Tsuyoshi "Ide-san" Ide

Title

Head of Data Science, IBM Semiconductors

Tsuyoshi "Ide-san" Ide

Bio

I am passionate about modeling real-world business problems using advanced machine learning methods. I have a strong track record in successfully leading numerous customer engagements to deliver first-of-a-kind AI solutions across many different industries. Most papers detailing these solutions have been published in top AI/data mining conferences. In particular, I am recognized as an expert in industrial anomaly detection and diagnosis, as evidenced by two textbooks I authored on that topic. Here is one recent lecture note on anomaly detection.

Publication list (most of the papers are available in pdf)
Projects
DBLP

Publications

Predicting battery life from usage trajectory patterns
- - Toshihiro Takahashi
  - Tsuyoshi Ide
- 2012
- ICPR 2012
X10-based massive parallel large-scale traffic flow simulation
- - Toyotaro Suzumura
  - Sei Kato
  - et al.
- 2012
- X10 2012
Modeling patent quality: A system for large-scale patentability analysis using text mining
- - Shohei Hido
  - Shoko Suzuki
  - et al.
- 2012
- Journal of Information Processing
Nonlinear optimization to generate non-overlapping random dot patterns
- - Takashi Imamichi
  - Hidetoshi Numata
  - et al.
- 2011
- WSC 2011
Trajectory Regression on Road Networks
- - Tsuyoshi Idé
  - Masashi Sugiyama
- 2011
- AAAI 2011
Trajectory regression for travel-time prediction
- - Tsuyoshi Idé
  - Sei Kato
- 2010
- Transactions of the Japanese Society for Artificial Intelligence
Travel-time prediction using gaussian process regression: A trajectory-based approach
- - Tsuyoshi Idé
  - Sei Kato
- 2009
- SDM 2009
Proximity-based anomaly detection using sparse structure learning
- - Tsuyoshi Idé
  - Aurelie C. Lozano
  - et al.
- 2009
- SDM 2009
Semi-supervised local Fisher discriminant analysis for dimensionality reduction
- - Masashi Sugiyama
  - Tsuyoshi Idé
  - et al.
- 2009
- Machine Learning
Recent advances and trends in large-scale kernel methods
- - Hisashi Kashima
  - Tsuyoshi Id́e
  - et al.
- 2009
- IEICE Transactions on Information and Systems

Visit Google Scholar

Patents

- 18 Nov 2024
- CN
- ZL202080066780.3
Learning Pattern Dictionary From Noisy Numerical Data In Distributed Networks
- 23 Sep 2024
- JP
- 7560222
Learning Pattern Dictionary From Noisy Numerical Data In Distributed Networks
- 31 Oct 2022
- US
- 11487650
Diagnosing Anomalies Detected By Black-box Machine Learning Models
- 03 Jan 2022
- US
- 11216743
Learning Sparsity-constrained Gaussian Graphical Models In Anomaly Detection
- 24 Aug 2020
- US
- 10754310
Incorporating Change Diagnosis Using Probabilistic Tensor Regression Model For Improving Processing Of Materials
- 03 Aug 2020
- US
- 10733813
Managing Anomaly Detection Models For Fleets Of Industrial Equipment
- 06 Apr 2020
- US
- 10612999
Diagnostic Fault Detection Using Multivariate Statistical Pattern Library
- 12 Aug 2019
- US
- 10378997
Change Detection Using Directional Statistics
- 19 Nov 2018
- US
- 10133703
Anomaly Detection Method, Program, And System
- 03 Jan 2018
- DE
- 112010004005
Method For Cost Estimation Along Arbitrary Paths Using Weight Propagation

Projects

Optimization and Algorithms

Machine Learning and Data Mining

Machine Learning

Text Analytics

Natural Language Processing

View more projects

View more projects

Top collaborators

AL

Aurelie Lozano

Aurelie Lozano

Senior Research Scientist

AD

Amit Dhurandhar

Amit Dhurandhar

Principal Research Staff Member

MS

Moninder Singh

Moninder Singh

Research Staff Member