Enhanced Privacy Policy Prediction for User-Uploaded Images on Content Sharing Sites
Journal Title: International Journal of Engineering and Science Invention - Year 2018, Vol 7, Issue 12
Abstract
With the increasing volume of images users share through social sites, maintaining privacy has become a major problem, as demonstrated by a recent wave of publicized incidents where users inadvertently shared personal information. In light of these incidents, the need of tools to help users control access to their shared content is apparent. Toward addressing this need, we propose an Adaptive Privacy Policy Prediction (A3P) system to help users compose privacy settings for their images. We examine the role of social context, image content, and metadata as possible indicators of users’ privacy preferences. We propose a two-level framework which according to the user’s available history on the site, determines the best available privacy policy for the user’s images being uploaded. Our solution relies on an image classification framework for image categories which may be associated with similar policies, and on a policy prediction algorithm to automatically generate a policy for each newly uploaded image, also according to users’ social features. Over time, the generated policies will follow the evolution of users’ privacy attitude. We provide the results of our extensive evaluation over 5,000 policies, which demonstrate the effectiveness of our system, with prediction accuracies over 90 percent.
Authors and Affiliations
Rupali Ashok Narkhede, Madhuri R. Zawar
Keywords
Related Articles
- EP ID EP422033
- DOI -
- Views 87
- Downloads 0
Comparison Of Structural, Spectral And Thermal Properties Of Pure And L-Cystein Doped Bis Thiourea Cadmium Acetate (LBTCA)
Nonlinear optical single crystals of pure and L-cystein doped bis thiourea cadmium acetate were grown by slow evaporation technique at room temperature with water as solvent. The crystalline nature was confirmed by powde...
Comparison of different PV power simulation softwares: case study on performance analysis of 1 MW grid-connected PV solar power plant
Several simulation softwares have been developed to simulate and optimize photovoltaic system. Engineers and Researchers used these simulation tools for sizing of PV power plant, pre-feasibility analysis, and optimizatio...
An Empirical Relation Between SEP Proton Flux, CME Linear Speed And Flare Class
The effects of Solar Energetic Particle (SEP) events are well known in terms of the potential damages they can cause for space systems like satellites and space probes, health hazards to astronauts, electronic equipment...
A Systematic Review and Agenda for Future Research on Apache Hadoop Framework Tools
In this electronic life, growing number of organizations are facing the problem of a sudden increase in amount of data. Most of the data would decline under two categories – ordered and unordered. The more important piec...
Use of Natural Material – Clay for Sustainable Treatment of Water Polluted By Dyes
Apart from the colorful side of dyes, the harmful effects they impose on environment cannot be overlooked. Treatment of water containing these dye effluents is todays demand. For encouraging methods that are sustainable...