Eirini Ntoutsi

发表

Incremental Active Opinion Learning Over a Stream of Opinionated Documents pdf

Myra Spiliopoulou, Max Zimmermann, Eirini Ntoutsi, 2015, ArXiv.

Fast Group Recommendations by Applying User Clustering

Hans-Peter Kriegel, Kostas Stefanidis, Kjetil Nørvåg, 2012, ER.

The Fifth International Workshop on Business Applications of Social Network Analysis (BASNA 2014) Preface

Eirini Ntoutsi, Mohan Saravanan, Roberto Dandi, 2014 .

MONIC: modeling and monitoring cluster transitions

Myra Spiliopoulou, Yannis Theodoridis, Eirini Ntoutsi, 2006, KDD '06.

A general framework for estimating similarity of datasets and decision trees: exploring semantic similarity of decision trees

Yannis Theodoridis, Alexandros Kalousis, Eirini Ntoutsi, 2008, SDM.

Sentiment analysis on big sparse data streams with limited labels

Eirini Ntoutsi, Vasileios Iosifidis, Eirini Ntoutsi, 2019, Knowledge and Information Systems.

Bias in Data-driven AI Systems - An Introductory Survey pdf

Steffen Staab, Franco Turini, Thanassis Tiropanis, 2020, ArXiv.

FairNN- Conjoint Learning of Fair Representations for Fair Decisions pdf

Bodo Rosenhahn, Michael Ying Yang, Wentong Liao, 2020, DS.

1st Workshop on Evaluation and Experimental Design in Data Mining and Machine Learning (EDML 2019)

Arthur Zimek, Albrecht Zimmermann, Erich Schubert, 2019, EDML@SDM.

The Panda framework for Comparing Patterns

Yannis Theodoridis, Ilaria Bartolini, Marco Patella, 2009, Data Knowl. Eng..

Tracking the history and evolution of entities: entity-centric temporal analysis of large social media archives

Kostas Stefanidis, Pavlos Fafalios, Eirini Ntoutsi, 2018, International Journal on Digital Libraries.

Predicting polarities of entity-centered documents without reading their contents

Myra Spiliopoulou, Vishnu Unnikrishnan, Eirini Ntoutsi, 2018, SAC.

Data mining for isotopic mapping of bioarchaeological finds in a central european alpine passage

Peer Kröger, Markus Mauder, Eirini Ntoutsi, 2015, SSDBM.

Transforming Web Surfers to E?Shoppers

Spiros Sirmakessis, Dimitris Kalles, Eirini Ntoutsi, 2001 .

A Unified and Flexible Framework for Comparing Simple and Complex Patterns

Yannis Theodoridis, Ilaria Bartolini, Marco Patella, 2004, PKDD.

Learning under Feature Drifts in Textual Streams

Myra Spiliopoulou, Eirini Ntoutsi, Damianos P. Melidis, 2018, CIKM.

Entity-level stream classification: exploiting entity similarity to label the future observations referring to an entity

Myra Spiliopoulou, Rüdiger Pryss, Winfried Schlee, 2019, International Journal of Data Science and Analytics.

Clustering high dimensional data: examining differences and commonalities between subspace clustering and text clustering - a position paper

Hans-Peter Kriegel, Eirini Ntoutsi, H. Kriegel, 2014, SKDD.

The Isotopic Fingerprint: New Methods of Data Mining and Similarity Search

Hans-Peter Kriegel, Peer Kröger, Eirini Ntoutsi, 2017 .

Density Based Subspace Clustering over Dynamic Data

Hans-Peter Kriegel, Peer Kröger, Arthur Zimek, 2011, SSDBM.

Interactive verification of game design and playing strategies

Dimitrios Kalles, Eirini Ntoutsi, 2002, 14th IEEE International Conference on Tools with Artificial Intelligence, 2002. (ICTAI 2002). Proceedings..

Tracing cluster transitions for different cluster types

Myra Spiliopoulou, Yannis Theodoridis, Eirini Ntoutsi, 2009, Control. Cybern..

Summarizing Cluster Evolution in Dynamic Environments

Myra Spiliopoulou, Yannis Theodoridis, Eirini Ntoutsi, 2011, ICCSA.

Sentiment Classification over Opinionated Data Streams Through Informed Model Adaptation

Eirini Ntoutsi, Vasileios Iosifidis, Annina Oelschlager, 2017, TPDL.

Large Scale Sentiment Learning with Limited Labels

Eirini Ntoutsi, Vasileios Iosifidis, Eirini Ntoutsi, 2017, KDD.

