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Keli Xiao

Associate Professor, Management, Finance


Education:
PhD, Rutgers University

Office:  346 Harriman Hall
Email:   Keli.Xiao@stonybrook.edu

Research Interests: Business Analytics, Big Data Analytics, Real Estate/Urban Computing, Bubbles and Crises

Teaching Interests: Data Analysis for Finance, Data Mining, International Finance

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  • Biography

    Biography of Keli Xiao

    Dr. Xiao’s research interests include business analytics, data mining, real estate/urban computing, economic bubbles and crises, and asset pricing. His research has appeared in many refereed journals and conference proceedings, such as IEEE Transactions on Knowledge and Data Engineering (TKDE), Real Estate Economics, ACM Transactions on Knowledge Discovery from Data (TKDD), ACM Transactions on Management Information Systems (TMIS), and ACM SIGKDD International Conference on Knowledge Discovery and Data Mining (KDD). He has served on the organization and program committees of numerous international conferences, such as KDD, ICDM, SDM, CIKM, and INFORMS annual meetings. He is a senior member of the IEEE and the ACM.

  • Awards & Honors

    Awards & Honors

    Award NameDescriptionOrganizationStatusMonthDayYear
    ACM Senior MemberAssociation of Computing MachineryReceivedAugust2019
    IEEE Senior MemberInstitute of Electrical and Electronics EngineersReceivedMay2018
    Fisher-Long-Whitcomb Award for Exceptional TeachingRutgers, the State University of New JerseyReceivedNovember2013
  • Education

    Education

    SchoolDegreeMajorDate CompletedDistinction
    Rutgers UniversityPhDManagement2013
    Rutgers UniversityMSQuantitative Finance2009
    Queens College - City University of New YorkMAComputer Science2008
    Wuhan University of TechnologyBSComputer Science2006
  • Scheduled Teaching

    Scheduled Teaching

    Course NamePrefixNumberSectionCreditsLevelSemesterYear
    Data MiningBUS37513UndergraduateFall2021
    Data MiningMBA54013GraduateFall2021
    Data Analysis for FinanceFIN56213GraduateSpring2021
    Data MiningMBA54013GraduateSpring2021
    Data MiningBUS37513UndergraduateFall2020
    Data MiningMBA54013GraduateFall2020
    Data MiningMBA540303GraduateSpring2020
    International FinanceBUS33113UndergraduateSpring2020
    Data Analysis for FinanceFIN56213GraduateFall2019
    Data MiningBUS37513UndergraduateFall2019
    Data MiningMBA540303GraduateSpring2019
    International FinanceBUS33113UndergraduateSpring2019
    Data Analysis for FinanceFIN56213GraduateFall2018
    International FinanceBUS33113UndergraduateFall2018
    Data MiningMBA54013GraduateSpring2018
    International FinanceBUS33113UndergraduateSpring2018
    Data Analysis for FinanceFIN56213GraduateFall2017
    International FinanceBUS33113UndergraduateFall2017
    Advncd InvstmntsFIN57913GraduateSpring2017
    International FinanceBUS33113UndergraduateSpring2017
    Data Analysis for FinanceFIN56213GraduateFall2016
    International FinanceBUS33113UndergraduateFall2016
    Advncd InvstmntsFIN57913GraduateSpring2016
    International FinanceBUS33113UndergraduateSpring2016
    Data Analysis for FinanceFIN56213GraduateFall2015
    International FinanceBUS33113UndergraduateFall2015
    International FinanceBUS33113UndergraduateSpring2015
    Data Analysis for FinanceFIN56213GraduateFall2014
    International FinanceBUS33113UndergraduateFall2014
    Advncd InvstmntsFIN57913GraduateSpring2014
    International FinanceBUS33113UndergraduateSpring2014
    International FinanceBUS33113UndergraduateFall2013
  • Publications

