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Grupo de investigación ofrece experiencia en análisis de datos (clustering y visualización) y aprendizaje (clasificación, estimación de densidad)

Resumen

Tipo:
Oferta Tecnológica
Referencia:
TOFR20160811005
Publicado:
20/03/2017
Caducidad:
20/03/2018
Resumen:
Un grupo de investigación de un instituto francés de informática y matemáticas aplicadas ofrece su experiencia técnica en el desarrollo de una metodología estadística de análisis de datos (clustering, visualización) y aprendizaje (clasificación, estimación de densidad). En este contexto, el objetivo del grupo de investigación es diseñar modelos generativos significativos para datos complejos notorios, por ejemplo, datos estructurados combinados, ignorados por la literatura. El grupo de investigación busca socios industriales y académicos con el fin de establecer acuerdos de investigación o cooperación técnica.




Details

Tittle:
Expertise offered in data analysis (clustering and visualisation) and learning (classification and density estimation).
Summary:
A research group of a French national institute for computer science and applied mathematics offers its technical expertise in developing statistical methodology for data analysis (clustering, visualization) and learning (classification, density estimation). It offers to industry and academia a collaboration under a research or a technical cooperation agreement.
Description:
The French research group is part of the French National Institute for computer science and applied mathematics. The Institute is organized in project teams bringing together researchers with complementary skills to focus on specific scientific projects. With this open, agile model, it is able to explore original approaches with its partners in industry and academia. It transfers expertise and research results to companies (startups, SMEs and major multinationals) in fields as diverse as healthcare, transport, energy, communications, security and privacy protection, smart cities and the factory of the future.

In this line, the research group focuses on statistical methodology for:
- data analysis : clustering, visualization
- learning : classification and density estimation

In this context, the core of the team´s work is to design meaningful generative models for prominent complex data, i.e. mixed structured data, which are still almost ignored in the literature.

The team scientific objectives are split into two main methodological directions which are generative model design and data visualization through such models. In each case, several means of dissemination are considered towards academic and/or industrial communities.

Potential application areas of statistical modeling for mixed data are credit scoring, marketing, environment, medical, economic, hydrology, among other, but the research team favors applications related to biology, phylogeny, genetics and medicine. Members of the team are already experienced in these directions with complementary skills.

It offers to collaborate under research or technical cooperation agreements with industry and academia.
Advantages and Innovations:
- Joint project team of distinguished scientists from several specialized science institutions
- Part of a collaborative research programme with innovative SMEs enhancing technology transfer
- Experience in funding projects (FP7, H2020)
- Experience working with the industry - from startups to multinationals
Stage of Development:
Under development/lab tested
IPs:
Other

Partner sought

Type and Role of Partner Sought:
Partners can be from the industry, ranging from startups to multinationals, as well as from academia.

Areas of application include:
- credit scoring: client classification and definition of rules for credit allocation per client category, for example;
- logistics: based on the history of sales and external data, defining of product sales categories and laws in order to then predict sales;
- distribution: client segmentation marketing methods based on sales; definition of turnover objectives per sales point based on different conditions (size, placement, number of employees, etc.);
- insurance: online comparison of insurance offers based on "lead" analysis from a form;
- industry: process and quality control optimization;
- pharmaceuticals: definition of the relevant medicine based on the patient´s genetic profile (1 million variables) - personalized medicine;
- etc.

The research team is particularly interested in collaborating on biology, phylogeny, genetics and medicine client projects. Members of the team are already experienced in these directions with complementary skills.

The French research group offers to collaborate under technical or research cooperation agreements.

Client

Type and Size of Client:
R&D Institution
Already Engaged in Trans-National Cooperation:
Si
Languages Spoken:
English
French

Keywords

Technology Keywords:
01003010 Databases, Database Management, Data Mining
01005005 Filtrado de información, semántica, estadística
01003013 Information Technology/Informatics
08002001 Métodos de análisis y detección