Myrror: una piattaforma per Holistic User Modeling e Quantified Self

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Contributo per il convegno ITAL-IA 2019 - Roma, 18 Marzo 2019 - Primo Convegno Italiano CINI su Intelligenza Artificiale

Technology

@cataldomusto cataldo.musto@uniba.it
Myrror: una piattaforma per
Holistic User Modeling e Quantified Self
CATALDO MUSTO, GIOVANNI SEMERARO, MARCO DE GEMMIS, PASQUALE LOPS
UNIVERSITÀ DEGLI STUDI DI BARI ‘ALDO MORO’ - ITALY

The ‘Egosystem’
Cataldo Musto, Giovanni Semeraro, Pasquale Lops, Marco de Gemmis.
Myrror: una piattaforma per Holistic User Modeling e Quantified Self. Convegno Ital-IA 2019, Roma, 18 Marzo 2019

We have 27 online identities (*)
Cataldo Musto, Giovanni Semeraro, Pasquale Lops, Marco de Gemmis.
Myrror: una piattaforma per Holistic User Modeling e Quantified Self. Convegno Ital-IA 2019, Roma, 18 Marzo 2019
(*) Survey by Intel Security

Data Silos Problem
Cataldo Musto, Giovanni Semeraro, Pasquale Lops, Marco de Gemmis.
Myrror: una piattaforma per Holistic User Modeling e Quantified Self. Convegno Ital-IA 2019, Roma, 18 Marzo 2019

Research Questions
‘’ Is it possible to build a
unique representation of
the user merging data
extracted from personal
devices with data
extracted from social
networks? ‘’
Cataldo Musto, Giovanni Semeraro, Pasquale Lops, Marco de Gemmis.
Myrror: una piattaforma per Holistic User Modeling e Quantified Self. Convegno Ital-IA 2019, Roma, 18 Marzo 2019

Holistic User Model
Affects
Demographics
Interests
Behaviors
Social
Relations
Knowledge
and Skills
Physical
States
Cognitive
Aspects
Cataldo Musto, Giovanni Semeraro, Pasquale Lops, Marco de Gemmis.
Myrror: una piattaforma per Holistic User Modeling e Quantified Self. Convegno Ital-IA 2019, Roma, 18 Marzo 2019

Holistic User Modeling Workflow
Cataldo Musto, Giovanni Semeraro, Pasquale Lops, Marco de Gemmis.
Myrror: una piattaforma per Holistic User Modeling e Quantified Self. Convegno Ital-IA 2019, Roma, 18 Marzo 2019

Data Visualization - Login
Cataldo Musto, Giovanni Semeraro, Pasquale Lops, Marco de Gemmis.
Myrror: una piattaforma per Holistic User Modeling e Quantified Self. Convegno Ital-IA 2019, Roma, 18 Marzo 2019

Data Visualization – Linking Identities
Cataldo Musto, Giovanni Semeraro, Pasquale Lops, Marco de Gemmis.
Myrror: una piattaforma per Holistic User Modeling e Quantified Self. Convegno Ital-IA 2019, Roma, 18 Marzo 2019

Data Visualization – Controlling Data Exposure
Cataldo Musto, Giovanni Semeraro, Pasquale Lops, Marco de Gemmis.
Myrror: una piattaforma per Holistic User Modeling e Quantified Self. Convegno Ital-IA 2019, Roma, 18 Marzo 2019

Data Visualization – User Interests
Cataldo Musto, Giovanni Semeraro, Pasquale Lops, Marco de Gemmis.
Myrror: una piattaforma per Holistic User Modeling e Quantified Self. Convegno Ital-IA 2019, Roma, 18 Marzo 2019

Data Visualization – Sleep Monitoring
Cataldo Musto, Giovanni Semeraro, Pasquale Lops, Marco de Gemmis.
Myrror: una piattaforma per Holistic User Modeling e Quantified Self. Convegno Ital-IA 2019, Roma, 18 Marzo 2019

Research Contributions
Holistic User Profiling
◦ Conceptual model based on eight different facets
◦ Built by merging the digital footprints gathered from several
heterogeneous sources
◦ Overcomes data silos problem!
Myrror
◦ Platform supporting the creation of holistic user profiles
◦ Users have full control over the data extracted and exposed
◦ Profiles are made available through a REST Api to third-party
services and developers
Cataldo Musto, Giovanni Semeraro, Pasquale Lops, Marco de Gemmis.
Myrror: una piattaforma per Holistic User Modeling e Quantified Self. Convegno Ital-IA 2019, Roma, 18 Marzo 2019

