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2018The Theory of Quantum Information.pdf
This is a book on the mathematical theory of quantum information, focusing on a formal presentation of definitions, theorems, and proofs. It is primar
Understanding Machine Learning
Machine learning is one of the fastest growing areas of computer science, with far-reaching applications. The aim of this textbook is to introduce mac
矩阵计算_Gulob
matrixcomputations
Golub,GeneH./VanLoan,CharlesF
An Introduction to Statistical Learning Theory
TheoryofLearning
Goal:Tostudytheoreticalpropertiesoflearningalgorithmfroma
statisticalviewpoint.
Thetheoryshouldbeablemodelreal/artificialdatasothatwe
数据挖掘_part1
计算和通信的结合建立了一个以信息为基础的新领域。但绝大多数信息尚处于原始状态，即以数据的形式存在的状态。假如我们将数据定义为被记录下的事实，那么信息就是在这些记录事实的数据中所隐藏的一系列模式或预期。在数据库中蕴藏了大量具有潜在重要性的信息，这些信息尚未被发现和利用，我们的任务就是将这些数据释放出来
Complex Analysis and Algebraic Geometry
ComplexAnalysisandAlgebraicGeometry
高维数据的统计挑战
高维数据的统计挑战Modernapplicationsofstatisticaltheoryandmethodscaninvolveextremelylargedata-sets,oftenwithhugenumbersofmeasurementsoneachofacomparativelysmal
Kernel Regression
SmoothingandRegressionApproaches,Computation,andApplication
LocalPolynomialFitting
SmoothingandRegressionApproaches,Computation,andApplication
VarianceEstimationandSmoothing_ParameterSelectionforSplineRegression
SmoothingandRegressionApproaches,Computation,andApplication