Efrat Vilenski

Ph.D. candidate at Dept. of Industrial Engineering at Ben Gurion University,
Supervised by Dr Jonathan Rosenblatt.
My research focuses on visual analytics of unsupervised multivariate anomaly detection algorithems. With focus on industrial IoT use cases, creating dashboards combining power of data pre-processing with machine learning methods and interactive visualizations.


I am interested in solving real-world complex data problems. Creating systems, incorporating ideas and algorithms from several fields such as multivariate statistics, robust statistics, process control, machine learning and network analysis.


Contact:                    

 


Featured Projects


MultiNav R packadge
Challenge: Efficient exploratory data analysis and anomaly detection of multivariate data.
Scope: Process data streams, compute multivariate summaries and create interactive displays.
Links: [Github] [Documentation].
Note: To get updates on packadge development news - Subscribe to MultiNav Mailing list.

 

Agriculture Sensors Anomaly Detection - Use Case
Challenge: Identifying outliers in highly correlated sensor streams, to ensure decisions are made only based on quality data. [Published paper].
Scope: Evaluating several multivariate methods for anomaly detection and relevant visualizations.
Visualizations: Sensors data exploration: [Demo] | Anomaly scores comparison [Demo]

 

Bearing Malfunctions - Use Case
Challenge: Bearing process control and diagnostics by usage of high frequency vibration sensors.
Scope: TBD. Collaboration with Bortman lab.
Visualizations: Vibration sensors exploration: [Demo 1] | [Demo 2]

 

 


Data Visualizations Playground


Multivariate Data Visualizations

 
Collection of techniques to visualize and explore data sets with many variables. [Link]

 

D3.js Blocks
 
Simple snippets to demonstrate ideas or to facilitate learning's. [Link]

 


Interactive charts in R
Collection of links and code examples for a session on interactive charts @ Israel R user Group
[ Link ]

 

Interactive charts in JS
Presenation of javascript interactive charts tricks to accompany invited talks.
[ Link ]

 

Spirograph Math Art
Art based on geometrical shapes created with mathematical functions.
[ Link ]

 



Work Experience


2017 - Now Ben-Gurion University / Industrial Engineering
  Teaching: Introduction to Databases & Introduction to Business Intelligence & Data Mining
2017 - Now Volcani Center
  Data Research, PLF Lab
2016 - 2017 Phytech
  Data Scientist
2003-2015 Intel
  Automation Engineer and Data Analyst