| 2026 | EDBT | Khatri-Rao Clustering for Data Summarization. | Martino Ciaperoni, Collin Leiber, Aristides Gionis, Heikki Mannila |
| 2026 | ESA | Optimal Union Probability Interval Is NP-Hard. | Petteri Kaski, Heikki Mannila, Chandra Kanta Mohapatra |
| 2010 | DIS | Gaussian Clusters and Noise: An Approach Based on the Minimum Description Length Principle. | Panu Luosto, Jyrki Kivinen, Heikki Mannila |
| 2010 | KDD | Finding effectors in social networks. | Theodoros Lappas, Evimaria Terzi, Dimitrios Gunopulos, Heikki Mannila |
| 2010 | SDM | Evaluating Query Result Significance in Databases via Randomizations. | Markus Ojala, Gemma C. Garriga, Aristides Gionis, Heikki Mannila |
| 2009 | ISMIS | Randomization Methods for Assessing the Significance of Data Mining Results. | Heikki Mannila |
| 2009 | KDD | Tell me something I don't know: randomization strategies for iterative data mining. | Sami Hanhijrvi, Markus Ojala, Niko Vuokko, Kai Puolamki, Nikolaj Tatti, Heikki Mannila |
| 2009 | KDD | Randomization methods in data mining. | Heikki Mannila |
| 2009 | SDM | Low-Entropy Set Selection. | Hannes Heikinheimo, Jilles Vreeken, Arno Siebes, Heikki Mannila |
| 2009 | SDM | Finding Links and Initiators: A Graph-Reconstruction Problem. | Heikki Mannila, Evimaria Terzi |
| 2008 | ADBIS | Randomization Techniques for Data Mining Methods. | Heikki Mannila |
| 2008 | ADBIS | Randomization Techniques for Data Mining Methods. | Heikki Mannila |
| 2008 | ALT | Finding Total and Partial Orders from Data for Seriation. | Heikki Mannila |
| 2008 | DIS | Feature Selection in Taxonomies with Applications to Paleontology. | Gemma C. Garriga, Antti Ukkonen, Heikki Mannila |
| 2008 | DIS | Finding Total and Partial Orders from Data for Seriation. | Heikki Mannila |
| 2008 | ICDE | Standing Out in a Crowd: Selecting Attributes for Maximum Visibility. | Muhammed Miah, Gautam Das, Vagelis Hristidis, Heikki Mannila |
| 2008 | KDD | Banded structure in binary matrices. | Gemma C. Garriga, Esa Junttila, Heikki Mannila |
| 2008 | SDM | Finding Subgroups having Several Descriptions: Algorithms for Redescription Mining. | Arianna Gallo, Pauli Miettinen, Heikki Mannila |
| 2008 | SDM | Mining Association Rules of Simple Conjunctive Queries. | Bart Goethals, Wim Le Page, Heikki Mannila |
| 2008 | SDM | Randomization of real-valued matrices for assessing the significance of data mining results. | Markus Ojala, Niko Vuokko, Aleksi Kallio, Niina Haiminen, Heikki Mannila |
| 2007 | IDA | Recurrent Predictive Models for Sequence Segmentation. | Saara Hyvnen, Aristides Gionis, Heikki Mannila |
| 2007 | KDD | Finding low-entropy sets and trees from binary data. | Hannes Heikinheimo, Jouni K. Seppnen, Eino Hinkkanen, Heikki Mannila, Taneli Mielikinen |
| 2007 | KDD | Nestedness and segmented nestedness. | Heikki Mannila, Evimaria Terzi |
| 2007 | SIGMOD | A random walk approach to sampling hidden databases. | Arjun Dasgupta, Gautam Das, