Aristides Gionis

Professor, Machine learning, probabilistic modeling and data mining at Aalto University School of Business

Schools

  • Aalto University School of Business

Links

Aalto University School of Business

Peer-reviewed scientific articles

Journal article-refereed, Original research

Bump Hunting in the Dark Local Discrepancy Maximization on Graphs

Gionis, Aristides; Mathioudakis, Michael; Ukkonen, Antti
2017 in IEEE TRANSACTIONS ON KNOWLEDGE AND DATA ENGINEERING (IEEE Computer Society)
ISSN: 1041-4347

Discovering recurring activity in temporal networks

Kostakis, Orestis; Tatti, Nikolaj; Gionis, Aristides
2017 in DATA MINING AND KNOWLEDGE DISCOVERY (SPRINGER)
ISSN: 1384-5810

Lagrangian relaxations for multiple network alignment

Malmi, Eric; Chawla, Sanjay; Gionis, Aristides
2017 in DATA MINING AND KNOWLEDGE DISCOVERY (SPRINGER)
ISSN: 1384-5810

Finding dynamic dense subgraphs

Rozenshtein, Polina; Tatti, Nikolaj; Gionis, Aristides
2017 in ACM Transactions on Knowledge Discovery from Data (Association for Computing Machinery (ACM))
ISSN: 1556-4681

Top-k overlapping densest subgraphs

Galbrun, Esther; Gionis, Aristides; Tatti, Nikolaj
2016 in DATA MINING AND KNOWLEDGE DISCOVERY (SPRINGER)
ISSN: 1384-5810

Chromatic Correlation Clustering

Bonchi, Francesco; Gionis, Aristides; Gullo, Francesco; Tsourakakis, Charalampos E.; Ukkonen, Antti
2015 in ACM Transactions on Knowledge Discovery from Data (Association for Computing Machinery (ACM))
ISSN: 1556-4681

Beyond rankings: comparing directed acyclic graphs

Malmi, Eric; Tatti, Nikolaj; Gionis, Aristides
2015 in DATA MINING AND KNOWLEDGE DISCOVERY (SPRINGER)
ISSN: 1384-5810

Identity obfuscation in graphs through the information theoretic lens

Bonchi, Francesco; Gionis, Aristides; Tassa, Tamir
2014 in INFORMATION SCIENCES (Elsevier Inc.)
ISSN: 0020-0255

Overlapping community detection in labeled graphs

Galbrun, Esther; Gionis, Aristides; Tatti, Nikolaj
2014 in DATA MINING AND KNOWLEDGE DISCOVERY (SPRINGER)
ISSN: 1384-5810

Confidence bands for time series data

Korpela, Jussi; Puolamäki, Kai; Gionis, Aristides
2014 in DATA MINING AND KNOWLEDGE DISCOVERY (SPRINGER)
ISSN: 1384-5810

Overlapping correlation clustering

Bonchi, Francesco; Gionis, Aristides; Ukkonen, Antti
2013 in KNOWLEDGE AND INFORMATION SYSTEMS (Springer London)
ISSN: 0219-1377

Activity preserving graph simplification

Bonchi, Francesco; De Francisci Morales, Gianmarco; Gionis, Aristides; Ukkonen, Antti
2013 in DATA MINING AND KNOWLEDGE DISCOVERY (SPRINGER)
ISSN: 1384-5810

Piggybacking on Social Networks

Gionis, Aristides; Junqueira, Flavio; Leroy, Vincent; Serafini, Marco; Weber, Ingmar
2013 in Proceedings of the VLDB Endowment (PVLDB) (Very Large Data Base Endowment Inc.)
ISSN: 2150-8097

A Randomized Approximation Algorithm for Computing Bucket Orders

Ukkonen, Antti; Puolamäki, Kai; Gionis, Aristides; Mannila, Heikki
2009 in INFORMATION PROCESSING LETTERS (Elsevier)

