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Learning tractable probabilistic models for moral responsibility and blame

JOURNAL ARTICLE published March 2021 in Data Mining and Knowledge Discovery

Authors: Lewis Hammond | Vaishak Belle

Algorithms for approximate subtropical matrix factorization

JOURNAL ARTICLE published March 2019 in Data Mining and Knowledge Discovery

Authors: Sanjar Karaev | Pauli Miettinen

Recurring concept memory management in data streams: exploiting data stream concept evolution to improve performance and transparency

JOURNAL ARTICLE published May 2021 in Data Mining and Knowledge Discovery

Research funded by Marsden Fund (18-UOA-005)

Authors: Ben Halstead | Yun Sing Koh | Patricia Riddle | Russel Pears | Mykola Pechenizkiy | Albert Bifet

Sufficient dimension reduction for average causal effect estimation

JOURNAL ARTICLE published May 2022 in Data Mining and Knowledge Discovery

Research funded by China Scholarship Council (201708450092) | the National Science Foundation of China (61876206) | Australian Research Council (DP200101210)

Authors: Debo Cheng | Jiuyong Li | Lin Liu | Thuc Duy Le | Jixue Liu | Kui Yu

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

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

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

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

Quadratic regularization projected Barzilai–Borwein method for nonnegative matrix factorization

JOURNAL ARTICLE published November 2015 in Data Mining and Knowledge Discovery

Authors: Yakui Huang | Hongwei Liu | Shuisheng Zhou

Optimal constraint-based decision tree induction from itemset lattices

JOURNAL ARTICLE published July 2010 in Data Mining and Knowledge Discovery

Authors: Siegfried Nijssen | Elisa Fromont

FURL: Fixed-memory and uncertainty reducing local triangle counting for multigraph streams

JOURNAL ARTICLE published September 2019 in Data Mining and Knowledge Discovery

Authors: Minsoo Jung | Yongsub Lim | Sunmin Lee | U. Kang

Robust and sparse multinomial regression in high dimensions

JOURNAL ARTICLE published July 2023 in Data Mining and Knowledge Discovery

Research funded by TUBITAK (2219)

Authors: Fatma Sevinç Kurnaz | Peter Filzmoser