導(dǎo)師信息

(1)                 類(lèi)別不平衡環(huán)境下客戶(hù)分類(lèi)復(fù)數(shù)值神經(jīng)網(wǎng)絡(luò)智能集成模型研究，教育部人文社會(huì)科學(xué)研究青年基金項(xiàng)目（23YJCZH088），2023/10-2025/12，主持

(2)                 基于混合深度學(xué)習(xí)的長(zhǎng)輸油氣管道內(nèi)腐蝕缺陷剩余壽命智能模擬研究，四川省科技廳重點(diǎn)研發(fā)計(jì)劃（區(qū)域創(chuàng)新合作）項(xiàng)目（No：2023YFQ0018），2023/01-2024/12，主持

(3)                 基于深度強(qiáng)化學(xué)習(xí)的長(zhǎng)輸油氣管道剩余壽命預(yù)測(cè)研究，油氣藏地質(zhì)與開(kāi)發(fā)工程全國(guó)重點(diǎn)實(shí)驗(yàn)室開(kāi)放基金（PLN2023-32），2023/10-2025/10，主持

(4)                 面向類(lèi)別分布不平衡的復(fù)數(shù)值神經(jīng)網(wǎng)絡(luò)客戶(hù)分類(lèi)模型研究，西南石油大學(xué)科研“啟航計(jì)劃”項(xiàng)目（No：2021QHZ020），2021/07-2024/06，主持

(5)                 西南石油大學(xué)青年教師過(guò)學(xué)術(shù)關(guān)項(xiàng)目（No：202199010062）， 2021/07-2024/06，主持

(6)                 基于復(fù)值GMDH模型的客戶(hù)分類(lèi)研究，四川大學(xué)商學(xué)院中央高?；究蒲袠I(yè)務(wù)費(fèi)研究生科研創(chuàng)新項(xiàng)目（No：LH2018011），2018/01-2018/12，主持

(7)                 基于人工智能的混氫天然氣輸氫管道健康狀態(tài)深度識(shí)別與安全分析研究，四川省重點(diǎn)研發(fā)計(jì)劃（區(qū)域創(chuàng)新合作）項(xiàng)目（No：2022YFQ0012），2022/01-2023/12，主研

(8)                 公共服務(wù)個(gè)性化如何可能？——基于智能決策的城市公共服務(wù)精準(zhǔn)配置研究，國(guó)家自然科學(xué)基金面上項(xiàng)目（No：71974139），2020/01-2023/12，主研

(9)                 基于人工智能的互聯(lián)網(wǎng)金融客戶(hù)信用評(píng)估融合模型研究，四川省杰出青年科技人才項(xiàng)目（No：2020JDJQ0021），2020/01-2022/12，主研

(10)             人工智能對(duì)新時(shí)代政府治理的挑戰(zhàn)和應(yīng)對(duì)研究，國(guó)家社科基金“國(guó)家治理與全球治理”重大研究專(zhuān)項(xiàng)（No：18VZL006），2019/01-2020/12，主研

(11)             基于多源異構(gòu)數(shù)據(jù)融合的互聯(lián)網(wǎng)金融客戶(hù)信用評(píng)估模型研究，四川省首批天府萬(wàn)人計(jì)劃—青年拔尖人才項(xiàng)目（No：0082204151153），2019/01-2023/12，主研

(12)             有限集上傳遞關(guān)系的個(gè)數(shù)問(wèn)題及在刻畫(huà)模糊關(guān)系傳遞閉包與核中的應(yīng)用，國(guó)家自然科學(xué)基金青年項(xiàng)目（No：11401494），2015/01-2017/12，主研

在INFORMS Journal on Computing (UT/DALLAS 24)、IEEE   Transactions on Systems, Man, and Cybernetics: Systems、IEEE   Transactions on Neural Networks and Learning Systems、International   Journal of Forecasting和Journal of Systems Science and   Complexity等國(guó)內(nèi)外學(xué)術(shù)期刊上已發(fā)表論文近20篇。代表性成果有：

