Ioana Giurgiu  Ioana Giurgiu photo         

contact information

Research Staff Member
Zurich Research Laboratory, Zurich, Switzerland


Professional Associations

Professional Associations:  ACM  |  IEEE


MTEX-CNN: Multivariate Time series EXplanations for Predictions with Convolutional Neural Networks
Roy Assaf, Ioana Giurgiu, Frank Bagehorn, Anika Schumann
ICDM, 2019

Additive Explanations for Anomalies Detected from Multivariate Temporal Data
Ioana Giurgiu, Anika Schumann
CIKM, 2019

Explainable Failure Predictions with RNN Classifiers based on Time Series Data
Ioana Giurgiu, Anika Schumann
Network Interpretability for Deep Learning Workshop @ AAAI, 2019


Predicting DRAM Reliability in the Field with Machine Learning
Ioana Giurgiu, Jacint Szabo, Dorothea Wiesmann, John Bird
ACM/IFIP/USENIX International Middleware Conference, 2017

"Memory Loss" in Commodity Hardware? Predicting DIMM Failures with Machine Learning
Ioana Giurgiu, Dorothea Wiesmann, John Bird
ACM SYSTOR Conference on Systems and Storage, 2017

On the adoption and impact of predictive analytics for server incident reduction
Ioana Giurgiu, Dorothea Wiesmann, Jasmina Bogojeska, David Lanyi, George Stark, Rodney Wallace, Marcelo Pereira, Alexander Hidalgo
IBM Journal of Research and Development 61(1), 2017


Predicting Disk Replacement towards Reliable Data Centers
Mirela Botezatu, Ioana Giurgiu, Jasmina Bogojeska, Dorothea Wiesmann
ACM SIGKDD Conference on Knowledge Discovery and Data Mining (KDD), 2016


Multi-View Incident Ticket Clustering for Optimal Ticket Dispatching
Mirela Botezatu, Jasmina Bogojeska, Ioana Giurgiu, Hagen Voelzer, Dorothea Wiesmann
ACM SIGKDD Conference on Knowledge Discovery and Data Mining (KDD), 2015

Comprehensible Models for Reconfiguring Enterprise Relational Databases to Avoid Incidents
Ioana Giurgiu, Mirela Botezatu, Dorothea Wiesmann
ACM International Conference on Information and Knowledge Management (CIKM), 2015

Do You Know How to Configure Your Enterprise Relational Database to Reduce Incidents?
Ioana Giurgiu, Adela-Diana Almasi, Dorothea Wiesmann
IFIP/IEEE Integrated Network Management Symposium (IM), 2015


Impact of HW and OS Type and Currency on Server Availability Derived from Problem Ticket Analysis
Jasmina Bogojeska, Ioana Giurgiu, David Lanyi, George Stark, Dorothea Wiesmann
NOMS, 2014

Analysis of Labor Efforts and Their Impact Factors to Solve Server Incidents in Datacenters
Ioana Giurgiu, Jasmina Bogojeska, Sergii Nikolaiev, George Stark, Dorothea Wiesmann
CCGrid, pp. 424--433, 2014

Failures Analysis of Virtual and Physical Machines: Patterns, Causes and Characteristics
Robert Birke, Ioana Giurgiu, Lydia Chen, Dorothea Wiesmann, Ton Engbersen
DSN, 2014


Classifying Server Behavior and Predicting Impact of Modernization Actions
Jasmina Bogojeska, David Lanyi, Ioana Giurgiu, George Stark, Dorothea Wiesmann
IFIP/IEEE 9th International Conference on Network and Service Management (CNSM), 2013


Integrating Cloud Applications with Mobile Devices: Design Principles and Performance Optimizations
Ioana Giurgiu
Ph.D. thesis, Swiss Federal Institute of Techonology Zurich (ETH), 2012

Understanding performance modeling for modular mobile-cloud applications
Ioana Giurgiu
ACM/SPEC 3rd WOSP/SIPEW International Conference on Performance Engineering (ICPE), pp. 259--262, ACM, 2012

Enabling Efficient Placement of Virtual Infrastructures in the Cloud
Ioana Giurgiu, Claris Castillo, Asser Tantawi, Malgorzata Steinder
ACM/IFIP/USENIX 13th Middleware Conference, pp. 332--353, Springer, 2012

Dynamic software deployment from clouds to mobile devices
Ioana Giurgiu, Oriana Riva, Gustavo Alonso
ACM/IFIP/USENIX 13th Middleware Conference, pp. 394--414, Springer, 2012


Mobile phones as a gateway to cloud computing
Ioana Giurgiu
ACM European Conference on Computer Systems (Eurosys), Doctoral Workshop, 2010


Semanta - Semantic Email in Action
Simon Scerri, Ioana Giurgiu, Brian Davis, Siegfried Handschuh
6th European Semantic Web Conference, pp. 883-887, 2009

Calling the cloud: enabling mobile phones as interfaces to cloud applications
Ioana Giurgiu, Oriana Riva, Dejan Juric, Ivan Krivulev, Gustavo Alonso
ACM/IFIP/USENIX 10th Middleware Conference, pp. 83--102, Springer, 2009