Optimal segmentation using tree models

Gwadera, Robert; Gionis, Aristides; Mannila, Heikki
2008 in KNOWLEDGE AND INFORMATION SYSTEMS (Springer London)

Algorithms for unimodal segmentation with applications to unimodality detection

Haiminen, Niina; Gionis, Aristides; Laasonen, Kari
2008 in KNOWLEDGE AND INFORMATION SYSTEMS (Springer London)
ISSN: 0219-1377

The Discrete Basis Problem

Miettinen, Pauli; Mielikainen, Taneli; Gionis, Aristides; Das, Gautam; Mannila, Heikki
2008 in IEEE TRANSACTIONS ON KNOWLEDGE AND DATA ENGINEERING (IEEE Computer Society)

Clustering Aggregation (long version)

Gionis, A.; Mannila, H.; Tsaparas, P.
2007 in ACM Transactions on Knowledge Discovery from Data (Association for Computing Machinery (ACM))

Assessing Data Mining Results via Swap Randomization

Gionis, A.; Mannila, H.; Mielikainen, T.; Tsaparas, P.
2007 in ACM Transactions on Knowledge Discovery from Data (Association for Computing Machinery (ACM))

Conference proceedings

A combinatorial approach to role discovery

Arockiasamy, Albert; Gionis, Aristides; Tatti, Nikolaj
2017 in IEEE International Conference on Data Mining (Institute of Electrical and Electronics Engineers Inc.)
ISBN: 9781509054725
ISSN: 1550-4786

Where could we go? Recommendations for groups in location-based social networks

Ayala-Gomez, Frederick; Daróczy, Bálint; Mathioudakis, Michael; Benczúr, András; Gionis, Aristides
2017
ISBN: 9781450348966

Reducing controversy by connecting opposing views

Garimella, Kiran; De Francisci Morales, Gianmarco; Gionis, Aristides; Mathioudakis, Michael
2017
ISBN: 9781450346757

Inferring the strength of social ties A community-driven approach

Rozenshtein, Polina; Tatti, Nikolaj; Gionis, Aristides
2017
ISBN: 9781450348874

Discovering the network backbone from traffic activity data

Chawla, Sanjay; Garimella, Kiran; Gionis, Aristides; Tsang, Dominic
2016 in Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics) (Springer-Verlag)
ISBN: 978-3-319-31752-6
ISSN: 0302-9743

Streaming similarity self-join

De Francisci Morales, Gianmarco; Gionis, Aristides
2016 in Proceedings of the VLDB endowment (ASSOCIATION FOR COMPUTING MACHINERY)
ISSN: 2150-8097

Quantifying controversy in social media

Garimella, Venkata; De Francisci Morales, Gianmarco; Gionis, Aristides; Mathioudakis, Michael
2016
ISBN: 978-1-4503-3716-8

Exploring controversy in Twitter

Garimella, Venkata; Mathioudakis, Michail; De Francisci Morales, Gianmarco; Gionis, Aristides
2016
ISBN: 978-1-4503-3950-6

Auctioning Data for Learning

Koutsopoulos, Iordanis; Gionis, Aristides; Halkidi, Maria
2016
ISBN: 9781467384926

Extracting skill endorsements from personal communication data

Mallenahalli Shankara Lingappa, Darshan; De Fransicsi Morales, Gianmarco; Gionis, Aristides
2016
ISBN: 9781450340731

DopeLearning A computational approach to rap lyrics generation

Malmi, Eric; Takala, Pyry; Toivonen, Hannu; Raiko, Tapani; Gionis, Aristides
2016
ISBN: 9781450342322

Absorbing random-walk centrality Theory and algorithms

Mavroforakis, Charalampos; Mathioudakis, Michael; Gionis, Aristides
2016
ISBN: 9781467395038
ISSN: 1550-4786

Temporal PageRank

Rozenshtein, Polina; Gionis, Aristides
2016 in Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics) (Springer Verlag)
ISBN: 9783319462264
ISSN: 0302-9743

