Cambridge UP, Fachbücher, Inference and Learning from Data: Volume 3 (Englisch, Ali H. (Ecole Polytechnique Federale de ...

Preface Notation 50. Least-squares problems 51. Regularization 52. Nearest-neighbor rule 53. Self-organizing maps 54. Decision trees 55. Naive Bayes classifier 56. Linear discriminant analysis 57. Principal component analysis 58. Dictionary learning 59. Logistic regression 60. Perceptron 61. Support vector machines 62. Bagging and boosting 63. Kernel methods 64. Generalization theory 65. Feedforward neural networks 66. Deep belief networks 67. Convolutional networks 68. Generative networks 69. Recurrent networks 70. Explainable learning 71. Adversarial attacks 72. Meta learning Author index Subject index.