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Cost-sensitive ensemble learning: a unifying framework

JOURNAL ARTICLE published January 2022 in Data Mining and Knowledge Discovery

Research funded by Innoviris (Secur’IT)

Authors: George Petrides | Wouter Verbeke

Exploiting domain knowledge to detect outliers

JOURNAL ARTICLE published March 2014 in Data Mining and Knowledge Discovery

Authors: Fabrizio Angiulli | Fabio Fassetti

Differentiated matching for individual and average treatment effect estimation

JOURNAL ARTICLE published January 2023 in Data Mining and Knowledge Discovery

Research funded by Young Elite Scientists Sponsorship Program by CAST (2021QNRC001) | Key R & D Projects of the Ministry of Science and Technology (2020YFC0832500) | Project by Shanghai AI Laboratory (P22KS00111) | Key Laboratory for Corneal Diseases Research of Zhejiang Province and the Fundamental Research Funds for the Central Universities (226-2022-00142) | Starry Night Science Fund of Zhejiang University Shanghai Institute for Advanced Study (SN-ZJU-SIAS-0010) | National Natural Science Foundation of China (No. 62006207,No. 62037001)

Authors: Zhao Ziyu | Kun Kuang | Bo Li | Peng Cui | Runze Wu | Jun Xiao | Fei Wu

Reducing polarization and increasing diverse navigability in graphs by inserting edges and swapping edge weights

JOURNAL ARTICLE published November 2022 in Data Mining and Knowledge Discovery

Research funded by Division of Information and Intelligent Systems (2006765,1813444) | Division of Computing and Communication Foundations (1740741) | European Research Council (788893)

Authors: Shahrzad Haddadan | Cristina Menghini | Matteo Riondato | Eli Upfal

Efficient geometric-based computation of the string subsequence kernel

JOURNAL ARTICLE published March 2018 in Data Mining and Knowledge Discovery

Authors: Slimane Bellaouar | Hadda Cherroun | Djelloul Ziadi

Extending inverse frequent itemsets mining to generate realistic datasets: complexity, accuracy and emerging applications

JOURNAL ARTICLE published November 2019 in Data Mining and Knowledge Discovery

Research funded by MISE, Italian Ministry for Industry (PON ID Service and Protect ID)

Authors: Domenico Saccá | Edoardo Serra | Antonino Rullo

Design and evaluation of highly accurate smart contract code vulnerability detection framework

JOURNAL ARTICLE published May 2024 in Data Mining and Knowledge Discovery

Authors: Sowon Jeon | Gilhee Lee | Hyoungshick Kim | Simon S. Woo

Federated singular value decomposition for high-dimensional data

JOURNAL ARTICLE published May 2024 in Data Mining and Knowledge Discovery

Research funded by Horizon 2020 (826078) | Bundesministerium für Bildung und Forschung (031L0309A)

Authors: Anne Hartebrodt | Richard Röttger | David B. Blumenthal

Enhancing cluster analysis via topological manifold learning

JOURNAL ARTICLE published May 2024 in Data Mining and Knowledge Discovery

Research funded by Bundesministerium für Bildung, Wissenschaft, Forschung und Technologie (01IS18036A,01IS18036A)

Authors: Moritz Herrmann | Daniyal Kazempour | Fabian Scheipl | Peer Kröger

Explanatory artificial intelligence (YAI): human-centered explanations of explainable AI and complex data

JOURNAL ARTICLE published 10 October 2022 in Data Mining and Knowledge Discovery

Authors: Francesco Sovrano | Fabio Vitali

JOURNAL ARTICLE published 1999 in Data Mining and Knowledge Discovery

Authors: Xiaowei Xu | Jochen Jäger | Hans-Peter Kriegel

Conditional ordinal random fields for structured ordinal-valued label prediction

JOURNAL ARTICLE published March 2014 in Data Mining and Knowledge Discovery

Authors: Minyoung Kim

JOURNAL ARTICLE published 1998 in Data Mining and Knowledge Discovery

Authors: Jon Kleinberg | Christos Papadimitriou | Prabhakar Raghavan

SONIC: streaming overlapping community detection

JOURNAL ARTICLE published July 2016 in Data Mining and Knowledge Discovery

Authors: Ahmet Erdem Sarıyüce | Buğra Gedik | Gabriela Jacques-Silva | Kun-Lung Wu | Ümit V. Çatalyürek

Identifying correlated heavy-hitters in a two-dimensional data stream

JOURNAL ARTICLE published July 2016 in Data Mining and Knowledge Discovery

Research funded by National Science Foundation (CNS-0834743) | National Science Foundation (CNS-0831903)

Authors: Bibudh Lahiri | Arko Provo Mukherjee | Srikanta Tirthapura

A space efficient solution to the frequent string mining problem for many databases

JOURNAL ARTICLE published August 2008 in Data Mining and Knowledge Discovery

Authors: Adrian Kügel | Enno Ohlebusch

JOURNAL ARTICLE published 2002 in Data Mining and Knowledge Discovery

Authors: Bettina Berendt

SAZED: parameter-free domain-agnostic season length estimation in time series data

JOURNAL ARTICLE published November 2019 in Data Mining and Knowledge Discovery

Research funded by Austrian Academy of Sciences (DOC Fellowship)

Authors: Maximilian Toller | Tiago Santos | Roman Kern

Generalization of clustering agreements and distances for overlapping clusters and network communities

JOURNAL ARTICLE published September 2015 in Data Mining and Knowledge Discovery

Authors: Reihaneh Rabbany | Osmar R. Zaïane

Two heads better than one: pattern discovery in time-evolving multi-aspect data

JOURNAL ARTICLE published August 2008 in Data Mining and Knowledge Discovery

Authors: Jimeng Sun | Charalampos E. Tsourakakis | Evan Hoke | Christos Faloutsos | Tina Eliassi-Rad