Materials

Data Mining, SOKENDAI (@National Institute of Informatics) (2017)

2017.10.20
Learning and Computing Slide
2017.10.27
Pattern Mining Slide
2017.11.10
Graph Mining Slide
2017.11.17
Supervised Pattern Mining Slide
2017.11.24
Boltzmann Machines Slide
2017.12.1
Bias-variance tradeoff Slide
2017.12.8
Clustering Slide
2017.12.15
Outlier Detection Slide
2018.1.9
Classification Slide
2018.1.16
Support Vector Machines Slide
2018.1.19
Feature Selection Slide

Introduction to Big Data Science, SOKENDAI (@National Institute of Informatics) (2017-2018)

2018.11.28
Machine Learning for Graph Structured Data Slide
2017.12.6
Information Geometric Analysis for Hierarchical Models Slide

Data Mining Theory, Osaka University (2014-2016)

2016.11.15
Learning and Computing Slide
2016.11.22
Refinement on Learning Slide
2016.12.06
Discretization and Learning Slide
2016.12.13
Statistical Analysis Slide

First-year Seminar, Osaka University (2016)

2016.8.10
Learning and Discovery by Computers —Statistical Analysis— (in Japanese) Slide

Kyoto University Informatics Seminar (2014)

2014.6.16
Distance-based Outlier Detection via Sampling Slide
2017.10.19
Information Geometric Analysis on Partial Order Structures Slide

Practice of Biological Information, Kyoto University (2011)

Part 1: Introduction

2011.4.15

Part 2: How to use PowerPoint

2011.4.22

Part 3: Practice of statistical methods

2011.6.3
2011.6.17
2011.6.24
2011.7.1
2011.7.8
2011.7.15
2011.7.22