【大数据系列】（资料汇总帖，附链接，持续添加中）

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【大数据系列】256本，持续添加中。。。

【大数据系列】是【经典教材系列】的子系列之一，全称为【大数据与计算智能系列】（Big Data & Computational Intelligence Series），收录关于数据挖掘，数据分析，各类算法及其优化等各种资料。

【经典教材系列】（资料汇总帖，附链接，持续添加中）

想要随时跟踪最新好书，请点击头像下方“加关注”。关注成功后，查看这里即可：三步走把千本好书“一网打尽”！。

大数据 (Big Data)
【大数据系列】经典大数据入门书 Uncharted: Big Data as a Lens on Human Culture
【大数据系列】How Numbers Rule the World （2014）
【大数据系列】Numbersense: How to Use Big Data to Your Advantage
【大数据系列】Data-Ism: Inside the Big Data Revolution
【大数据系列】Marketing Data Science: Modeling Techniques in Predictive Analytics with R and Python

【大数据系列】From Big Data to Big Profits: Success with Data and Analytics
【大数据系列】Cognitive Computing and Big Data Analytics
【大数据系列】Parallel Computing for Data Science: With Examples in R, C++ and CUDA
【大数据系列】Big Data Analytics: A Practical Guide for Managers
【大数据系列】Numbers Rule Your World: The Hidden Influence of Probabilities and Statistics on Everything You Do

【大数据系列】Social Big Data Mining
【大数据系列】Scaling Big Data with Hadoop and Solr （第二版）
【大数据系列】Big Data and Analytics: Strategic and Organizational Impacts
【大数据系列】大数据入门 Big Data: A Primer
【大数据系列】Large Scale and Big Data: Processing and Management

【大数据系列】Challenges in Computational Statistics and Data Mining
【大数据系列】Statistical Analysis of Next Generation Sequencing Data
【大数据系列】Data-ism: The Revolution Transforming Decision Making, Consumer
【大数据系列】Big Data: Algorithms, Analytics, and Applications
【大数据系列】The Data Bonanza: Improving Knowledge Discovery in Science, Engineering, and Business

【大数据系列】Big Data Forensics - Learning Hadoop Investigations
【大数据系列】Data Assimilation: A Mathematical Introduction
【大数据系列】Beginning Big Data with Power BI and Excel 2013
【大数据系列】Big Data and Business Analytics
【大数据系列】Big Data at Work: The Data Science Revolution and Organizational Psychology

【大数据系列】Econophysics Approaches to Large-Scale Business Data and Financial Crisis
【大数据系列】Data and Goliath: The Hidden Battles to Collect Your Data and Control Your World
【大数据系列】Mathematical Problems in Data Science: Theoretical and Practical Methods
【大数据系列】Big Data MBA: Driving Business Strategies with Data Science
【大数据系列】Soft Computing in Big Data Processing

【大数据系列】Big Data Analysis: New Algorithms for a New Society
【大数据系列】最新大数据入门教材 Statistics for Big Data For Dummies
【大数据系列】Algorithmic Life: Calculative Devices in the Age of Big Data
【大数据系列】大数据基础 Big Data Fundamentals: Concepts, Drivers & Techniques
【大数据系列】Data Science and Big Data Analytics （高清）

【大数据系列】大数据与云计算 Big-Data Analytics and Cloud Computing: Theory
【大数据系列】Creating Value with Big Data Analytics: Making Smart Marketing Decisions
【大数据系列】Big Data Analytics with Spark: A Practitioner's Guide to Using
【大数据系列】Techniques and Environments for Big Data Analysis: Parallel
【大数据系列】Small Data: The Tiny Clues That Uncover Huge Trends

【大数据系列】大数据云 Cloud Networking for Big Data
【大数据系列】大数据概念 Big Data Concepts, Theories, and Applications
【大数据系列】Data Assimilation: Mathematical Concepts and Instructive Examples
【大数据系列】大数据大全 Handbook of Big Data
【大数据系列】Machine Intelligence and Big Data in Industry

【大数据系列】Ethical Reasoning in Big Data: An Exploratory Analysis
【大数据系列】Machine Learning, Optimization, and Big Data
【大数据系列】Big Data Applications and Use Cases
【大数据系列】Networking for Big Data
【大数据系列】Big Data Optimization: Recent Developments and Challenges

【大数据系列】Big Data Analytics: A Management Perspective
【大数据系列】We are Big Data
【大数据系列】Big Data: Using SMART Big Data, Analytics and Metrics To Make
【大数据系列】Analysis of Large and Complex Data
【大数据系列】Intelligent Agents in Data-intensive Computing

