Tamper-Evident Complex Genomic Networks

08/20/2017
by   Komal Batool, et al.
0

Networks are important storage data structures now used to store personal information of individuals around the globe. With the advent of personal genome sequencing, networks are going to be used to store personal genomic sequencing of people. In contrast to social media networks, the importance of relationships in this genomic network is extremely significant. Losing connections between individuals thus implies losing relationship information (E.g. father or son etc.). There currently exists a considerably serious problem in the current approach to storing network data. Simply stated, network data is not tamper-evident. In other words, if some links or nodes were changed/removed/added by a malicious attacker, it would be impossible for the administrator to detect such changes. While, in the current age of social media networks, change in node characteristics and links can be bad in terms of relationships, in the case of networks for storing personal genomes, the results could be truly devastating. Here we present a scheme for building tamper-evident networks using a combination of Cryptographic and Ego-based Network analytic methods. Using actual published data-sets, we also demonstrate the utility and validity of the scheme besides demonstrating its working in various possible scenarios of usage. Results from the extensive experiments demonstrate the validity of the proposed approach.

READ FULL TEXT

page 1

page 2

page 3

page 4

research
12/16/2020

Building and Using Personal Knowledge Graph to Improve Suicidal Ideation Detection on Social Media

A large number of individuals are suffering from suicidal ideation in th...
research
12/13/2021

Survey of Generative Methods for Social Media Analysis

This survey draws a broad-stroke, panoramic picture of the State of the ...
research
07/16/2020

On Predicting Personal Values of Social Media Users using Community-Specific Language Features and Personal Value Correlation

Personal values have significant influence on individuals' behaviors, pr...
research
08/18/2022

Incidental Data: Observation of Privacy Compromising Data on Social Media Platforms

Social media plays an important role for a vast majority in one's intern...
research
05/04/2020

Ten Questions in Lifelog Mining and Information Recall

With the advance of science and technology, people are used to record th...
research
02/12/2019

Coloring in the Links: Capturing Social Ties as They are Perceived

The richness that characterizes relationships is often absent when they ...
research
02/14/2018

Generative Models for Spear Phishing Posts on Social Media

Historically, machine learning in computer security has prioritized defe...

Please sign up or login with your details

Forgot password? Click here to reset