Intro
Preface
Conference Organization
Contents
Part I
Contents
Part II
Machine and Deep Learning
Identifying Optimal Clusters in Purchase Transaction Data
1 Introduction
2 Clustering Taxonomies
3 Cluster Validity Indices
4 Data Complexity Measures
5 Data Sets and Experimental Methodology
6 Results and Discussions
7 Conclusions
A Appendix
References
Artificial Organic Networks Approach Applied to the Index Tracking Problem
1 Introduction
1.1 Objectives and Limitations
2 The Proposed Approach
2.1 AON Properties

2.2 Artificial Hydrocarbon Networks Algorithm
3 Implementation Considerations
3.1 System Identification
3.2 Target Function Mathematical Formulation
3.3 Financial Analysis and Strategy
4 Preliminary Results
4.1 Experiment 1: Establishing a Regression
4.2 Experiment 2: Comparing MNLR Performance Vs. Other ML Techniques.
4.3 Experiment Three: Buy-and-Hold Strategy
4.4 Experiment 4: A Hybrid K-Means with AHN Algorithm
5 Conclusions and Future Work
References
Supervised Learning Approach for Section Title Detection in PDF Scientific Articles
1 Introduction

2 Related Works
3 Methodology
3.1 Dataset Creation
3.2 Classifiers Training and Testing
4 Results
5 Conclusion
References
Real-Time Mexican Sign Language Interpretation Using CNN and HMM
1 Introduction
2 Related Work
2.1 Methods
2.2 Techniques
2.3 Works About MSL in Mexico
3 Proposal
4 Dataset
4.1 Description
4.2 Participants
4.3 Data Acquisition
4.4 Dataset Standardization
5 Experiments and Results
5.1 Training
5.2 Results Experiment 1: Focus on Isolated Words
5.3 Results Experiment 2: Focus on Sentences
6 Conclusions

Measuring the Effect of Categorical Encoders in Machine Learning Tasks Using Synthetic Data
1 Introduction
2 General Methodology
2.1 Real-World Datasets
2.2 Synthetic Datasets
3 Experimental Results
3.1 Real-World Dataset
3.2 Synthetic-Datasets
4 Conclusions
Appendix
References
Long-Term Exploration in Persistent MDPs
1 Introduction
2 Related Work
3 Background
3.1 Markov Decision Processes
3.2 Persistent MDPs
4 Exploration via State Space Clustering
4.1 Similarity Model
4.2 Graph of Clusters
5 The Prince of Persia Domain
6 Experiments