PROGRAM
Days: Wednesday, June 26th Thursday, June 27th Friday, June 28th
Wednesday, June 26th
View this program: with abstractssession overviewtalk overview
08:30-09:00
Registration
09:00-10:15
Welcome speech and invited talk (Alessandro Sperduti, Italy)
10:15-11:05 Session 1
LVQ: Practical Applications
Chair:
| 10:15 | LVQ-type Classifiers for Condition Monitoring of Induction Motors: A Performance Comparison (abstract) |
| 10:40 | Searching for the Origins of Life -- Detecting RNA Life Signatures Using Learning Vector Quantization (abstract) |
11:05-11:30
Coffee Break
11:30-13:10 Session 2
SOM: Theory and Methods
Chair:
| 11:30 | Look and feel what and how recurrent self-organizing maps learn (abstract) |
| 11:55 | Self-Organizing Mappings on the Flag Manifold (abstract) |
| 12:20 | Cellular Self-Organising Maps - CSOM (abstract) |
| 12:45 | A Probabilistic Method for Pruning CADJ Graphs with Applications to SOM Clustering (abstract) |
13:15-14:40
Lunch
14:45-16:00 Session 3
SOM: Practical Applications, Part I
Chair:
| 14:45 | Novelty detection with self-organizing maps for autonomous extraction of salient tracking features (abstract) |
| 15:10 | Robust Adaptive SOMs Challenges in a Varied Datasets Analytics (abstract) |
| 15:35 | Detection of abnormal flights using fickel instances in SOM maps (abstract) |
16:00-17:00
Invited Talk (Paulo Lisboa, U.K.)
18:30-20:00
Welcome event @ PRBB by the beach
Thursday, June 27th
View this program: with abstractssession overviewtalk overview
09:00-10:00
Invited Talk (Aïda Valls, Spain)
10:00-10:50 Session 4
Life Science Applications, part I
Chair:
| 10:00 | A voting ensemble method to assist the diagnosis of prostate cancer using multiparametric MRI (abstract) |
| 10:25 | Classifying and grouping mammography images into communities using Fisher information networks to assist the diagnosis of breast cancer (abstract) |
10:50-11:15
Coffee Break
11:15-13:00 Session 5
Applications
Chair:
| 11:15 | Incremental Traversability Assessment Learning using Growing Neural Gas Algorithm (abstract) |
| 11:40 | Self-Organizing Maps with Convolutional Layers (abstract) |
| 12:05 | SOM-Based Anomaly Detection & Localization for Space Subsystems (abstract) |
| 12:30 | Using Hierarchical Clustering to Understand Behavior of 3D Printer Sensors (abstract) |
| 12:55 | A walk through spectral bands: Using virtual reality to better visualize hyperspectral data (abstract) |
13:05-14:25
Lunch
14:25-15:40
SPONSOR COMPANIES WORKSHOP and ROUND TABLE
15:40-17:20 Session 6
LVQ: Theory and Methods
Chair:
| 15:40 | Investigation of Activation Functions for Generalized Learning Vector Quantization (abstract) |
| 16:05 | Robustness of Generalized Learning Vector Quantization Models against Adversarial Attacks (abstract) |
| 16:30 | Passive Concept Drift handling via Momentum Based Robust Soft Learning Vector Quantization (abstract) |
| 16:55 | Prototype-based classifiers in the presence of concept drift: A modelling framework (abstract) |
18:30-23:00
BCN Guided Tour & Gala Dinner
Friday, June 28th
View this program: with abstractssession overviewtalk overview
09:30-10:30
Invited Talk (Tobias Schreck, Austria)
10:30-11:00
Coffee Break
11:00-13:10 Session 7
Theory and Methods
Chair:
| 11:00 | Solving a tool-based interaction task using deep reinforcement learning with visual attention (abstract) |
| 11:25 | Approximate Linear Dependence as a Design Method for Kernel Prototype-based Classifiers (abstract) |
| 11:50 | Subspace Quantization on the Grassmannian (abstract) |
| 12:15 | Variants of Fuzzy Neural Gas (abstract) |
| 12:40 | Autoencoders Covering Space As A Life-Long Classifier (abstract) |
| 13:05 | Soft Subspace Topological Clustering over Evolving Data Stream (abstract) |
13:15-14:40
Lunch
14:45-16:25 Session 8
SOM: Practical Applications, part II
Chair:
| 14:45 | When clustering the multiscalar fingerprint of the city reveals its segregation patterns (abstract) |
| 15:10 | Self-Organizing Maps in Earth Observation Data Cubes Analysis (abstract) |
| 15:35 | Competencies in higher education: a feature analysis with self-organizing maps (abstract) |
| 16:00 | Using SOM-based Visualization to Analyze the Financial Performance of Consumer Discretionary Firms (abstract) |
16:25-17:20 Session 9
Life Science Applications, part II
Chair:
| 16:25 | Progressive clustering and characterization of increasingly higher dimensional datasets with Living Self-Organizing Maps (abstract) |
| 16:50 | Network Community Cluster-Based Analysis for the Identification of Potential Leukemia Drug Targets (abstract) |
| 17:15 | Simultaneous display of front and back sides of spherical SOM for health data analysis (abstract) |
17:20-17:30
Conference Closing