KI2013 Advances in Artificial Intelligence Papers
Machine Learning Technology Artificial Intelligence Technology Natural Language Processing Technology Semantic Web Te...
Intuitive Methods in Economic Mathematics: Probability and Statistics Reading Notes
Summary
Economic mathematics is the study of mathematical methods of analysis in economics. It refers to the a...
Reasoning Web2021 Papers
Machine Learning Technology Artificial Intelligence Technology Natural Language Processing Technology Semantic Web Te...
Protected: Model selection and regularization path tracking (1) Cross-validation method
Cross-validation methods (k-partition cross-validation and one-out cross-validation) for selecting hyper-parameters such as regularization parameters for support vector machines utilized in digital transformation, artificial intelligence, and machine learning tasks
Protected: Causal Inference with VAR Model (1) Interpolation of missing data and DF and ADF tests
Overview of multivariate autoregressive models for finding causal relationships between two time series data in time series data analysis using state space models for digital transformation, artificial intelligence, and machine learning tasks, and completion of missing data using R and DF and ADF tests
Protected: Calculation of marginal probability distributions – Probability Propagation Method
Compute the probability distribution around graphical models in probabilistic generative models used in digital transformation, artificial intelligence , and machine learning tasks, such as Bayesian estimation, using probability propagation methods
Various probability distributions
Overview of various probabilistic models used as approximate models for probabilistic generative models utilized in digital transformation, artificial intelligence, and machine learning tasks (Student's t distribution, Wishart distribution, Gaussian distribution, gamma distribution, inverse gamma distribution, Dirichlet distribution, beta distribution, categorical distribution, Poisson distribution, Bernoulli distribution)
Protected: Overview of Gaussian Processes(2)Gaussian Processes and Kernels
Gaussian processes and kernel functions (Mattern kernel, character kernel, Fisher kernel, HMM's marginalized kernel, linear kernel, exponential kernel, periodic kernel, RBF kernel), which are dimensionless stochastic generative models used for digital transformation, artificial intelligence and machine learning tasks
Kaido yuku – Hokkaido’s Roads
Various roads in Hokkaido from Ryotaro Shiba's Kaido Yuku, Hakodate, Sapporo, Esashi, Rikubetsu, Matsumae Clan and Koshamain, Kahei Takadaya, Vasily Mikhailovich Golovnin, Horace Kepron and Kotaro Migishi.
Reasoning Web2020 Papers
Machine Learning Technology Artificial Intelligence Technology Natural Language Processing Technology Semantic Web Te...