CAEPIA
II Workshop in Big Data and Scalable Data Analytics
In recent years, with advances in technology in various areas such as sensors, communications, internet or databases, the amount of data being generated and stored is increasing, to the extent that 90% of the world's data has been generated in recent years. This large amount of data and the technologies that process it is the area known as "big data". Today, the analysis and interpretation of large volumes of data represent a fundamental need for the extraction of useful and valuable knowledge for our socio-economic environment.
The development of tools capable of processing the data and providing an associated value arises from Google's MapReduce paradigm, and its implementation in open source, Hadoop. Many other tools have been developed to address the limitations of this paradigm. As an example, the Apache Spark platform is a new system for the development of algorithms that use memory processing faster than Hadoop processing and without its limitations in iterative processes.
With the BigDADE workshop, we want to encourage the participation of researchers working in the field of data mining, who have focused their attention on the scalability of learning algorithms as well as on the development of proposals focused on Big Data technologies, both algorithmic and applied. It will be an opportunity to present results and exchange ideas about this line of research, both from experts in the field and from those interested in approaching it.
Chairs
- Amparo Alonso Betanzos, University of A Coruña, Email: ciamparo@udc.es
- María José del Jesus, University of Jaén, Email: mjjesus@ujaen.es
- Francisco Herrera, University of Granada, Email: herrera@decsai.ugr.es
Granada
Granada está indefensa ante la gente; pues ante los halagos nada ni nadie tiene manera de defenderse - Federico García Lorca
Topics
Topics of interest for this Workshop include (but are not limited to) the following:
- Scalable knowledge discovery
- Scalability and efficiency in data analytics
- Visualization for Big Data
- Big Data Knowledge Discovery
- Grading algorithms for Big Data
- Clustering algorithms for Big Data
- Association rules extraction algorithms for Big Data
- Algorithms for mass data flow in Big Data
- Social Network Data Analysis with Big Data Technology
- Deep Learning
- Tools for knowledge extraction in Big Data
- Computational Intelligence in Analytics Big Data
- Treatment of Big Data Analytics Uncertainty
- Big Data Analytics and Cloud Computing
- Applications in Big Data Analytics: security, medicine, bioinformatics, social networks, industry, teaching, etc.
Program Committee
| Researcher | Institution |
|---|---|
| Amparo Alonso Betanzos | Universidade da Coruña |
| Jaume Bacardit | Newcastle University |
| Antonio Bahamonde | University of Oviedo |
| José Manuel Benítez | University of Granada |
| Concha Bielza | Technical University of Madrid |
| Verónica Bolón | Universidade da Coruña |
| David Camacho | Autonomous University of Madrid |
| Andrés Cano | University of Granada |
| Emilio Corchado | University of Salamanca |
| Oscar Cordón | University of Granada |
| Juan José del Coz | University of Oviedo |
| María José del Jesus | University of Jáen |
| Javier del Ser | Tecnalia |
| José Dorronsoro | Autonomous University of Madrid |
| Anibal Figueiras | Carlos III University of Madrid |
| Mikel Galar | Public University of Navarra |
| José A. Gámez | University of Castilla la Mancha |
| Salvador García | University of Granada |
| Cesar García-Osorio | University of Burgos |
| Nicolás García-Pedrajas | University of Córdoba |
| Manuel Gómez-Olmedo | University of Granada |
| Pedro González | University of Jaén |
| Bertha Guijarro | Universidade da Coruña |
| Francisco Herrera | University of Granada |
| Pedro Larrañaga | Technical University of Madrid |
| Victoria López | Universidad Complutense de Madrid |
| José Antonio Lozano | University of the Basque Country |
| David Martínez | University College of London |
| Antonio Peregrín | University of Huelva |
| José M. Puerta | University of Castilla la Mancha |
| José Riquelme | University of Sevilla |
| Antonio Jesús Rivera | University of Jaén |
| Antonio Salmerón | University of Almería |
| Isaac Triguero | Gent University |
| Alicia Troncoso | Pablo de Olavide University |
| Sebastián Ventura | University of Córdoba |
Submission & formatting
Instructions on the type of work, its preparation and dispatch via the EasyChair platform are the same as for the rest of the conference and can be found at CfP CAEPIA.