Reconstructing an epidemic over time

Rozenshtein, Polina; Gionis, Aristides; Prakash, B. Aditya; Vreeken, Jilles
2016
ISBN: 9781450342322

Discovering topically- and temporally-coherent events in interaction networks

Xiao, Han; Rozenshtein, Polina; Gionis, Aristides
2016 in Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics) (Springer Verlag)
ISBN: 9783319462264
ISSN: 0302-9743

A kernel-learning approach to semi-supervised clustering with relative distance comparisons

Amid, Ehsan; Gionis, Aristides; Ukkonen, Antti
2015
ISBN: 978-3-319-23527-1
ISSN: 0302-9743

Covering the egonet: A crowdsourcing approach to social circle discovery on twitter

Dykstra, Karmen; Lijffijt, Jefrey; Gionis, Aristides
2015
ISBN: 978-1-57735-733-9

Scalable Facility Location for Massive Graphs on Pregel-like Systems

Garimella, Venkata Rama Kiran; De Francisci Morales, Gianmarco; Gionis, Aristides; Sozio, Mauro
2015
ISBN: 978-1-4503-3794-6

Bump Hunting in the Dark: Local Discrepancy Maximization on Graphs

Gionis, Aristides; Mathioudakis, Michael; Ukkonen, Antti
2015
ISBN: 978-1-4799-7964-6

Subsequence Search in Event-Interval Sequences

Kostakis, Orestis; Gionis, Aristides
2015
ISBN: 978-1-4503-3621-5

Maintaining sliding-window neighborhood profiles in interaction networks

Kumar, Rohit; Calders, Toon; Gionis, Aristides; Tatti, Nikolaj
2015 in Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics) (Springer Verlag)
ISBN: 9783319235240
ISSN: 0302-9743

Where is the Soho of Rome?Measures and algorithms for finding similar neighborhoods in cities

Le Falher, Geraud; Gionis, Aristides; Mathioudakis, Michael
2015
ISBN: 978-1-57735-733-9
ISSN: 2162-3449

The blind leading the blind Network-based location estimation under uncertainty

Malmi, Eric; Solin, Arno; Gionis, Aristides
2015 in Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics) (SPRINGER)
ISBN: 978-3-319-23524-0
ISSN: 0302-9743

Density-friendly Graph Decomposition

Tatti, Nikolaj; Gionis, Aristides
2015
ISBN: 978-1-4503-3469-3

Distance oracles in edge-labeled graphs

Bonchi, Francesco; Gionis, Aristides; Gullo, Francesco; Ukkonen, Antti
2014

Customized tour recommendations in urban areas

Gionis, Aristides; Lappas, Theodoros; Pelechrinis, Konstantinos; Terzi, Evimaria
2014
ISBN: 978-1-4503-2351-2

Fast Reliability Search in Uncertain Graphs

Khan, Arijit; Bonchi, Francesco; Gionis, Aristides; Gullo, Francesco
2014
ISBN: 978-3-89318065-3

Event detection in activity networks

Rozenshtein, Polina; Anagnostopoulos, Aris; Gionis, Aristides; Tatti, Nikolaj
2014
ISBN: 978-1-4503-2956-9

Discovering Dynamic Communities in Interaction Networks

Rozenshtein, Polina; Tatti, Nikolaj; Gionis, Aristides
2014
ISBN: 978-3-662-44850-2

Structured Prediction of Network Response

Su, Hongyu; Gionis, Aristides; Rousu, Juho
2014
ISSN: 1938-7228

k-means--: A Unified Approach to Clustering and Outlier Detection

Chawla, Sanjay; Gionis, Aristides
2013
ISBN: 978-1-61197-262-7

Learning to question: leveraging user preferences for shopping advice

Das, Mahashweta; Morales, Gianmarco De Francisci; Gionis, Aristides; Weber, Ingmar
2013
ISBN: 978-1-4503-2174-7