Ongoing Work
Data Sources
◦Introduction of more sources for modeling user profiles
Data Processing and Enrichment
◦Room for improvement: many algorithms can be
integrated to implicitly infer users’ data from rough data
Experimental Evaluation
◦ Definition of an experimental scenario to assess about the
effectiveness of holistic user profiles.
Cataldo Musto, Giovanni Semeraro, Pasquale Lops, Marco de Gemmis.
Myrror: una piattaforma per Holistic User Modeling e Quantified Self. Convegno Ital-IA 2019, Roma, 18 Marzo 2019

Thank you!
cataldo.musto@uniba.it
@cataldomusto
Want to try Myrror?
Contacts
Contact us! Working Online Demo
Cataldo Musto, Giovanni Semeraro, Pasquale Lops, Marco de Gemmis.
Myrror: una piattaforma per Holistic User Modeling e Quantified Self. Convegno Ital-IA 2019, Roma, 18 Marzo 2019

Keynote speech given at the 7th Workshop on the Reliability of Intelligent Environments (Rome, 26 June 2018) http://www.ugr.es/~worie/2018/ Abstract: The definition of Intelligent Environments has always been focused around their *users*, aiming at helping them in a smart and transparent way, and avoiding bothering them or acting against their will. The complexity of IEs, whose technologies range from sensors to machine learning, from distributed architectures to tangible interfaces, from communication protocols to data analysis, challenges researchers from various fields to contribute innovative and effective solutions. In this quest for technical solutions to the myriad requirements of an intelligent environments, user expectations are often left behind, and while researchers tend to focus on niche technical aspects, they risk of losing the big picture of an IE ``helping users in their daily life''.

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Myrror: una piattaforma per Holistic User Modeling e Quantified Self

1. @cataldomusto cataldo.musto@uniba.it Myrror: una piattaforma per Holistic User Modeling e Quantified Self CATALDO MUSTO, GIOVANNI SEMERARO, MARCO DE GEMMIS, PASQUALE LOPS UNIVERSITÀ DEGLI STUDI DI BARI ‘ALDO MORO’ - ITALY

2. The ‘Egosystem’ Cataldo Musto, Giovanni Semeraro, Pasquale Lops, Marco de Gemmis. Myrror: una piattaforma per Holistic User Modeling e Quantified Self. Convegno Ital-IA 2019, Roma, 18 Marzo 2019

3. We have 27 online identities (*) Cataldo Musto, Giovanni Semeraro, Pasquale Lops, Marco de Gemmis. Myrror: una piattaforma per Holistic User Modeling e Quantified Self. Convegno Ital-IA 2019, Roma, 18 Marzo 2019 (*) Survey by Intel Security

4. Data Silos Problem Cataldo Musto, Giovanni Semeraro, Pasquale Lops, Marco de Gemmis. Myrror: una piattaforma per Holistic User Modeling e Quantified Self. Convegno Ital-IA 2019, Roma, 18 Marzo 2019

5. Research Questions ‘’ Is it possible to build a unique representation of the user merging data extracted from personal devices with data extracted from social networks? ‘’ Cataldo Musto, Giovanni Semeraro, Pasquale Lops, Marco de Gemmis. Myrror: una piattaforma per Holistic User Modeling e Quantified Self. Convegno Ital-IA 2019, Roma, 18 Marzo 2019

6. Holistic User Model Affects Demographics Interests Behaviors Social Relations Knowledge and Skills Physical States Cognitive Aspects Cataldo Musto, Giovanni Semeraro, Pasquale Lops, Marco de Gemmis. Myrror: una piattaforma per Holistic User Modeling e Quantified Self. Convegno Ital-IA 2019, Roma, 18 Marzo 2019

7. Holistic User Modeling Workflow Cataldo Musto, Giovanni Semeraro, Pasquale Lops, Marco de Gemmis. Myrror: una piattaforma per Holistic User Modeling e Quantified Self. Convegno Ital-IA 2019, Roma, 18 Marzo 2019

