Researchof feature selection and feature extractionmethods in internet news classifi- cation”,universityof scienceand technologyofchina,2016. [8] GoldbergY,LevyO.word2vecExplained:derivingMikolovetal.’snegative-samplingword-embedding method[J]. arXivpreprint arXiv:1402.3722,2014. [9] Soucy P, Mineau G W. Beyond TFIDF weighting for text categorization in the vector space mod- el[C]//IJCAI.2005,5:1130-1135. [10] TangJ,DengC,HuangGB.Extreme learningmachine formultilayerperceptron[J]. IEEEtransactions onneuralnetworksand learningsystems,2016,27(4):809-821. [11] MetzCE,HermanBA,RoeCA. Statistical comparison of twoROC-curve estimates obtained from partially-paireddatasets[J].MedicalDecisionMaking,1998,18(1):110-121. [12] ZhouZH.MachineLearning[M].Beijing:TsinghuaUniversityPress, 2016:23-51. Y.Duetal. /Predicting the InterbankCapitalAdequacyLevelBasedonFinancialDataAnalysis 45