【大数据系列】Big Data of Complex Networks
【大数据系列】The Rise of Big Spatial Data
【大数据系列】数学杀伤性武器 Weapons of Math Destruction: How Big Data Increase Inequality and Threatens Democracy
【大数据系列】Big Data Integration
【大数据系列】Advances and Challenges in Parametric and Semi-parametric Analysis for Correlated Data

【大数据系列】Big Data Technologies and Applications
【大数据系列】Winning with Data: Transform Your Culture, Empower Your People
【大数据系列】Big Data in Complex and Social Networks
【大数据系列】The Human Element of Big Data
【大数据系列】New Horizons for a Data-Driven Economy: A Roadmap for Usage and Exploitation of Big Data in Europe

【大数据系列】Think Bigger: Developing a Successful Big Data Strategy for Your
【大数据系列】Big Data Analytics Made Easy



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关键词：资料汇总 大数据 Data Science Applications Mathematical 资料

机器学习 (Machine Learning)
【经典教材系列】An Introduction to Machine Learning
【经典教材系列】Machine Learning: An Algorithmic Perspective (第二版)
【经典教材系列】Introduction To Pattern Recognition And Machine Learning
【经典教材系列】Compression Schemes for Mining Large Datasets: A Machine Learning Perspective
【经典教材系列】Unsupervised Process Monitoring and Fault Diagnosis with Machine Learning Methods

【大数据系列】Rule Based Systems for Big Data: A Machine Learning Approach
【大数据系列】Machine Learning Models and Algorithms for Big Data Classification
【经典教材系列】Modeling and Stochastic Learning for Forecasting in High Dimensions
【经典教材系列】Fundamentals of Machine Learning for Predictive Data Analytics
【经典教材系列】Numerical Algorithms: Methods for Computer Vision, Machine Learning, and Graphics

【经典教材系列】Machine Learning in Complex Networks
【经典教材系列】Semisupervised Learning for Computational Linguistics
【经典教材系列】Practical Machine Learning （2016）
【经典教材系列】Teaching Learning Based Optimization Algorithm: And Its Engineering Application
【经典教材系列】统计机器翻译 Linguistically Motivated Statistical Machine Translation: Models and Algorithms

【经典教材系列】From Curve Fitting to Machine Learning (第二版)
【大数据系列】Machine Learning in Evolution Strategies
【大数据系列】Statistical Reinforcement Learning: Modern Machine Learning Approaches
【经典教材系列】Machine Learning for Microbial Phenotype Prediction
【经典教材系列】Hybrid Approaches to Machine Translation

【大数据系列】金融信号与机器学习 Financial Signal Processing and Machine Learning
【经典教材系列】深度学习 Deep Learning (2016，Goofllow)
【经典教材系列】加强学习入门 Reinforcement Learning: An Introduction 第二版



模式识别 (Pattern Recognition)
【经典教材系列】Mining Sequential Patterns from Large Data Sets
【经典教材系列】Analytic Pattern Matching: From DNA to Twitter
【经典教材系列】Data Complexity in Pattern Recognition
【经典教材系列】Technical Analysis for Algorithmic Pattern Recognition
【经典教材系列】Pattern Theory: The Stochastic Analysis of Real-World Signals

【大数据系列】Pattern Recognition Algorithms for Data Mining
【经典教材系列】Scalable Pattern Recognition Algorithms
【经典教材系列】Handbook of Iris Recognition
【经典教材系列】Emerging Trends in Image Processing, Computer Vision and Pattern Recognition
【大数据系列】Internet-Scale Pattern Recognition: New Techniques for Voluminous Data Set

【经典教材系列】Error Estimation for Pattern Recognition
【经典教材系列】Structural Pattern Recognition with Graph Edit Distance
【经典教材系列】Wavelet Theory and Its Application to Pattern Recognition
【经典教材系列】Pattern Mining with Evolutionary Algorithms
【经典教材系列】Pattern Recognition: Analysis and Applications

【经典教材系列】模式识别 Pattern Recognition Techniques (2016)



计算智能·人工智能 (Computational Intelligence·Artificial Intelligence)
【经典教材系列】Handbook of Computational Intelligence
【大数据系列】Computational Intelligence for Big Data Analysis
【经典教材系列】Causality, Correlation and Artificial Intelligence for Rational
【经典教材系列】Smart Information Systems: Computational Intelligence for Real-Life Applications
【大数据系列】Foundations of Computational Intelligence Volume 1-6

【经典教材系列】Artificial Intelligence in the 21st Century 第二版
【经典教材系列】Introduction to Scientific Computing and Data Analysis
【经典教材系列】 Prolog Programming for Artificial Intelligence (第4版)
【经典教材系列】Practical Text Analytics: Interpreting Text and Unstructured Data for Business Intelligence
【经典教材系列】Fundamental Issues of Artificial Intelligence

【大数据系列】Artificial Neural Network Modelling
【大数据系列】Smart Machines: IBM's Watson and the Era of Cognitive Computing
【经典教材系列】Artificial Neural Networks：A Practical Course



