Risk-based multi-factor authentication
A system for risk-based multi-factor authentication having a multi-dimensional time series data server configured to monitor and record a network's traffic data and to serve the traffic data to other modules and a directed computation graph module configured to receive network traffic data from the multi-dimensional time series data server, determine a network traffic baseline from the network traffic data, and determine a verification score needed before granting access based at least in part by the network traffic baseline. A plurality of verification methods build up a user's verification score to required level to gain access.
1 . A system for risk-based multi-factor authentication, comprising:
a computing device comprising a memory and a processor, the computing device being connected to a network; and
a plurality of programming instructions stored in the memory of, and operable on the processor of, the computing device, wherein the plurality of programming instructions, when operating on the processor, causes the computing device to:
establish a baseline network profile associated with a user from time series traffic data for the network;
maintain an evolving network profile associated with the user based on network traffic and activities of the user;
analyze the network traffic using machine learning techniques to identify a cybersecurity threat to the network;
when the user attempts to access a network resource, require a response to a first additional verification at a required verification level from the user, wherein the required verification level is determined, at least in part, on the evolving network profile associated with the user, a type of the network resource, the identified cybersecurity threat, and a location of the attempted access;
determine, based on receipt of the required response to the first additional verification, whether the required response meets the required verification level; and
if the required response meets the required verification level, grant the requested access to the network resource.
2 . The system of claim 1 , wherein:
if the required verification level has not been met:
require a response to a second additional verification from the user;
determine whether the required response to the second additional verification meets the required verification level; and
if the required response meets the required verification level, grant the requested access to the network resource.
3 . The system of claim 1 , wherein the required verification level is determined further based on a security level associated with the network resource.
4 . The system of claim 1 , wherein the time series data further comprises the origin of the attempted access.
5 . The system of claim 1 , wherein the required verification level includes a visual verification of a credential associated with the user.
6 . The system of claim 1 , wherein the required verification level includes a biometric verification of a credential associated with the user.
7 . The system of claim 1 , wherein the required verification level includes information obtained from untrusted parties.
8 . The system of claim 1 , wherein the required verification level includes information associated with a user device associated with the user that is used to access the network resource.
9 . A method for risk-based multi-factor authentication, comprising the steps of:
using a plurality of programming instructions stored in the memory of, and operable on the processor of, a computing device:
establishing a baseline network profile associated with a user from time series traffic data for the network;
maintaining an evolving network profile associated with the user based on network traffic and activities of the user;
analyzing the network traffic using machine learning techniques to identify a cybersecurity threat to the network;
when the user attempts to access a network resource, requiring a response to a first additional verification at a required verification level from the user, wherein the required verification level is determined, at least in part, on the evolving network profile associated with the user, a type of the network resource, the identified cybersecurity threat, and a location of the attempted access;
determining, based on receipt of the required response to the first additional verification, whether the required response meets the required verification level; and
if the required response meets the required verification level, granting the requested access to the network resource.
10 . The method of claim 9 , wherein:
if the required verification level has not been met:
requiring a response to a second additional verification from the user;
determining whether the required response to the second additional verification meets the required verification level; and
if the required response meets the required verification level, granting the requested access to the network resource.
11 . The method of claim 9 , wherein the required verification level is determined further based on a security level associated with the network resource.
12 . The method of claim 9 , wherein the time series data further comprises the origin of the attempted access.
13 . The method of claim 9 , wherein the required verification level includes a visual verification of a credential associated with the user.
14 . The method of claim 9 , wherein the required verification level includes a biometric verification of a credential associated with the user.
15 . The method of claim 9 , wherein the required verification level includes information obtained from untrusted parties.
16 . The method of claim 9 , wherein the required verification level includes information associated with a user device associated with the user that is used to access the network resource.