SOCIAL HOUSEKEEPING THROUGH INTERCOMMUNICATING APPLIANCES AND SHARED RECIPES MERGING IN A PERVASIVE WEB-SERVICES INFRASTRUCTURE The intelligence of the Social Network, first achievements on FIS A peculiar scientific problem B. Apolloni and team B. Apolloni, S. Bassis, GL Galliani, L. Ferrari, M. Gioia Pisa 10/12/2014
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The intelligence of the Social Network, first achievements on FIS A peculiar scientific problem B. Apolloni and team B. Apolloni, S. Bassis, GL Galliani,
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SOCIAL HOUSEKEEPING THROUGH INTERCOMMUNICATING APPLIANCES AND SHARED RECIPES MERGING IN A PERVASIVE WEB-SERVICES INFRASTRUCTURE
The intelligence of the Social Network, first achievements on FIS
A peculiar scientific problem
B. Apolloni and team
B. Apolloni, S. Bassis, GL Galliani, L. Ferrari, M. Gioia
Pisa 10/12/2014
SOCIAL HOUSEKEEPING THROUGH INTERCOMMUNICATING APPLIANCES AND SHARED RECIPES MERGING IN A PERVASIVE WEB-SERVICES INFRASTRUCTURE
Lead philosophy
I don’t know how optimally operate my appliances, hence I ask the network
The network learns to optimally satisfy the user request on the basis of the informative triplet
<task|recipe|evaluation> The social feature of the network stands in the members’
contribution in terms of profiles (of them and their appliances) and log of the above triplets
SOCIAL HOUSEKEEPING THROUGH INTERCOMMUNICATING APPLIANCES AND SHARED RECIPES MERGING IN A PERVASIVE WEB-SERVICES INFRASTRUCTURE
Recipe production is an adaptation process
Start from a base recipe
Improve it on the basis of ◦the feedback, and ◦operational rules
SOCIAL HOUSEKEEPING THROUGH INTERCOMMUNICATING APPLIANCES AND SHARED RECIPES MERGING IN A PERVASIVE WEB-SERVICES INFRASTRUCTUREA peculiar cognitive problem
Recipes are sequences of parameter/value pairs.
Tasks and evaluations are sets of both crisp and fuzzy variables.
Fuzzy quantifiers do not refer to a specific metric space
LEARNING FROM NOWHERE
but
SOCIAL HOUSEKEEPING THROUGH INTERCOMMUNICATING APPLIANCES AND SHARED RECIPES MERGING IN A PERVASIVE WEB-SERVICES INFRASTRUCTURE
The overall procedure in three steps Mining Fuzzy System Inference Reinforcement learning