Session Analysis using Plan Recognition

06/20/2017
by   Reuth Mirsky, et al.
0

This paper presents preliminary results of our work with a major financial company, where we try to use methods of plan recognition in order to investigate the interactions of a costumer with the company's online interface. In this paper, we present the first steps of integrating a plan recognition algorithm in a real-world application for detecting and analyzing the interactions of a costumer. It uses a novel approach for plan recognition from bare-bone UI data, which reasons about the plan library at the lowest recognition level in order to define the relevancy of actions in our domain, and then uses it to perform plan recognition. We present preliminary results of inference on three different use-cases modeled by domain experts from the company, and show that this approach manages to decrease the overload of information required from an analyst to evaluate a costumer's session - whether this is a malicious or benign session, whether the intended tasks were completed, and if not - what actions are expected next.

READ FULL TEXT

page 1

page 2

page 3

page 4

research
11/14/2019

Partial-Order, Partially-Seen Observations of Fluents or Actions for Plan Recognition as Planning

This work aims to make plan recognition as planning more ready for real-...
research
07/10/2023

Formulating A Strategic Plan Based On Statistical Analyses And Applications For Financial Companies Through A Real-World Use Case

Business statistics play a crucial role in implementing a data-driven st...
research
09/24/2019

Active Goal Recognition

To coordinate with other systems, agents must be able to determine what ...
research
09/28/2017

Heuristic Online Goal Recognition in Continuous Domains

Goal recognition is the problem of inferring the goal of an agent, based...
research
04/03/2020

Fluent Session Programming in C#

We propose SessionC#, a lightweight session typed library for safe concu...
research
06/03/2011

Policy Recognition in the Abstract Hidden Markov Model

In this paper, we present a method for recognising an agent's behaviour ...
research
06/29/2021

Design an IT Policy Implementation Plan

Information technology (IT) companies implement multi-dimensional policy...

Please sign up or login with your details

Forgot password? Click here to reset