Ioana Giurgiu

Publication Activity (10 Years)

Years Active: 2009-2024
Publications (10 Years): 17

Top Topics

Weighted Majority Voting

Visual Inspection

Machine Learning

Commodity Hardware

Top Venues

ECCV Workshops (7)

Publications

Thomas Frick, Diego Antognini, Ioana Giurgiu, Benjamin F. Grewe, Cristiano Malossi, Rong J. B. Zhu, Mattia Rigotti
MC Layer Normalization for calibrated uncertainty in Deep Learning. Trans. Mach. Learn. Res. 2024 (2024)
Thomas Frick, Diego Antognini, Mattia Rigotti, Ioana Giurgiu, Benjamin F. Grewe, Cristiano Malossi
Active Learning for Imbalanced Civil Infrastructure Data. CoRR (2022)
Mattia Rigotti, Christoph Miksovic, Ioana Giurgiu, Thomas Gschwind, Paolo Scotton
Attention-based Interpretability with Concept Transformers. ICLR (2022)
Lili Georgieva, Ioana Giurgiu, Serge Monney, Haris Pozidis, Viviane Potocnik, Mitch Gusat
CCA: An ML Pipeline for Cloud Anomaly Troubleshooting. AAAI (2022)
Klára Janousková, Mattia Rigotti, Ioana Giurgiu, Cristiano Malossi
Model-Assisted Labeling via Explainability for Visual Inspection of Civil Infrastructures. ECCV Workshops (7) (2022)
Klára Janouskova, Mattia Rigotti, Ioana Giurgiu, Cristiano Malossi
Model-Assisted Labeling via Explainability for Visual Inspection of Civil Infrastructures. CoRR (2022)
Thomas Frick, Diego Antognini, Mattia Rigotti, Ioana Giurgiu, Benjamin F. Grewe, Cristiano Malossi
Active Learning for Imbalanced Civil Infrastructure Data. ECCV Workshops (7) (2022)
Jasmina Bogojeska, Ioana Giurgiu, George Stark, Dorothea Wiesmann
IBM Predictive Analytics Reduces Server Downtime. INFORMS J. Appl. Anal. 51 (1) (2021)
Roy Assaf, Ioana Giurgiu, Jonas Pfefferle, Serge Monney, Haris Pozidis, Anika Schumann
An Anomaly Detection and Explainability Framework using Convolutional Autoencoders for Data Storage Systems. IJCAI (2020)
Nuno Mota Goncalves, Ioana Giurgiu, Anika Schumann
From Time Series to Euclidean Spaces: On Spatial Transformations for Temporal Clustering. CoRR (2020)
Ioana Giurgiu, Anika Schumann
Explainable Failure Predictions with RNN Classifiers based on Time Series Data. CoRR (2019)
Ioana Giurgiu, Anika Schumann
Additive Explanations for Anomalies Detected from Multivariate Temporal Data. CIKM (2019)
Roy Assaf, Ioana Giurgiu, Frank Bagehorn, Anika Schumann
MTEX-CNN: Multivariate Time Series EXplanations for Predictions with Convolutional Neural Networks. ICDM (2019)
Ioana Giurgiu, Jácint Szabó, Dorothea Wiesmann, John Bird
Predicting DRAM reliability in the field with machine learning. Middleware Industry (2017)
Ioana Giurgiu, Dorothea Wiesmann, Jasmina Bogojeska, David Lanyi, George Stark, Rodney B. Wallace, Marcelo M. Pereira, Alexander A. Hidalgo
On the adoption and impact of predictive analytics for server incident reduction. IBM J. Res. Dev. 61 (1) (2017)
Ioana Giurgiu, Dorothea Wiesmann, John Bird
"Memory loss" in commodity hardware?: predicting DIMM failures with machine learning. SYSTOR (2017)
Mirela Madalina Botezatu, Ioana Giurgiu, Jasmina Bogojeska, Dorothea Wiesmann
Predicting Disk Replacement towards Reliable Data Centers. KDD (2016)
Mirela Madalina Botezatu, Jasmina Bogojeska, Ioana Giurgiu, Hagen Völzer, Dorothea Wiesmann
Multi-View Incident Ticket Clustering for Optimal Ticket Dispatching. KDD (2015)
Jasmina Bogojeska, Ioana Giurgiu, David Lanyi, Dorothea Wiesmann
Predictive Analytics for Server Incident Reduction. ERCIM News 2015 (102) (2015)
Ioana Giurgiu, Adela-Diana Almasi, Dorothea Wiesmann
Do you know how to configure your enterprise relational database to reduce incidents? IM (2015)
Ioana Giurgiu, Mirela Botezatu, Dorothea Wiesmann
Comprehensible Models for Reconfiguring Enterprise Relational Databases to Avoid Incidents. CIKM (2015)
Ioana Giurgiu, Jasmina Bogojeska, Sergii Nikolaiev, George Stark, Dorothea Wiesmann
Analysis of Labor Efforts and their Impact Factors to Solve Server Incidents in Datacenters. CCGRID (2014)
Jasmina Bogojeska, Ioana Giurgiu, David Lanyi, George Stark, Dorothea Wiesmann
Impact of HW and OS type and currency on server availability derived from problem ticket analysis. NOMS (2014)
Robert Birke, Ioana Giurgiu, Lydia Y. Chen, Dorothea Wiesmann, Ton Engbersen
Failure Analysis of Virtual and Physical Machines: Patterns, Causes and Characteristics. DSN (2014)
Jasmina Bogojeska, David Lanyi, Ioana Giurgiu, George Stark, Dorothea Wiesmann
Classifying server behavior and predicting impact of modernization actions. CNSM (2013)
Ioana Giurgiu, Claris Castillo, Asser N. Tantawi, Malgorzata Steinder
Enabling Efficient Placement of Virtual Infrastructures in the Cloud. Middleware (2012)
Ioana Giurgiu
Understanding performance modeling for modular mobile-cloud applications. ICPE (2012)
Ioana Giurgiu, Oriana Riva, Gustavo Alonso
Dynamic Software Deployment from Clouds to Mobile Devices. Middleware (2012)
Simon Scerri, Ioana Giurgiu, Brian Davis, Siegfried Handschuh
Semanta - Semantic Email in Action. ESWC (2009)
Ioana Giurgiu, Oriana Riva, Dejan Juric, Ivan Krivulev, Gustavo Alonso
Calling the Cloud: Enabling Mobile Phones as Interfaces to Cloud Applications. Middleware (2009)