Entity-level stream classification: exploiting entity similarity to label the future observations referring to an entity

Myra Spiliopoulou, Rüdiger Pryss, Winfried Schlee, 2018, 2018 IEEE 5th International Conference on Data Science and Advanced Analytics (DSAA).

10 Years of Web Science: Closing The Loop (Dagstuhl Perspectives Workshop 18262)

Steffen Staab, James A. Hendler, Susan Halford, 2018, Dagstuhl Reports.

Fairness-enhancing interventions in stream classification pdf

Eirini Ntoutsi, Vasileios Iosifidis, Thi Ngoc Han Tran, 2019, DEXA.

Monitoring User Evolution in Twitter

Eirini Ntoutsi, Claudia Lauschke, Eirini Ntoutsi, 2012, 2012 IEEE/ACM International Conference on Advances in Social Networks Analysis and Mining.

Recommendations beyond the ratings matrix

Kostas Stefanidis, Eirini Ntoutsi, 2016, DDI@WebSci.

Towards Trajectory Data Warehouses

Nikos Pelekis, Yannis Theodoridis, Maria Luisa Damiani, 2008, Mobility, Data Mining and Privacy.

Monitoring Patterns through an Integrated Management and Mining Tool

Yannis Theodoridis, Eirini Ntoutsi, Evangelos E. Kotsifakos, 2008, ECML/PKDD.

Adaptive semi supervised opinion classifier with forgetting mechanism

Myra Spiliopoulou, Max Zimmermann, Eirini Ntoutsi, 2014, SAC.

MONIC and Followups on Modeling and Monitoring Cluster Transitions

Myra Spiliopoulou, Yannis Theodoridis, Eirini Ntoutsi, 2013, ECML/PKDD.

Redundancies in Data and their Effect on the Evaluation of Recommendation Systems: A Case Study on the Amazon Reviews Datasets

Arthur Zimek, Eirini Ntoutsi, Daniel Basaran, 2017, SDM.

Cluster-based Contextual Recommendations.

Kostas Stefanidis, Eirini Ntoutsi, 2016, EDBT 2016.

Extracting opinionated (sub)features from a stream of product reviews using accumulated novelty and internal re-organization

Myra Spiliopoulou, Max Zimmermann, Eirini Ntoutsi, 2016, Inf. Sci..

Discovering global and local bursts in a stream of news

Hans-Peter Kriegel, Myra Spiliopoulou, Max Zimmermann, 2012, SAC '12.

Opinion Stream Mining

Myra Spiliopoulou, Max Zimmermann, Eirini Ntoutsi, 2017, Encyclopedia of Machine Learning and Data Mining.

Ageing-Based Multinomial Naive Bayes Classifiers Over Opinionated Data Streams

Myra Spiliopoulou, Max Zimmermann, Eirini Ntoutsi, 2015, ECML/PKDD.

Resource management for model learning at entity level

Vishnu Unnikrishnan, Myra Spiliopoulou, Eirini Ntoutsi, 2020, Ann. des Télécommunications.

A Semi-Supervised Self-Adaptive Classifier over Opinionated Streams

Myra Spiliopoulou, Max Zimmermann, Eirini Ntoutsi, 2014, 2014 IEEE International Conference on Data Mining Workshop.

Trajectory Database Systems

Nikos Pelekis, Yannis Theodoridis, Elias Frentzos, 2008, Mobility, Data Mining and Privacy.

Top-k computations in MapReduce: A case study on recommendations

Vasilis Efthymiou, Kostas Stefanidis, Eirini Ntoutsi, 2015, 2015 IEEE International Conference on Big Data (Big Data).

Extracting Opinionated (Sub)Features from a Stream of Product Reviews

Myra Spiliopoulou, Max Zimmermann, Eirini Ntoutsi, 2013, Discovery Science.

Reinforcement Learning Based Decision Tree Induction Over Data Streams with Concept Drifts

Eirini Ntoutsi, Christopher Blake, Eirini Ntoutsi, 2018, 2018 IEEE International Conference on Big Knowledge (ICBK).

A Framework for Modeling, Computing and Presenting Time-Aware Recommendations

Hans-Peter Kriegel, Kostas Stefanidis, Kjetil Nørvåg, 2013, Trans. Large Scale Data Knowl. Centered Syst..

AdaFair: Cumulative Fairness Adaptive Boosting

Eirini Ntoutsi, Vasileios Iosifidis, 2019, CIKM.

