1. PairBoost: Gradient Boosted Classification from Pairwise Data Open Access Author: Ashtekar, Neil Title: PairBoost: Gradient Boosted Classification from Pairwise Data Area of Honors: Computer Science Keywords: Machine LearningEnsemble LearningGradient BoostingData ScienceArtificial Intelligence File: Download Ashtekar_Neil_PairBoost.pdf Thesis Supervisors: Mehrdad Mahdavi, Thesis SupervisorRebecca Jane Passonneau, Thesis Honors Advisor
2. Generating Certifiably Adversarial Robust Deep Neural Networks with Minimal Prediction Overhead Open Access Author: Anand, Vivek Title: Generating Certifiably Adversarial Robust Deep Neural Networks with Minimal Prediction Overhead Area of Honors: Computer Science Keywords: Machine LearningDeep Neural NetworksAdversarial Machine LearningComputer ScienceTensorflow File: Download Thesis_final.pdf Thesis Supervisors: Daniel Kifer, Thesis SupervisorJohn Joseph Hannan, Thesis Honors Advisor
3. Feature Selection for Raman Spectra of Alzheimer’s Disease Through Recursive Feature Elimination with Random Forest Open Access Author: Biase, Isabelle Title: Feature Selection for Raman Spectra of Alzheimer’s Disease Through Recursive Feature Elimination with Random Forest Area of Honors: Computer Science Keywords: Random ForestRecursive Feature EliminationAlzheimer's DiseaseMachine LearningRaman Spectroscopy File: Download Biase_Thesis.pdf Thesis Supervisors: Shengxi Huang, Thesis SupervisorJohn Joseph Hannan, Thesis Honors Advisor
4. Improving Meta-Learning Performance Through Task Sampling Techniques Open Access Author: Smith, Jacob C Title: Improving Meta-Learning Performance Through Task Sampling Techniques Area of Honors: Computer Science Keywords: Machine LearningMeta-Learning File: Download JacobSmithHonorsThesisFinal.pdf Thesis Supervisors: Mehrdad Mahdavi, Thesis SupervisorDanfeng Zhang, Thesis Honors Advisor
5. Indoor Scene Category Merging Using a Modified Davies-Bouldin Index Open Access Author: Coelho, Anthony Title: Indoor Scene Category Merging Using a Modified Davies-Bouldin Index Area of Honors: Computer Science Keywords: Machine LearningSilhouette IndexDavies-Bouldin IndexCentroid Based Concept LearningCategory Merging File: Download AnthonyCoelhoSchreyerHonorsThesis.pdf Thesis Supervisors: Alan Richard Wagner, Thesis SupervisorDanfeng Zhang, Thesis Honors Advisor