找回密碼
 To register

QQ登錄

只需一步,快速開(kāi)始

掃一掃,訪問(wèn)微社區(qū)

打印 上一主題 下一主題

Titlebook: Linear Algebra and Optimization for Machine Learning; A Textbook Charu C. Aggarwal Textbook 2020 Springer Nature Switzerland AG 2020 Linear

[復(fù)制鏈接]
樓主: 摩擦
21#
發(fā)表于 2025-3-25 05:50:50 | 只看該作者
The Linear Algebra of Similarity,this important class of methods in machine learning. The real utility of such methods arises when the similarity matrix is chosen differently from the use of dot products (and the data matrix is sometimes not even available).
22#
發(fā)表于 2025-3-25 08:50:58 | 只看該作者
23#
發(fā)表于 2025-3-25 14:17:20 | 只看該作者
Textbook 2020 A solution manual for the exercises at the end of each chapter is available to teaching instructors. This textbook targets graduate level students and professors in computer science, mathematics and data science. Advanced undergraduate students can also use this textbook. The chapters for this text
24#
發(fā)表于 2025-3-25 17:59:41 | 只看該作者
25#
發(fā)表于 2025-3-26 00:03:40 | 只看該作者
26#
發(fā)表于 2025-3-26 04:00:52 | 只看該作者
Constrained Optimization and Duality,over the region of the optimization space that satisfies these constraints. This region is referred to as the . in optimization parlance. The straightforward use of a gradient-descent procedure does not work, because an unconstrained step might move the optimization variables outside the feasible region of the optimization problem.
27#
發(fā)表于 2025-3-26 07:10:05 | 只看該作者
The Linear Algebra of Graphs,pplications are conceptually represented as optimization problems on graphs. Graph matrices have a number of useful algebraic properties, which can be leveraged in machine learning. There are close connections between kernels and the linear algebra of graphs; a classical application that naturally belongs to both fields is . (cf. Section 10.5).
28#
發(fā)表于 2025-3-26 08:40:01 | 只看該作者
Eigenvectors and Diagonalizable Matrices,Any square matrix . of size .?×?. can be considered a linear operator, which maps the .-dimensional column vector . to the .-dimensional vector .. A linear transformation . is a combination of operations such as rotations, reflections, and scalings of a vector ..
29#
發(fā)表于 2025-3-26 15:56:45 | 只看該作者
30#
發(fā)表于 2025-3-26 17:15:47 | 只看該作者
Charu C. AggarwalFirst textbook to provide an integrated treatment of linear algebra and optimization with a special focus on machine learning issues.Includes many examples to simplify exposition and facilitate in lea
 關(guān)于派博傳思  派博傳思旗下網(wǎng)站  友情鏈接
派博傳思介紹 公司地理位置 論文服務(wù)流程 影響因子官網(wǎng) 吾愛(ài)論文網(wǎng) 大講堂 北京大學(xué) Oxford Uni. Harvard Uni.
發(fā)展歷史沿革 期刊點(diǎn)評(píng) 投稿經(jīng)驗(yàn)總結(jié) SCIENCEGARD IMPACTFACTOR 派博系數(shù) 清華大學(xué) Yale Uni. Stanford Uni.
QQ|Archiver|手機(jī)版|小黑屋| 派博傳思國(guó)際 ( 京公網(wǎng)安備110108008328) GMT+8, 2025-10-13 03:08
Copyright © 2001-2015 派博傳思   京公網(wǎng)安備110108008328 版權(quán)所有 All rights reserved
快速回復(fù) 返回頂部 返回列表
安阳市| 独山县| 柳林县| 梁河县| 长宁县| 合川市| 剑川县| 留坝县| 晴隆县| 三门峡市| 常宁市| 德兴市| 甘孜县| 静安区| 原平市| 兰西县| 沙湾县| 哈巴河县| 荣昌县| 唐海县| 雷波县| 宣化县| 小金县| 河津市| 涟源市| 庆城县| 古交市| 汉源县| 循化| 东乌| 建瓯市| 南阳市| 和政县| 和平区| 崇明县| 石楼县| 旬阳县| 安多县| 芦山县| 安图县| 铁岭市|