Building real-world trajectory warehouses

Nikos Pelekis, Yannis Theodoridis, Gerasimos Marketos, 2008, MobiDE '08.

Mining Trajectory Databases via a Suite of Distance Operators

Nikos Pelekis, Ioannis Kopanakis, Yannis Theodoridis, 2007, 2007 IEEE 23rd International Conference on Data Engineering Workshop.

An evaluation of data stream clustering algorithms

Nikos Pelekis, Yannis Theodoridis, Eirini Ntoutsi, 2018, Stat. Anal. Data Min..

The Notion of Similarity in Data and Pattern Spaces

Eirini Ntoutsi, 2004, PaRMa.

Trajectory Data Models

Stefano Spaccapietra, Nikos Pelekis, Yannis Theodoridis, 2008, Mobility, Data Mining and Privacy.

Density-based Projected Clustering over High Dimensional Data Streams

Hans-Peter Kriegel, Peer Kröger, Arthur Zimek, 2012, SDM.

Database Support for Data Mining Patterns

Yannis Theodoridis, Eirini Ntoutsi, Evangelos E. Kotsifakos, 2005, Panhellenic Conference on Informatics.

Multi-aspect Entity-Centric Analysis of Big Social Media Archives

Kostas Stefanidis, Pavlos Fafalios, Eirini Ntoutsi, 2017, TPDL.

Comparing Datasets Using Frequent Itemsets: Dependency on the Mining Parameters

Yannis Theodoridis, Eirini Ntoutsi, 2008, SETN.

Exploring subspace clustering for recommendations

Hans-Peter Kriegel, Kostas Stefanidis, Eirini Ntoutsi, 2014, SSDBM '14.

Revealing Cluster Formation over Huge Volatile Robotic Data

Hans-Peter Kriegel, Costas S. Tzafestas, Nikos Mitsou, 2011, 2011 IEEE 11th International Conference on Data Mining Workshops.

Pattern-Miner: integrated management and mining over data mining models

Yannis Theodoridis, Eirini Ntoutsi, Evangelos E. Kotsifakos, 2008, KDD.

GMMbuilder - User-Driven Discovery of Clustering Structure for Bioarchaeology

Markus Mauder, Eirini Ntoutsi, Yulia Bobkova, 2016, ECML/PKDD.

A Framework for Time-Aware Recommendations

Hans-Peter Kriegel, Kostas Stefanidis, Kjetil Nørvåg, 2012, DEXA.

"Strength Lies in Differences": Diversifying Friends for Recommendations through Subspace Clustering

Hans-Peter Kriegel, Kostas Stefanidis, Eirini Ntoutsi, 2014, CIKM.

Exploiting entity information for stream classification over a stream of reviews

Myra Spiliopoulou, Vishnu Unnikrishnan, Eirini Ntoutsi, 2019, SAC.

Scalable Online-Offline Stream Clustering in Apache Spark

Eirini Ntoutsi, Omar Backhoff, Eirini Ntoutsi, 2016, 2016 IEEE 16th International Conference on Data Mining Workshops (ICDMW).

Induction of decision trees in numeric domains using set-valued attributes

Dimitrios Kalles, Eirini Ntoutsi, Athanassios Papagelis, 2000, Intell. Data Anal..

Discovering and monitoring product features and the opinions on them with OPINSTREAM

Myra Spiliopoulou, Max Zimmermann, Eirini Ntoutsi, 2015, Neurocomputing.

FAE: A Fairness-Aware Ensemble Framework

Besnik Fetahu, Eirini Ntoutsi, Vasileios Iosifidis, 2019, 2019 IEEE International Conference on Big Data (Big Data).

Proceedings of the 1st Workshop on Evaluation and Experimental Design in Data Mining and Machine Learning co-located with SIAM International Conference on Data Mining (SDM 2019)

Arthur Zimek, Albrecht Zimmermann, Erich Schubert, 2019 .

Online template matching over a stream of digitized documents

Hans-Peter Kriegel, Eirini Ntoutsi, Matthias Schubert, 2015, SSDBM.

Enriching Lexicons with Ephemeral Words for Sentiment Analysis in Social Streams

Myra Spiliopoulou, Eirini Ntoutsi, Damianos P. Melidis, 2018, WIMS.

gRecs: A Group Recommendation System Based on User Clustering

Hans-Peter Kriegel, Kostas Stefanidis, Kjetil Nørvåg, 2012, DASFAA.

Cluster-based Contextual Recommendations

Kostas Stefanidis, Eirini Ntoutsi, 2016, EDBT.