(1)     Yanlin Jia, Yadong Wang, Yan Yang, Jing Huang, Jin Xiao*.   Complex-valued GMDH based data characteristic-driven adaptive decision   support system for customer classification [J]. IEEE Transactions on Systems,   Man, and Cybernetics: Systems, 2024, 54(1): 403 - 415. (1區(qū), TOP)

(2)       Jin   Xiao, Yanlin Jia, Xiaoyi Jiang, Shouyang Wang^*. Circular   complex-valued GMDH-type neural network for real-valued classification   problems [J]. IEEE Transactions on Neural Networks and Learning Systems,   2020, 31(12): 5285-5299. (1區(qū), TOP)

(3)       Jin Xiao, Yuhang Tian, Yanlin Jia, Xiaoyi Jiang,   Lean Yu^*, Shouyang Wang^*. Black-box attack-based   security evaluation framework for credit card fraud detection models [J].   INFORMS Journal on Computing, 2023, 35(5): 909-1213. (3區(qū), UT/DALLAS 24).

(4)       Lingli Zhang, Xiaowen Jie*, Yanlin Jia*, Shiyun Cheng. A   strategic decision quality optimization approach with WSC framework [J].   Developments in the Built Environment, 2023, 14: 100165. (2區(qū))

(5)       Jin Xiao^?, Yu Zhong, Yanlin Jia, Yadong Wang, Ruoyi Li, Xiaoyi   Jiang, Shouyang Wang*. A novel deep ensemble model for imbalanced credit   scoring in internet finance [J]. International Journal of Forecasting, 2024,   40(1): 348-372. (1區(qū), TOP)

(6)       Yadong Wang, YanlinJia, Yuhang Tian, Jin Xiao^*.   Deep reinforcement learning with the confusion-matrix-based dynamic reward function   for customer credit scoring   [J]. Expert Systems with Applications, 2022, 200:   1-17. (1區(qū),   TOP)

(7)       Yadong Wang, Yanlin   Jia, Yu Zhong, Jing Huang, Jin Xiao^*. Balanced incremental   deep reinforcement learning based on variational autoencoder data augmentation   for customer credit scoring [J]. Engineering Applications of Artificial   Intelligence, 2023, 122: 106056. (2區(qū),   TOP)

(8)       Yihua   Zhong, Yanhua Li^?, Yang Yang, Tong Li, Yanlin   Jia^*. An improved three-way decision model based on prospect   theory [J]. International Journal of Approximate Reasoning, 2022, 142:   109-129.

(9)       Ling   Xie, Yanlin Jia, Jin Xiao^*, Xin Gu, Jing Huang^*.   GMDH-based outlier detection model in classification problems [J]. Journal of   Systems Science and Complexity, 2020, 33: 1516-1532.

(10) Yan Yang, Yanlin   Jia^*, Yihua Zhong. Parametric sensitivity analysis of linear   programming with fuzzy variables [J]. Journal of Intelligent and Fuzzy   Systems, 2017, 33: 145-158.

(1)      2022，基于人工智能的CRM客戶(hù)價(jià)值區(qū)分，四川省科學(xué)技術(shù)進(jìn)步獎(jiǎng)，二等獎(jiǎng)，第八

(1)  數(shù)值計(jì)算（雙語(yǔ)）、運(yùn)籌學(xué)（雙語(yǔ)）、數(shù)據(jù)挖掘、高等數(shù)學(xué)、統(tǒng)計(jì)優(yōu)化與決策

(2)    最優(yōu)化理論及應(yīng)用、決策理論及應(yīng)用

擔(dān)任美國(guó)數(shù)學(xué)評(píng)論評(píng)論員；IEEE Transactions on   Neural Networks and Learning Systems等期刊匿名審稿人。

招生專(zhuān)業(yè)為：數(shù)學(xué)和應(yīng)用統(tǒng)計(jì)。