2020-11-13课程笔记5 分钟 读完 (大约 693 个字)CMSC 5724 Data Mining and Knowledge Discovery - Lecture 09 Centroid-based clustering 阅读更多
2020-11-10课程笔记4 分钟 读完 (大约 583 个字)CMSC 5728 Decision Analysis & Game Theory - Lecture 10 Stochastic MAB: Explore-then-Exploit (ETE or ETC) Regret of ETE 阅读更多
2020-11-06课程笔记5 分钟 读完 (大约 732 个字)CMSC 5724 Data Mining and Knowledge Discovery - Lecture 08 Classification (Re-defined) Linear Classification - Generalized Multiclass Perceptron Theorem 阅读更多
2020-11-04课程笔记8 分钟 读完 (大约 1128 个字)CMSC 5728 Decision Analysis & Game Theory - Lecture 09 The Chebyshev Inequality The Central Limit Theorem (CLT) Cramer-Chernoff Methods and Sub-Gaussian RVS Hoeffding’s Inequality Azuma-Hoeffding’s Inequality Summary 阅读更多
2020-10-30课程笔记5 分钟 读完 (大约 808 个字)CMSC 5724 Data Mining and Knowledge Discovery - Lecture 07 Recall Motivation Theorem Kernel Function Polynomial Kernel Gaussian Kernel Perceptron 阅读更多
2020-10-28课程笔记8 分钟 读完 (大约 1252 个字)CMSC 5728 Decision Analysis & Game Theory - Lecture 08 MAB: Stochastic (IID) Adversarial MAB Stochastic but not IID MAB Problem definion Stochastic Reward model Regret Concentration Bounds Markov’s Inequality 阅读更多
2020-10-23课程笔记4 分钟 读完 (大约 630 个字)CMSC 5724 Data Mining and Knowledge Discovery - Lecture 06 Review SVM problem Optimal Plane Approximate Plane 阅读更多
2020-10-20课程笔记14 分钟 读完 (大约 2166 个字)CMSC 5728 Decision Analysis & Game Theory - Lecture 07 Coalition Multi-armed Bandit (MAB) 阅读更多
2020-10-17课程笔记5 分钟 读完 (大约 793 个字)CMSC 5724 Data Mining and Knowledge Discovery - Lecture 05 Review VC-dimension VC-dimension of Extended Linear Classifies VC-Based Generalization Theorem 阅读更多
2020-10-14课程笔记13 分钟 读完 (大约 1966 个字)CMSC 5728 Decision Analysis & Game Theory - Lecture 06 English Auction First-Price Sealed Auctions Dutch Auction Second Price Auction, Sealed-Bid 阅读更多