Social-Based Collaborative Filtering

Kostas Stefanidis, Haridimos Kondylakis, Eirini Ntoutsi, 2018, Encyclopedia of Social Network Analysis and Mining. 2nd Ed..

Traffic mining in a road-network: How does the traffic flow?

Nikos Mitsou, Gerasimos Marketos, Eirini Ntoutsi, 2008, Int. J. Bus. Intell. Data Min..

Nikos Pelekis, Ioannis Kopanakis, Yannis Theodoridis, 2007, 14th International Symposium on Temporal Representation and Reasoning (TIME'07).

Bias in data‐driven artificial intelligence systems—An introductory survey

Steffen Staab, Franco Turini, Thanassis Tiropanis, 2020, WIREs Data Mining Knowl. Discov..

FINGERPRINT: Summarizing Cluster Evolution in Dynamic Environments

Myra Spiliopoulou, Yannis Theodoridis, Eirini Ntoutsi, 2012, Int. J. Data Warehous. Min..

Taxi Demand Prediction using an LSTM-Based Deep Sequence Model and Points of Interest

Eirini Ntoutsi, Bahman Askari, Tai Le Quy, 2020, 2020 IEEE 44th Annual Computers, Software, and Applications Conference (COMPSAC).

FAHT: An Adaptive Fairness-aware Decision Tree Classifier

Eirini Ntoutsi, Wenbin Zhang, Eirini Ntoutsi, 2019, IJCAI.

A Neighborhood-Augmented LSTM Model for Taxi-Passenger Demand Prediction

Myra Spiliopoulou, Eirini Ntoutsi, Wolfgang Nejdl, 2019, MASTER@PKDD/ECML.

TweetsKB: A Public and Large-Scale RDF Corpus of Annotated Tweets

Stefan Dietze, Pavlos Fafalios, Eirini Ntoutsi, 2018, ESWC.

Applying data mining methods for the analysis of stable isotope data in bioarchaeology

Peer Kröger, Markus Mauder, Eirini Ntoutsi, 2016, 2016 IEEE 12th International Conference on e-Science (e-Science).

A Survey on Bias in Visual Datasets pdf

Yiannis Kompatsiaris, Symeon Papadopoulos, Eirini Ntoutsi, 2021, ArXiv.

Online Fairness-Aware Learning with Imbalanced Data Streams pdf

Eirini Ntoutsi, Vasileios Iosifidis, Wenbin Zhang, 2021, ArXiv.

Interpretable Visual Understanding with Cognitive Attention Network

Eirini Ntoutsi, Xuejiao Tang, Tyler Derr, 2021, ICANN.

Introduction to The Special Section on Bias and Fairness in AI

Bodo Rosenhahn, Mykola Pechenizkiy, Salvatore Ruggieri, 2021, SIGKDD Explor..

Fair-Capacitated Clustering pdf

Arjun Roy, Eirini Ntoutsi, Tai Le Quy, 2021, EDM.

Multi-Fair Pareto Boosting pdf

Arjun Roy, Eirini Ntoutsi, Vasileios Iosifidis, 2021, ArXiv.

XPROAX-Local explanations for text classification with progressive neighborhood approximation

Arthur Zimek, Yi Cai, Eirini Ntoutsi, 2021, 2021 IEEE 8th International Conference on Data Science and Advanced Analytics (DSAA).

Web Futures: Inclusive, Intelligent, Sustainable The 2020 Manifesto for Web Science (Dagstuhl Perspectives Workshop 18262)

James A. Hendler, Bettina Berendt, Wendy Hall, 2021, Dagstuhl Manifestos.

Data augmentation for dealing with low sampling rates in NILM pdf

Wolfgang Nejdl, Eirini Ntoutsi, Sergej Zerr, 2021, ArXiv.

A survey on datasets for fairness‐aware machine learning pdf

Eirini Ntoutsi, Vasileios Iosifidis, Tai Le Quy, 2021, WIREs Data Mining Knowl. Discov..

Consequence-aware Sequential Counterfactual Generation

Eirini Ntoutsi, Philip Naumann, 2021, ECML/PKDD.

Parity-based cumulative fairness-aware boosting pdf

Eirini Ntoutsi, Vasileios Iosifidis, Arjun Roy, 2022, Knowledge and Information Systems.

Dealing with Bias via Data Augmentation in Supervised Learning Scenarios

Eirini Ntoutsi, Vasileios Iosifidis, Eirini Ntoutsi, 2018 .