Data discovery and anomaly detection using atypicality: Theory

A Høst-Madsen, E Sabeti… - IEEE Transactions on …, 2019 - ieeexplore.ieee.org
A central question in the era of big data is what to do with the enormous amount of
information. One possibility is to characterize it through statistics, eg, averages, or classify it …

Simultaneous correspondence and non-rigid 3D reconstruction of the coronary tree from single X-ray images

E Serradell, A Romero, R Leta, C Gatta… - … on Computer Vision, 2011 - ieeexplore.ieee.org
We present a novel approach to simultaneously reconstruct the 3D structure of a non-rigid
coronary tree and estimate point correspondences between an input X-ray image and a …

Data discovery and anomaly detection using atypicality for real-valued data

E Sabeti, A Høst-Madsen - Entropy, 2019 - mdpi.com
The aim of using atypicality is to extract small, rare, unusual and interesting pieces out of big
data. This complements statistics about typical data to give insight into data. In order to find …

Anomaly detection for individual sequences with applications in identifying malicious tools

S Siboni, A Cohen - Entropy, 2020 - mdpi.com
Anomaly detection refers to the problem of identifying abnormal behaviour within a set of
measurements. In many cases, one has some statistical model for normal data, and wishes …

Coding of graphs with application to graph anomaly detection

A Host-Madsen, J Zhang - 2018 IEEE International Symposium …, 2018 - ieeexplore.ieee.org
This paper has dual aims. First is to develop practical universal coding methods for
unlabeled graphs. Second is to use these for graph anomaly detection. The paper develops …

Graph coding for model selection and anomaly detection in gaussian graphical models

M Abolfazli, A Høst-Madsen, J Zhang… - … on Information Theory …, 2021 - ieeexplore.ieee.org
A classic application of description length is for model selection with the minimum
description length (MDL) principle. The focus of this paper is to extend description length for …

How interesting images are: An atypicality approach for social networks

E Sabeti - 2016 IEEE International Conference on Big Data …, 2016 - ieeexplore.ieee.org
With the exponential growth in information,“Big Data,” a key question is what to do with this
information. A classic possibility is to characterize it through statistics. The perspective in this …

Atypicality for Heart Rate Variability Using a Pattern-Tree Weighting Method

E Sabeti, A Høst-Madsen - arxiv preprint arxiv:1710.07319, 2017 - arxiv.org
Heart rate variability (HRV) is a vital measure of the autonomic nervous system functionality
and a key indicator of cardiovascular condition. This paper proposes a novel method, called …