Lecture Notes on Support Vector Machine Feng Li fli@sdu.edu.cn Shandong University, China 1 Hyperplane and Margin In a n-dimensional space, a hyper plane is defined by ωT x + b = 0 (1) where ω ∈ Rn the margin is defined as γ = min i γ(i) (6) 1 ? ? ! ? ! Figure 1: Margin and hyperplane. 2 Support Vector Machine 2.1 Formulation The hyperplane actually serves as a decision boundary to differentiating samples are so-called support vector, i.e., the vectors “supporting” the margin boundaries. We can redefine ω by w = � s∈S αsy(s)x(s) where S denotes the set of the indices of the support vectors 4 Kernel

Lecture 6: Support Vector Machine Feng Li Shandong University fli@sdu.edu.cn December 28, 2021 Feng Li (SDU) SVM December 28, 2021 1 / 82 Outline 1 SVM: A Primal Form 2 Convex Optimization Review parallely along ω (b < 0 means in opposite direction) Feng Li (SDU) SVM December 28, 2021 3 / 82 Support Vector Machine A hyperplane based linear classifier defined by ω and b Prediction rule: y = sign(ωTx Scaling ! and " such that min& ' & !() & + " = 1 Feng Li (SDU) SVM December 28, 2021 14 / 82 Support Vector Machine (Primal Form) Maximizing 1/∥ω∥ is equivalent to minimizing ∥ω∥2 = ωTω min ω,b ωTω

OpenShift 的 Windows 容器支持 Red Hat OpenShift for Windows Containers 指南 Last Updated: 2023-02-27 OpenShift Container Platform 4.6 OpenShift 的 Windows 容器支持 Red Hat OpenShift for Windows Containers 指南 here. 法律通告 法律通告 Copyright © 2022 | You need to change the HOLDER entity in the en- US/Windows_Container_Support_for_OpenShift.ent file |. The text of and illustrations in this document are licensed by property of their respective owners. 摘要 摘要 Red Hat OpenShift for Windows Containers 为在 OpenShift Container Platform 上运行 Microsoft Windows Server 容器提供了内置的支持。本指南提供所有详细信息。 . . . . . . . . . . . . . . . .

OpenShift 的 Windows 容器支持 Red Hat OpenShift for Windows Containers 指南 Last Updated: 2024-02-09 OpenShift Container Platform 4.11 OpenShift 的 Windows 容器支持 Red Hat OpenShift for Windows Containers 指南 property of their respective owners. 摘要 摘要 Red Hat OpenShift for Windows Containers 为在 OpenShift Container Platform 上运行 Microsoft Windows Server 容器提供了内置的支持。本指南提供所有详细信息。 . . . . . . . . . . . . . . . . OPENSHIFT 对 对 WINDOWS CONTAINERS 的支持概述 的支持概述 第 第 2 章 章 RED HAT OPENSHIFT SUPPORT FOR WINDOWS CONTAINERS 发 发行注 行注记 记 2.1. 关于 RED HAT OPENSHIFT 对 WINDOWS CONTAINERS 的支持 2.2. 获取支持 2.3. RED HAT WINDOWS MACHINE

share information in a secure and easy way. Navicat is available on three platforms - Microsoft Windows, macOS and Linux. It can connect to local/remote servers, providing several utility tools such our website: https://www.navicat.com System Requirements Windows • Microsoft Windows 7, Windows 8, Windows 8.1, Windows 10, Windows 11, Server 2012, Server 2016, Server 2019, Server 2022 macOS will help ensure a smooth installation. Installation for Download Version 1. Download Navicat Windows version. 2. Open the .exe file. 3. Click Next at the Welcome Screen. 4. Read the License Agreement

1 Shiro support for the Spring Security plugin Table of contents 2 Shiro support for the Spring Security plugin - Reference Documentation Authors: Burt Beckwith Version: 0.1 Table of Contents 1 History 2 Usage 3 Configuration 3 1 Introduction The Spring Security Shiro plugin adds some support for using a hybrid approach combining Spring Security and . It currently only supports Shiro ACLs

1 Shiro support for the Spring Security plugin Shiro support for the Spring Security plugin - Reference Documentation Authors: Burt Beckwith Version: 1.0.0 Table of Contents 1 Introduction to the 1 Introduction to the Spring Security Shiro Plugin The Spring Security Shiro plugin adds some support for using a hybrid approach combining Spring and . It currently only supports Shiro ACLs, since

NetBackup™ for SQLite 管 理指南 Windows 和 Linux 版本 10.0 NetBackup™ for SQLite 管理指南 上次更新时间： 2022-05-10 法律声明 Copyright © 2022 Veritas Technologies LLC. © 2022 年 Veritas Technologies LLC 版权所 有。All rights 技术支持具有全球性支持中心。所有支持服务将会根据您的支持协议以及当时最新的企业技 术支持政策进行交付。有关支持产品和服务以及如何联系技术支持的信息，请访问我们的网 站： https://www.veritas.com/support 您可以在下列 URL 上管理 Veritas 帐户信息： https://my.veritas.com 如果您对现有支持协议有疑问，请通过以下方式联系您所在地区的支持协议管理部门： CustomerCare@veritas 会帮助您准备安装和升 级、识别您数据中心的风险并提高操作效率。要了解 SORT 为您的产品提供了哪些服务和工 具，请参见数据表： https://sort.veritas.com/data/support/SORT_Data_Sheet.pdf 第 1 章 NetBackup for SQLite Agent 简介 .................................. 6 关于

Language Support Version 5.3.36-SNAPSHOT Table of Contents 1. Kotlin . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 23 3. Dynamic Language Support . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . interoperability with existing libraries written in Java. The Spring Framework provides first-class support for Kotlin and lets developers write Kotlin applications almost as if the Spring Framework was a

three platforms - Microsoft Windows, macOS and Linux. Here are some highlights of Navicat Data Modeler: • Create and manipulate conceptual/logical/physical models. • Support various database systems: directly. • Support Navicat Cloud and Navicat On-Prem Server. For details, visit our website: https://www.navicat.com System Requirements Windows • Microsoft Windows 7, Windows 8, Windows 8.1, Windows Windows 10, Windows 11, Server 2012, Server 2016, Server 2019, Server 2022 macOS • macOS 10.14 Mojave, macOS 10.15 Catalina, macOS 11 Big Sur, macOS 12 Monterey, macOS 13 Ventura, macOS 14 Sonoma