1. DIAGNOSIS OF RELATIVE PERMEABILITY CHARACTERISTICS FROM RATE TRANSIENT DATA: AN ARTIFICIAL INTELLIGENCE APPROACH Open Access Author: Case, Nathan Joseph Title: DIAGNOSIS OF RELATIVE PERMEABILITY CHARACTERISTICS FROM RATE TRANSIENT DATA: AN ARTIFICIAL INTELLIGENCE APPROACH Area of Honors: Petroleum and Natural Gas Engineering Keywords: Artificial Neural NetworksRelative PermeabilityReservoir EngineeringRate Transient DataArtificial IntelligencePetroleum Engineering File: Download Case_Nathan_DiagnosisOfRelativePermeabilityCharacteristics.pdf Thesis Supervisors: Turgay Ertekin, Thesis SupervisorTurgay Ertekin, Thesis Honors AdvisorZuleima T. Karpyn, Faculty Reader
2. SOCCER ANALYTICS: AN EXAMINATION OF CURRENT APPROACHES FOR GAME OUTCOME PREDICTION AND THE POTENTIAL OF DEEP LEARNING WITH ARTIFICIAL NEURAL NETWORKS Open Access Author: Gomez Lorente, Juan Title: SOCCER ANALYTICS: AN EXAMINATION OF CURRENT APPROACHES FOR GAME OUTCOME PREDICTION AND THE POTENTIAL OF DEEP LEARNING WITH ARTIFICIAL NEURAL NETWORKS Area of Honors: Industrial Engineering Keywords: Machine LearningDeep LearningNeural NetworksArtificial Neural NetworksPoisson RegressionSoccerSports AnalyticsBettingPredictive ModellingMoneyball AnalyticsSoftMax ClassifierRegressioneffects encodingfeed-forward networksbackpropagationgradient descentresilient backpropagationNewton's MethodTaylor Series expansionManhattan RuleBroyden–Fletcher–Goldfarb–Shanno algorithmBFGSQuasi-Newton Methods File: Download Juan_GomezLorente.pdf Thesis Supervisors: Hui Yang, Thesis SupervisorDr. Catherine Mary Harmonosky, Thesis Honors Advisor
3. A Performance Analysis of Machine Learning Techniques in Stock Price Prediction Restricted (Penn State Only) Author: Al-Quaid, Hasan Title: A Performance Analysis of Machine Learning Techniques in Stock Price Prediction Area of Honors: Computer Science Keywords: Artificial IntelligenceLinear RegressionHidden Markov ModelArtificial Neural NetworksSentiment AnalysisEnsemble Model File: Login to Download Thesis Supervisors: Md Faisal Kabir, Thesis SupervisorRonald Walker, Thesis Honors AdvisorHyuntae, Na, Faculty Reader