1. Monitoring Sleep Quality Using Smartwatches Open Access Author: Xiao, Yifei Title: Monitoring Sleep Quality Using Smartwatches Graduate Program: Computer Science and Engineering Keywords: smartwatchmobile healthmobile computingmachine learningsleep quality File: Download Thesis_Yifei_Xiao.pdf Committee Members: Guohong Cao, Thesis Advisor/Co-AdvisorSencun Zhu, Committee MemberChitaranjan Das, Program Head/Chair
2. GRAPH AND TRAJECTORY MINING: FRAMEWORKS,ALGORITHMS AND APPLICATIONS Open Access Author: Fu, Tao Yang Title: GRAPH AND TRAJECTORY MINING: FRAMEWORKS,ALGORITHMS AND APPLICATIONS Graduate Program: Computer Science and Engineering Keywords: machine learningrepresentation learningneural networknetwork datatrajectory dataspatio-temporal datanode classificationlink predictiontravel time estmiationroute planning File: Download dissertation_final.pdf Committee Members: Wang-Chien Lee, Dissertation Advisor/Co-AdvisorWang-Chien Lee, Committee Chair/Co-ChairSencun Zhu, Committee MemberKamesh Madduri, Committee MemberJia Li, Outside MemberZhen Lei, Dissertation Advisor/Co-AdvisorPaul Medvedev, Committee MemberChitaranjan Das, Program Head/ChairZhen Lei, Committee Chair/Co-Chair
3. Utilizing Generative Aversarial Networks To Generate Training Data From Text Open Access Author: Cao, Jeffery Title: Utilizing Generative Aversarial Networks To Generate Training Data From Text Graduate Program: Computer Science Keywords: Generative Adversarial NetworkGANtext-to-image GANzero-shotmachine learningimage classification File: Download master.pdf Committee Members: Thomas F La Porta, Thesis Advisor/Co-AdvisorChitaranjan Das, Program Head/ChairTing He, Committee Member
4. Improved Facial Expression Recognition Using Noisy Student Training and Synthetic Data Generation Open Access Author: Kumar, Vikas Title: Improved Facial Expression Recognition Using Noisy Student Training and Synthetic Data Generation Graduate Program: Computer Science and Engineering (MS) Keywords: Facial expression recognitionstudent-teacher networksemisupervised learningmulti-level attentionFacial expression recognition student-teacher networksemisupervised learning multi-level attentionfacial expression recognitionunsupervised learningstudent teacher networkmachine learningdeep learningGANCNN File: Download Thesis.pdf Committee Members: Chitaranjan Das, Program Head/ChairDaniel Kifer, Thesis Advisor/Co-AdvisorC Lee Giles, Committee Member
5. Dynamic Stability Monitoring of Complex Human Motion Sequences via Precision Computer Vision Open Access Author: Scott, Jesse Title: Dynamic Stability Monitoring of Complex Human Motion Sequences via Precision Computer Vision Graduate Program: Computer Science and Engineering (PHD) Keywords: image-based stabilitydeep learningmachine learningCenter of MassBase of SupportCenter of Pressurestabilitybalancemotion capturefoot pressurevideohuman poseTaijibiomechanicsstability metricsfallscomputer vision File: Download CompositeResults-Subject1-Take3.mp4Download CompositeResults-Subject9-Take3.mp4Download CompositeResults-SingleView.mp4Download JesseScott-Dissertation-Final-12-12-22.pdf Committee Members: Yanxi Liu, Co-Chair & Dissertation AdvisorJohn Challis, Outside Unit & Field MemberRobert Collins, Co-Chair & Dissertation AdvisorGuohong Cao, Major Field MemberChitaranjan Das, Program Head/Chair
6. Fisher Information for Private Training of Machine Learning Models Open Access Author: Edmunds, Brandon Title: Fisher Information for Private Training of Machine Learning Models Graduate Program: Computer Science and Engineering (MS) Keywords: machine learningprivacyfisher information File: Download Fisher_Information_for_Private_Training_of_Machine_Learning_Models.pdf Committee Members: Mehrdad Mahdavi, Thesis Advisor/Co-AdvisorKiwan Maeng, Committee MemberChitaranjan Das, Program Head/Chair
7. Mitigating Unfairness In Deep Learning Open Access Author: Dasu, Vishnu Title: Mitigating Unfairness In Deep Learning Graduate Program: Computer Science and Engineering (MS) Keywords: machine learningfairnesssoftware engineeringdeep learning File: Download MS_Thesis_PSU__Final_.pdf Committee Members: G. Gary Tan, Thesis Advisor/Co-AdvisorShagufta Mehnaz, Committee MemberChitaranjan Das, Program Head/Chair