算法优化 (Algorithms Optimization)
【经典教材系列】Convex Optimization Algorithms
【经典教材系列】Numerical Methods and Optimization: An Introduction
【经典教材系列】Selected Applications of Convex Optimization
【经典教材系列】Convex Optimization in Normed Spaces: Theory, Methods and Examples
【经典教材系列】Optimization Models (2014)

【经典教材系列】Evolutionary Constrained Optimization
【经典教材系列】Stochastic Optimization Methods （第三版）
【经典教材系列】Robust Optimization by Aharon Ben-Tal
【经典教材系列】Applied Simulation and Optimization
【经典教材系列】Stochastic Multi-Stage Optimization: At the Crossroads between Discrete Time Stochastic Control and Stochastic Programming

【经典教材系列】Multistage Stochastic Optimization
【经典教材系列】Uncertainty Management in Simulation-Optimization of Complex Systems
【经典教材系列】Optimization in the Real World: Toward Solving Real-World Optimization Problems
【经典教材系列】Algorithmic Problem Solving
【经典教材系列】Applied Integer Programming: Modeling and Solution

【经典教材系列】Variants of Evolutionary Algorithms for Real-World Applications
【经典教材系列】Methods in Algorithmic Analysis
【经典教材系列】Complex and Adaptive Dynamical Systems （第四版）
【经典教材系列】Advances in Neural Networks: Computational and Theoretical Issues
【经典教材系列】Approximation and Computation

【经典教材系列】Applied Iterative Methods
【经典教材系列】Handbook of Genetic Programming Applications
【经典教材系列】Handbook of Approximation Algorithms and Metaheuristics
【经典教材系列】Parameterized Algorithms
【经典教材系列】Parallel Algorithms and Cluster Computing

【经典教材系列】Parallel Scientific Computing: Theory, Algorithms, and Applications of Mesh Based
【经典教材系列】A User's Guide to Network Analysis in R
【经典教材系列】Behavioral Program Synthesis with Genetic Programming
【经典教材系列】Applications of Combinatorial Optimization （第二版）
【经典教材系列】Adaptive Stochastic Optimization Techniques with Applications

【经典教材系列】Nonlinear Parameter Optimization with R
【经典教材系列】Financial Institution Advantage and the Optimization of Information Processing
【经典教材系列】Advances of Evolutionary Computation: Methods and Operators
【经典教材系列】Search Algorithms for Engineering Optimization
【经典教材系列】Genetic Programming: New Approaches and Successful Applications

【经典教材系列】Hierarchical Matrices: Algorithms and Analysis
【经典教材系列】Numerical Analysis and Optimization
【经典教材系列】Extremal Optimization: Fundamentals, Algorithms, and Application
【经典教材系列】Algorithms: Design Techniques and Analysis
【经典教材系列】Approximate Iterative Algorithms

【经典教材系列】Optimal Search for Moving Targets
【经典教材系列】Unsupervised Learning Algorithms
【经典教材系列】Handbook of Graph Theory, Combinatorial Optimization, and Algorithm
【经典教材系列】Robust Optimization of Spline Models and Complex Regulatory Networks
【经典教材系列】Pseudolinear Functions and Optimization

【经典教材系列】Iterative Optimization in Inverse Problems
【经典教材系列】Numerical Optimization with Computational Errors
【经典教材系列】Theory of Affine Projection Algorithms for Adaptive Filtering

数据挖掘 (Data Mining)
【经典教材系列】Wavelet Neural Networks （2014）
【经典教材系列】Extension of Data Envelopment Analysis with Preference Informat
【经典教材系列】Data Science in R: A Case Studies Approach to Computational
【经典教材系列】Algebraic Coding Theory (2015 Revised Edition)
【经典教材系列】Learning Data Mining with Python

【经典教材系列】Robustness and Complex Data Structures
【经典教材系列】Handbook on Data Centers
【经典教材系列】Robust Methods for Data Reduction
【经典教材系列】Python Data Science Essentials
【经典教材系列】Comparative Gene Finding: Models, Algorithms and Implementation

【经典教材系列】Data Analysis and Approximate Models: Model Choice, Location
【经典教材系列】Handbook of Missing Data Methodology
【经典教材系列】Hierarchical Modeling and Analysis for Spatial Data （第二版）
【经典教材系列】R Data Analysis Cookbook

【经典教材系列】Fast Data Processing with Spark （第二版）
【经典教材系列】Data Manipulation with R （第二版）
【经典教材系列】Statistics and Data Analysis for the Behavioral Sciences
【经典教材系列】Nearest Neighbor Search: A Database Perspective
【经典教材系列】Modeling Count Data