    Publications

    TypeClassificationStatusTitleJournal NamePublisherPublication YearVolIssuePageLink
    Journal ArticleBasic or Discovery ScholarshipPublishedRoute Optimization via Environment-Aware Deep Network and Reinforcement LearningACM Transactions on Intelligent Systems and TechnologyACM202112674
    Conference ProceedingBasic or Discovery ScholarshipPublishedVariable Interval Time Sequence Modeling for Career Trajectory Prediction: Deep Collaborative PerspectiveThe 30th International World Wide Web Conference (WWW 2021)ACM2021612-623
    Journal ArticleBasic or Discovery ScholarshipAcceptedDiagnostic Sparse Connectivity Networks with Regularization TemplateIEEE Transactions on Knowledge and Data EngineeringIEEE
    Journal ArticleBasic or Discovery ScholarshipAcceptedWeighted Aggregating Stochastic Gradient Descent for Parallel Deep LearningIEEE Transactions on Knowledge and Data EngineeringIEEE
    Conference ProceedingBasic or Discovery ScholarshipPublishedFast Sparse Connectivity Network Adaption via Meta LearningThe 20th IEEE International Conference on Data Mining (ICDM 2020)IEEE2020
    Journal ArticleBasic or Discovery ScholarshipPublishedRAHM: Relation Augmented Hierarchical Multi-Task Learning Framework for Reasonable Medication StockingJournal of Biomedical InformaticsElsevier2020108103502
    Journal ArticleBasic or Discovery ScholarshipPublishedMulti-User Mobile Sequential Recommendation for Route OptimizationACM Transactions on Knowledge Discovery from DataACM202014552
    Journal ArticleBasic or Discovery ScholarshipPublishedAn Association-Constrained LDA Model for Joint Extraction of Product Aspects and OpinionsInformation SciencesElsevier2020519243-259
    Journal ArticleBasic or Discovery ScholarshipPublishedUnified Generative Adversarial Networks for Multiple-Choice Oriented Machine ComprehensionACM Transactions on Intelligent Systems and TechnologyACM202011325
    Journal ArticleBasic or Discovery ScholarshipPublishedLearning or Forgetting? A Dynamic Approach for Modeling the Knowledge Proficiency of StudentsACM Transactions on Information SystemsACM202038219
    Conference ProceedingBasic or Discovery ScholarshipPublishedA Parallel Simulated Annealing Enhancement of the Optimal-Matching Heuristic for RidesharingThe 19th IEEE International Conference on Data Mining (ICDM 2019)IEEE2019
    Conference ProceedingBasic or Discovery ScholarshipPublishedA Weighted Aggregating SGD for Scalable Parallelization in Deep LearningThe 19th IEEE International Conference on Data Mining (ICDM 2019)IEEE2019
    Conference ProceedingBasic or Discovery ScholarshipPublishedA Hierarchical Career-Path-Aware Neural Network for Job Mobility PredictionThe 25th ACM SIGKDD International Conference on Knowledge Discovery and Data Mining (KDD 2019)ACM2019
    Conference ProceedingBasic or Discovery ScholarshipPublishedEnhancing Domain Word Embedding via Latent Semantic ImputationThe 25th ACM SIGKDD International Conference on Knowledge Discovery and Data Mining (KDD 2019)ACM2019
    Journal ArticleBasic or Discovery ScholarshipPublishedThe Timeline Estimation of Bubbles: The Case of Real EstateReal Estate EconomicsJohn Wiley & Sons, Inc.2019472564–594View
    Journal ArticleBasic or Discovery ScholarshipPublishedExploiting Intra-day Patterns for Market Shock Prediction: A Machine Learning ApproachExpert Systems with ApplicationsElsevier2019127272-281View
    Journal ArticleBasic or Discovery ScholarshipPublishedApplying Simulated Annealing and Parallel Computing to the Mobile Sequential RecommendationIEEE Transactions on Knowledge and Data EngineeringIEEE2019312243 - 256View
    Conference ProceedingBasic or Discovery ScholarshipPublishedA Unified Theory of the Mobile Sequential Recommendation ProblemThe 18th IEEE International Conference on Data Mining (ICDM 2018)IEEE20181380-1385View
    Conference ProceedingBasic or Discovery ScholarshipPublishedCADEN: A Context-Aware Deep Embedding Network for Financial Opinions MiningThe 18th IEEE International Conference on Data Mining (ICDM 2018)IEEE2018757-766View
    Conference ProceedingBasic or Discovery ScholarshipPublishedIntelligent Salary Benchmarking for Talent Recruitment: A Holistic Matrix Factorization ApproachThe 18th IEEE International Conference on Data Mining (ICDM 2018)2018337-346View
    Conference ProceedingBasic or Discovery ScholarshipPublishedMulti-User Mobile Sequential Recommendation: An Efficient Parallel Computing ParadigmThe 24th ACM SIGKDD International Conference on Knowledge Discovery and Data Mining (KDD 2018)ACM20182624-2633View
    Journal ArticleBasic or Discovery ScholarshipPublishedParadoxical Correlation Pattern MiningIEEE Transactions on Knowledge and Data EngineeringIEEE20183081041-4347View
    Journal ArticleBasic or Discovery ScholarshipPublishedPrice Shock Detection with an Influence-Based Model of Social AttentionACM Transactions on Management Information SystemsACM2018912View
    Journal ArticleBasic or Discovery ScholarshipPublishedExplosive Rents: The Real Estate Market Dynamics in ExuberanceThe Quarterly Review of Economics and FinanceElsevier201766100-107View
    Journal ArticleBasic or Discovery ScholarshipPublishedA Double-Layer Neural Network Framework for High Frequency ForecastingACM Transactions on Management Information SystemsACM20177411View
    Journal ArticleBasic or Discovery ScholarshipPublishedA Proactive Workflow Model for Healthcare Operation and ManagementIEEE Transactions on Knowledge and Data EngineeringIEEE2017293586-598View
    Conference ProceedingBasic or Discovery ScholarshipPublishedProactive workflow modeling by stochastic processes with application to healthcare operation and managementProceedings of the 20th ACM SIGKDD International Conference on Knowledge Discovery and Data Mining (KDD 2014)ACM20141593–1602View
    Journal ArticleBasic or Discovery ScholarshipPublishedFeature selection for high-dimensional imbalanced dataNeurocomputingElsevier20131053–11View
    Conference ProceedingBasic or Discovery ScholarshipPublishedAn energy-efficient mobile recommender systemProceedings of the 16th ACM SIGKDD International Conference on Knowledge Discovery and Data Mining (KDD 2010)ACM2010899–908View
    Journal ArticleBasic or Discovery ScholarshipPublishedBISC: A bitmap itemset support counting approach for efficient frequent itemset miningACM Transactions on Knowledge Discovery from DataACM20104312View