正版宏量子机器学习中数据挖掘的量子计算方法:英文9787560357591维特克 (Wit-so88
正版宏量子机器学习中数据挖掘的量子计算方法:英文9787560357591维特克 (Wit pdf epub mobi txt 电子书 下载 2022
图书介绍
☆☆☆☆☆
||
维特克 Wittek P. 著
店铺: 温文尔雅图书专营店 出版社: 哈尔滨工业大学出版社 ISBN:9787560357591 商品编码:28524930745 包装:平装-胶订 出版时间:2016-01-01
【拍前必读】:
本店销售的书籍品相可能因为存放时间长短关系会有成色不等,请放心选购。
付款后,不缺货的情况下,48小时内发货,如有缺货的情况下,我们会及时在聊天窗口给您留言告知。
发货地北京,一般情况下发货后同城次日可以到达,省外具体以快递公司运输为准。
望每位读者在收货的时候要验货,有什么意外可以拒签,这是对您们权益的保护。
注意:节假日全体放假,请自助下单;如需帮助请及时与我们联系。祝您购物愉快!商家热线:010-57272736
基本信息
书名:量子机器学习中数据挖掘的量子计算方法:英文
定价:98.00元
作者:维特克 (Wittek P.)
出版社:哈尔滨工业大学出版社
出版日期:2016-01-01
ISBN:9787560357591
字数:
页码:
版次:1
装帧:平装-胶订
开本:16开
商品重量:0.4kg
编辑推荐
内容提要
目录
目录
Preface
Notations
PartOne FundamentaIConcepts
1 Introduction
1.1 Learning Theory and Data Mining
1.2 Why Quantum Computers?
1.3 A Heterogeneous Model
1.4 An Overview of Quantum Machine Learning Algorithms
1.5 Quantum—Like Learning on Classical Computers
2 Machine Learning
2.1 Data—DrivenModels
2.2 FeatureSpace
2.3 Supervised and Unsupervised Learning
2.4 GeneralizationPerformance
2.5 ModeIComplexity
2.6 Ensembles
2.7 Data Dependencies and ComputationalComplexity
3 Quantum Mechanics
3.1 States and Superposition
3.2 Density Matrix Representation and Mixed States
3.3 Composite Systems and Entanglement
3.4 Evolution
3.5 Measurement
3.6 UncertaintyRelations
3.7 Tunneling
3.8 Adiabatic Theorem
3.9 No—CloningTheorem
4 Quantum Computing
4.1 Qubits and the Bloch Sphere
4.2 QuantumCircuits
4.3 Adiabatic Quantum Computing
4.4 QuantumParallelism
4.5 Grover's Algorithm
4.6 ComplexityClasses
4.7 QuantumInformationTheory
Part Two ClassicalLearning Algorithms
5 Unsupervised Learning
5.1 Principal Component Analysis
5.2 ManifoldEmbedding
5.3 K—Means and K—Medians Clustering
5.4 HierarchicalClustering
5.5 Density—BasedClustering
6 Pattern Recogrution and Neural Networks
6.1 ThePerceptron
6.2 HopfieldNetworks
6.3 FeedforwardNetworks
6.4 DeepLearning
6.5 ComputationalComplexity
7 Supervised Learning and Support Vector Machines
7.1 K—NearestNeighbors
7.20ptimal Margin Classifiers
7.3 SoftMargins
7.4 Nonlinearity and KemelFunctions
7.5 Least—SquaresFormulation
7.6 Generalization Performance
7.7 Multiclass Problems
7.8 Loss Functions
7.9 ComputationalComplexity
8 Regression Analysis
8.1 Linear Least Squares
8.2 NonlinearRegression
8.3 NonparametricRegression
8.4 ComputationalComplexity
9 Boosting
9.1 WeakClassifiers
9.2 AdaBoost
9.3 A Family of Convex Boosters
9.4 Nonconvex Loss Functions
Part Three Quantum Computing and Machine Learning
10 Clustering Structure and Quantum Computing
10.1 Quantum Random Access Memory
10.2 Calculating Dot Products
10.3 Quantum Principal Component Analysis
10.4 Toward Quantum Manifold Embedding
10.5 QuantumK—Means
10.6 QuantumK—Medians
10.7 Quantum Hierarchical Clustering
10.8 ComputationalComplexity
11 Quantum Pattern Recognition
11.1 Quantum Associative Memory
11.2 The Quantum Perceptron
11.3 Quantum Neural Networks
11.4 PhysicaIRealizations
11.5 ComputationalComplexity
12 QuantumClassification
12.1 Nearest Neighbors
12.2 Support Vector Machines with Grover's Search
12.3 Support Vector Machines with Exponential Speedup
12.4 ComputationalComplexity
13 Quantum Process Tomography and Regression
13.1 Channel—State Duality
13.2 Quantum Process Tomography
13.3 Groups, Compact Lie Groups, and the Unitary Group
13.4 Representation Theory
13.5 Parallel Application and Storage of the Unitary
13.6 Optimal State for Learning
13.7 Applying the Unitary and Finding the Parameter for the Input State
14 Boosting and Adiabatic Quantum Computing
14.1 Quantum Annealing
14.2 Quadratic Unconstrained Binary Optimization
14.3 Ising Model
14.4 QBoost
14.5 Nonconvexity
14.6 Sparsity, Bit Depth, and Generalization Performance
14.7 Mapping to Hardware
14.8 ComputationalComplexity
Bibliography
作者介绍
文摘
序言
正版宏量子机器学习中数据挖掘的量子计算方法:英文9787560357591维特克 (Wit 电子书 下载 mobi epub pdf txt
电子书下载地址:
相关电子书推荐:
- 文件名
- {RT}无尽的海洋航程-张戟 山东科学技术出版社 9787533176549
- 移动通信增值业务平台 9787115185174 人民邮电出版社
- BF-徽州地-中国地理百科-中国地理百科丛书编委会著 世界图书出版公司 978751008
- 当代广播电视技术 党东耀著 9787504352033
- 视觉天下探索发现丛书:解秘古今悬疑大案
- 数字MMDS网络技术
- 自然辩证法概论(第2版/中医药研究生)
- 零基础国画入门教程:花鸟
- 费加尔气得冒烟了
- 梦溪笔谈译注 [书名 9787550239128
- 我们的科普剧 9787518925261 吉京杭,周祎哲-RT
- 2018-中国移动互联网发展报告-移动互联网蓝皮书
- {RT}物种战争之双刃剑-倪永明 中国社会出版社 9787508749174
- 正版 移动通信 章坚武 书店 工学书籍 书
- 甲板上的中国-揭秘当代中国古大名船