Directed Graph Auto-Encoders
- Georgios Kollias
- Vasileios Kalantzis
- et al.
- 2022
- AAAI 2022
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 of those solutions have been published in top AI/data mining conferences. In particular, I am known as one of the top experts 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
Cardinality-Regularized Hawkes-Granger Model
- Ide-San Ide
- Georgios Kollias
- et al.
- 2021
- NeurIPS 2021
Decentralized Collaborative Learning with Probabilistic Data Protection
- 2021
- SMDS 2021
Decentralized Collaborative Learning with Probabilistic Data Protection
- Tsuyoshi Ide
- Rudy Raymond
- 2021
- SMDS 2021
Anomaly Attribution with Likelihood Compensation
- Tsuyoshi Ide
- Amit Dhurandhar
- et al.
- 2021
- AAAI 2021
Efficient protocol for collaborative dictionary learning in decentralized networks
- Tsuyoshi Idé
- Rudy Raymond
- et al.
- 2019
- IJCAI 2019
ℓ0-regularized sparsity for probabilistic mixture models
- Dzung T. Phan
- Tsuyoshi Idé
- 2019
- SDM 2019
Collaborative anomaly detection on blockchain from noisy sensor data
- 2018
- ICDM 2018
Tensorial change analysis using probabilistic tensor regression
- 2019
- AAAI 2019
Predicting Nocturnal Hypoglycemia from Continuous Glucose Monitoring Data with Extended Prediction Horizon
- Long Vu
- Sarah Kefayati
- et al.
- 2019
- AMIA Annual Symposium
Patents
Diagnosing Anomalies Detected By Black-box Machine Learning Models
- 31 Oct 2022
- US
- 11487650
Learning Sparsity-constrained Gaussian Graphical Models In Anomaly Detection
- 03 Jan 2022
- US
- 11216743
Incorporating Change Diagnosis Using Probabilistic Tensor Regression Model For Improving Processing Of Materials
- 24 Aug 2020
- US
- 10754310
Managing Anomaly Detection Models For Fleets Of Industrial Equipment
- 03 Aug 2020
- US
- 10733813
Diagnostic Fault Detection Using Multivariate Statistical Pattern Library
- 06 Apr 2020
- US
- 10612999
Change Detection Using Directional Statistics
- 12 Aug 2019
- US
- 10378997
Anomaly Detection Method, Program, And System
- 19 Nov 2018
- US
- 10133703
Method For Cost Estimation Along Arbitrary Paths Using Weight Propagation
- 03 Jan 2018
- DE
- 112010004005
Anomaly Detection Method, Program, And System
- 20 Nov 2017
- US
- 9824069
Anomaly Detection Method, Program, And System
- 30 Oct 2017
- US
- 9805002
Top collaborators
RR
Rudy Raymond
Quantum Computing
AL
Aurelie Lozano
Research Staff Member -- Statistical Machine Learning