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. 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
3. An Analysis and Framework for Multi-label Image Classification of Insect Taxonomy with Convolutional Neural Networks Restricted (Penn State Only) Author: Pham, Viet Title: An Analysis and Framework for Multi-label Image Classification of Insect Taxonomy with Convolutional Neural Networks Graduate Program: Computer Science and Engineering (MS) Keywords: multi-label image classificationimage classificationcomputer visionmachine learninginsect taxonomyconvolutional neural networks File: Login to Download Committee Members: Chitaranjan Das, Program Head/ChairVijaykrishnan Narayanan, Thesis Advisor/Co-AdvisorJohn Morgan Sampson, 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. 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
6. 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