自然言語処理:Natural Language Processing

Protected: Partitioning Method on Support Vector Machines (1) SMO Algorithm

Efficiency using the partitioning method (SMO algorithm) on support vector machines utilized for digital transformation (DX), artificial intelligence (AI), and machine learning (ML) tasks

2022.06.24

アルゴリズム:Algorithmsグラフ理論微分積分:Calculus最適化:Optimization機械学習:Machine Learning画像認識技術確率・統計:Probability and Statistics自然言語処理:Natural Language Processing音声信号認識技術

Protected: Introduction to Optimization with Support Vector Machines: Optimality Conditions and Generic Solution Methods

Optimality conditions (strong duality and KKT) and generic solution methods (active set and interior point method) in support vector machines used for digital transformation, artificial intelligence and machine learning tasks

2022.06.17

Symbolic Logicアルゴリズム:Algorithmsスパースモデリング最適化:Optimization機械学習:Machine Learning画像認識技術確率・統計:Probability and Statistics自然言語処理:Natural Language Processing音声信号認識技術

Protected: Support vector machines for unsupervised learning

Application of support vector machines for digital transformation, artificial intelligence, and machine learning tasks (1-class SVM with nu-SV classification algorithm for unsupervised classification used for anomaly detection)

2022.06.03

アルゴリズム:Algorithmsグラフ理論微分積分:Calculus数理論理学:Mathematical logic最適化:Optimization機械学習:Machine Learning画像認識技術確率・統計:Probability and Statistics自然言語処理:Natural Language Processing

Protected: Regression Analysis with Support Vector Machines (2) Approach to Nonlinear Regression Problems

Approaches to nonlinear regression problems with support vector machines (quantile regression, kernel quantile regression, heterogeneous distribution models, ε-insensitive loss functions) utilized in digital transformation, artificial intelligence, and machine learning tasks.

2022.05.27

アルゴリズム:Algorithms幾何学:Geometry微分積分:Calculus最適化:Optimization機械学習:Machine Learning画像認識技術自然言語処理:Natural Language Processing関係データ学習音声信号認識技術

Protected: Regression Analysis with Support Vector Machines (1)Approach to linear regression problems

Regression problems with linear functions using dual problems with Lagrangian functions with support vector machines utilized in digital transformation, artificial intelligence, and machine learning tasks

2022.05.20

微分積分:Calculus最適化:Optimization機械学習:Machine Learning確率・統計:Probability and Statistics自然言語処理:Natural Language Processing

Graph Structures for knowledge Representation and Reasoning

Graph Structures for knowledge Representation and Reasoning From Graph Structures for knowledge Representat...

2022.04.24

Symbolic Logicweb技術:web technologyグラフ理論セマンテックウェブ技術:Semantic web Technologyデータベース技術:DataBase Technologyユーザーインターフェース/データビジュアライゼーション推論技術:inference Technology数理論理学検索技術:Search Technology自然言語処理:Natural Language Processing

Knowledge Graph and Semantic Computing

Machine Learning Technology Artificial Intelligence Technology Natural Language Processing Technology Semantic Web Te...

2022.04.17

Symbolic Logicグラフ理論セマンテックウェブ技術:Semantic web Technologyユーザーインターフェース/データビジュアライゼーション推論技術:inference Technology検索技術:Search Technology自然言語処理:Natural Language Processing関係データ学習

The World of Bayesian Modeling

Overview This presentation provides an overview of the contemporary world of Bayesian modeling from the perspec...

2022.03.16

グラフ理論ベイズ推定推論技術:inference Technology数理論理学:Mathematical logic最適化:Optimization機械学習:Machine Learning確率・統計:Probability and Statistics自然言語処理:Natural Language Processing

Machine Learning with Bayesian Inference and Graphical Model

Machine Learning with Bayesian Inference and Graphical Model Overview Machine learning using Bayesian inference ...

2022.03.16

ベイズ推定微分積分:Calculus最適化:Optimization確率・統計:Probability and Statistics自然言語処理:Natural Language Processing

Machine Learning Professional Series “Variational Bayesian Learning” reading notes

Summary Variational Bayesian learning applies a variational approach to stochastic models in Bayesian estimatio...

2022.03.13

ベイズ推定微分積分:Calculus推論技術:inference Technology最適化:Optimization機械学習:Machine Learning確率・統計:Probability and Statistics自然言語処理:Natural Language Processing