Opinion Maximization in Social Networks

Gionis, Aristides; Terzi, Evimaria; Tsaparas, Panayiotis
2013
ISBN: 978-1-61197-262-7

STRIP: stream learning of influence probabilities

Kutzkov, Konstantin; Bifet, Albert; Bonchi, Francesco; Gionis, Aristides
2013
ISBN: 978-1-4503-2174-7

Measuring and Summarizing Movement in Microblog Postings

Ruiz, Eduardo J.; Hristidis, Vagelis; Castillo, Carlos; Gionis, Aristides
2013
ISBN: 978-1-57735-610-3

Discovering Nested Communities

Tatti, Nikolaj; Gionis, Aristides
2013
ISBN: 978-3-642-40990-5

Denser than the densest subgraph: extracting optimal quasi-cliques with quality guarantees

Tsourakakis, Charalampos; Bonchi, Francesco; Gionis, Aristides; Gullo, Francesco; Tsiarli, Maria A.
2013
ISBN: 978-1-4503-2174-7

Identity obfuscation in graphs through the information theoretic lens

Bonchi, Francesco; Gionis, Aristides; Tassa, Tamir
2011 in International Conference on Data Engineering (ASSOCIATION FOR COMPUTING MACHINERY)
ISBN: 978-1-4244-8958-9
ISSN: 2375-0286

A Shapley-value Approach for Influence Attribution

Papapetrou, Panagiotis; Gionis, Aristides; Mannila, Heikki
2011

Evaluating Query Result Significance in Databases via Randomizations

Ojala, Markus; Garriga, Gemma; Gionis, Aristides; Mannila, Heikki
2010

Recurrent predictive models for sequence segmentation

Hyvonen, S.; Gionis, A.; Mannila, H.
2007

Segmentation and Dimensionality Reduction

Bingham, E.; Gionis, A.; Haiminen, N.; Hiisilä, H.; Mannila, H.; Terzi, E.
2006

Algorithms for Discovering Bucket Orders from Data

Gionis, Aristides; Mannila, Heikki; Puolamäki, Kai; Ukkonen, Antti
2006

Assessing Data Mining Results via Swap Randomization

Gionis, A.; Mannila, H.; Mielikäinen, T.; Tsaparas, P.
2006

Optimal Segmentation using Tree Models

Gwadera, R.; Gionis, A.; Mannila, H.
2006

The Discrete Basis Problem

Miettinen, P.; Mielikäinen, T.; Gionis, A.; Das, G.; Mannila, H.
2006

What is the dimension of your binary data?

Tatti, N.; Mielikänen, T.; Gionis, A.; Mannila, H.
2006

Mining Chains of Relations

Afrati, F.; Das, G.; Gionis, A.; Mannila, H.; Mielikäinen, T.; Tsaparas, P.
2005

Clustering Aggregation

Gionis, A.; Mannila, H.; Tsaparas, P.
2005

Parameter-Free Spatial Data Mining Using MDL

Papadimitriou, S.; Gionis, A.; Tsaparas, P.; Vaisanen, R.A.; Mannila, H.; Faloutsos, C.
2005

Approximating a Collection of Frequent Sets

Afrati, F.; Gionis, A.; Mannila, H.
2004

Geometric and Combinatorial Tiles in 0-1 Data

Gionis, A.; Mannila, H.; Seppänen, J.K.
2004

Clustered Segmentations

Gionis, A.; Mannila, H.; Terzi, E.
2004

Finding Recurrent Sources in Sequences

Gionis, A.; Mannila, Heikki
2003

Fragments of Order

Gionis, A.; Kujala, T.; Mannila, Heikki
2003

Publications intended for professional communities

Published development or research report

Active network alignment: a matching-based approach

Malmi, Eric; Terzi, Evimaria; Gionis, Aristides
2016

Searching the Wikipedia with Contextual Information

Ukkonen, Antti; Castillo, Carlos; Donato, Debora; Gionis, Aristides
2008

Videos

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