values 24.2.3. 3 values 24.2.4. 4 values 24.3. Values accepted 25. Margin 25.1. Specific margin properties 25.2. Using the margin shorthand 25.2.1. 1 value 25.2.2. 2 values 25.2.3. 3 values 25 4. 4 values 25.3. Values accepted 25.4. Using auto to center elements 25.5. Using a negative margin 26. Box Sizing 27. Display 27.1. inline 27.2. inline-block 27.3. block 27.4. none the default fallback value when the variable value is not set: 58 .container { margin: var(--default-margin, 30px); } 20. Fonts At the dawn of the web you only had a handful of fonts you could

Form 2 Convex Optimization Review 3 The Lagrange Dual Problem of SVM 4 SVM with Kernels 5 Soft-Margin SVM 6 Sequential Minimal Optimization (SMO) Algorithm Feng Li (SDU) SVM December 28, 2021 2 / 82 maximum margin For now, assume that entire training data are correctly classified by (ω, b) Zero loss on the training examples (non-zero loss later) Feng Li (SDU) SVM December 28, 2021 4 / 82 Margin Hyperplane: Hyperplane: ωTx + b = 0, where ω is the normal vector The margin γ(i) is the signed distance between x(i) and the hyperplane ωT � x(i) − γ(i) ω ∥ω∥ � + b = 0 ⇒ γ(i) = � ω ∥ω∥ �T x(i) + b ∥ω∥ !"

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 is the outward define the (unsigned) geometric distance of x0 as γ0 = y0(ωT x0 + b) ∥ω∥ (4) γ0 is the so-called margin of x0 (with respect to the hyperplane ωT x + b = 0). Now, given a set of m training data {(x(i), calculate its margin as γ(i) = y(i) �� ω ∥ω∥ �T x(i) + b ∥ω∥ � (5) With respect to the whole training set, the margin is defined as γ = min i γ(i) (6) 1 ? ? ! ? ! Figure 1: Margin and hyperplane

Pandoc attempts to preserve the structural elements of a document, but not formatting details such as margin size. And some document elements, such as complex tables, may not fit into pandoc’s simple document backgroundcolor sets the CSS background-color property on the html element. margin-left, margin-right, margin-top, margin-bottom sets the corresponding CSS padding properties on the body element. To scrreprt, which de- fault to smaller margins; or memoir geometry option for geometry package, e.g. margin=1in; repeat for multiple options: --- geometry: - top=30mm - left=20mm - heightrounded ...

border-left margin-right margin-left margin-top margin-bottom width height ��� • ���������padding,margin�border�0 • margin�����了padding����� • body了p了ul了li了form��margin�padding�0 • #first { 9 background-color: blue; 10 padding: 20px; 11 margin: 15px; 12 height: 10px; 13 border: 2px dotted #FFFFFF; 14 } 15 #second { 16 background-color: blue; 17 padding: 50px; 18 margin: 15px; 19 height: 10px; 20 border: 2px dotted #FFFFFF; 21 } 22

you can control automatic word wrap. Unit used is pixel. @startmindmap 15.8.1 Activity @startuml 15.8.1 Activity @startuml