【经典教材系列】Fundamentals of Database Indexing and Searching
【经典教材系列】Probabilistic Forecasting and Bayesian Data Assimilation
【经典教材系列】Granular Computing and Decision-Making: Interactive and Iterative Approaches
【经典教材系列】Statistical Methods for Handling Incomplete Data
【经典教材系列】Graphics for Statistics and Data Analysis with R

【经典教材系列】Nonlinear Data Assimilation
【经典教材系列】Survey Data Collection and Integration
【经典教材系列】Data Algorithms: Recipes for Scaling Up with Hadoop and Spark
【经典教材系列】Statistics: Learning from Data
【经典教材系列】Mastering Data Analysis with R

【经典教材系列】Feature Selection for High-Dimensional Data
【经典教材系列】Dyadic Data Analysis
【经典教材系列】Random Data: Analysis and Measurement Procedures （第四版）
【经典教材系列】Python Data Science Cookbook
【经典教材系列】Data Science from Scratch: First Principles with Python

【经典教材系列】Business Intelligence and Data Mining
【经典教材系列】Missing Data Analysis in Practice
【经典教材系列】Data Analysis with R
【经典教材系列】Getting Started with Data Science: Making Sense of Data with Analytics
【经典教材系列】Applied Predictive Analytics: Principles and Techniques for the Professional Data Analyst

【经典教材系列】Data Mining: Theories, Algorithms, and Examples
【经典教材系列】Understanding Complex Datasets
【经典教材系列】Multi-Label Dimensionality Reduction
【经典教材系列】Knowledge Discovery from Data Streams
【经典教材系列】Compressed Data Structures for Strings: On Searching and Extracting Strings from Compressed Textual Data

【经典教材系列】Robust Data Mining
【经典教材系列】Incomplete Categorical Data Design: Non-Randomized Response
【经典教材系列】Spatial Analysis: Statistics, Visualization, and Computational Methods
【经典教材系列】Text Mining and Visualization: Case Studies Using Open-Source
【经典教材系列】 Fundamentals of Database Systems （第7版）

【经典教材系列】Data Analysis for the Life Sciences
【经典教材系列】Statistical Inference for Data Science
【经典教材系列】Robust Response Surfaces, Regression, and Positive Data Analyse
【经典教材系列】Scala for Data Science
【大数据系列】Advances in Data Mining Knowledge Discovery and Applications

【经典教材系列】Patterns in Data Management A Flipped Textbook
【经典教材系列】Operational Risk Management: A Practical Approach to Intelligent Data Analysis
【经典教材系列】Fundamentals of Predictive Text Mining (第2版)
【经典教材系列】Text Analysis Pipelines: Towards Ad-hoc Large-Scale Text Mining
【大数据系列】Beautiful Data：The Stories Behind Elegant Data Solutions

【大数据系列】Spatial Data Mining
【经典教材系列】Next-Generation Sequencing Data Analysis
【大数据系列】Applied Big Data Analytics: Business Analytics, Healthcare, Capit
【经典教材系列】Healthcare Data Analytics
【经典教材系列】Analysis of Single-Cell Data

【经典教材系列】Data Mining Techniques for the Life Sciences (第2版)
【经典教材系列】Event Mining Algorithms and Applications
【经典教材系列】Data-Variant Kernel Analysis
【经典教材系列】Principles of Data Management: Facilitating Information Sharing  第二版
【经典教材系列】Graph-Based Social Media Analysis

【大数据系列】Data Clustering: Algorithms and Applications
【经典教材系列】Complex Surveys: Analysis of Categorical Data
【大数据系列】Real-Time Analytics: Techniques to Analyze and Visualize Streaming Data
【经典教材系列】Knowledge Transfer between Computer Vision and Text Mining
【经典教材系列】Process Mining: Data Science in Action （第2版）

【经典教材系列】Modeling Discrete Time-to-Event Data
【大数据系列】Power Analysis of Trials with Multilevel Data
【大数据系列】Data Mining for the Social Sciences: An Introduction
【经典教材系列】Introduction to Text Visualization
【经典教材系列】Functional and Shape Data Analysis

【大数据系列】Database Design for Mere Mortals 第三版
【大数据系列】Algorithms and Models for Network Data and Link Analysis
【大数据系列】Grey Data Analysis
【经典教材系列】关系数据挖掘 Granular-Relational Data Mining
【经典教材系列】二进制数据 Modelling Binary Data 第二版

【经典教材系列】Fundamentals of Structure Analysis 第五版
【统计教材系列】并行数据 Improving Surveys with Paradata
【经典教材系列】数据挖掘 Mining of Data with Complex Structures

21世纪的金融工程其实就是金融+大数据技术

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金融+大数据技术

大数据主要还是基于互联网的数据共享，单独一方的数据并不足以满足大数据分析。

非常棒的汇总！

thanks for sharing!

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