8. Holistic User Modeling Workflow Cataldo Musto, Giovanni Semeraro, Pasquale Lops, Marco de Gemmis. Myrror: una piattaforma per Holistic User Modeling e Quantified Self. Convegno Ital-IA 2019, Roma, 18 Marzo 2019

9. Holistic User Modeling Workflow Cataldo Musto, Giovanni Semeraro, Pasquale Lops, Marco de Gemmis. Myrror: una piattaforma per Holistic User Modeling e Quantified Self. Convegno Ital-IA 2019, Roma, 18 Marzo 2019

10. Holistic User Modeling Workflow Cataldo Musto, Giovanni Semeraro, Pasquale Lops, Marco de Gemmis. Myrror: una piattaforma per Holistic User Modeling e Quantified Self. Convegno Ital-IA 2019, Roma, 18 Marzo 2019

11. Holistic User Modeling Workflow Cataldo Musto, Giovanni Semeraro, Pasquale Lops, Marco de Gemmis. Myrror: una piattaforma per Holistic User Modeling e Quantified Self. Convegno Ital-IA 2019, Roma, 18 Marzo 2019

12. Holistic User Modeling Workflow Cataldo Musto, Giovanni Semeraro, Pasquale Lops, Marco de Gemmis. Myrror: una piattaforma per Holistic User Modeling e Quantified Self. Convegno Ital-IA 2019, Roma, 18 Marzo 2019

13. Data Visualization - Login Cataldo Musto, Giovanni Semeraro, Pasquale Lops, Marco de Gemmis. Myrror: una piattaforma per Holistic User Modeling e Quantified Self. Convegno Ital-IA 2019, Roma, 18 Marzo 2019

14. Data Visualization – Linking Identities Cataldo Musto, Giovanni Semeraro, Pasquale Lops, Marco de Gemmis. Myrror: una piattaforma per Holistic User Modeling e Quantified Self. Convegno Ital-IA 2019, Roma, 18 Marzo 2019

15. Data Visualization – Controlling Data Exposure Cataldo Musto, Giovanni Semeraro, Pasquale Lops, Marco de Gemmis. Myrror: una piattaforma per Holistic User Modeling e Quantified Self. Convegno Ital-IA 2019, Roma, 18 Marzo 2019

16. Data Visualization – User Interests Cataldo Musto, Giovanni Semeraro, Pasquale Lops, Marco de Gemmis. Myrror: una piattaforma per Holistic User Modeling e Quantified Self. Convegno Ital-IA 2019, Roma, 18 Marzo 2019

17. Data Visualization – Sleep Monitoring Cataldo Musto, Giovanni Semeraro, Pasquale Lops, Marco de Gemmis. Myrror: una piattaforma per Holistic User Modeling e Quantified Self. Convegno Ital-IA 2019, Roma, 18 Marzo 2019

18. Research Contributions Holistic User Profiling ◦ Conceptual model based on eight different facets ◦ Built by merging the digital footprints gathered from several heterogeneous sources ◦ Overcomes data silos problem! Myrror ◦ Platform supporting the creation of holistic user profiles ◦ Users have full control over the data extracted and exposed ◦ Profiles are made available through a REST Api to third-party services and developers Cataldo Musto, Giovanni Semeraro, Pasquale Lops, Marco de Gemmis. Myrror: una piattaforma per Holistic User Modeling e Quantified Self. Convegno Ital-IA 2019, Roma, 18 Marzo 2019

19. Ongoing Work Data Sources ◦Introduction of more sources for modeling user profiles Data Processing and Enrichment ◦Room for improvement: many algorithms can be integrated to implicitly infer users’ data from rough data Experimental Evaluation ◦ Definition of an experimental scenario to assess about the effectiveness of holistic user profiles. Cataldo Musto, Giovanni Semeraro, Pasquale Lops, Marco de Gemmis. Myrror: una piattaforma per Holistic User Modeling e Quantified Self. Convegno Ital-IA 2019, Roma, 18 Marzo 2019

20. Thank you! cataldo.musto@uniba.it @cataldomusto Want to try Myrror? Contacts Contact us! Working Online Demo Cataldo Musto, Giovanni Semeraro, Pasquale Lops, Marco de Gemmis. Myrror: una piattaforma per Holistic User Modeling e Quantified Self. Convegno Ital-IA 2019, Roma, 18 Marzo 2019

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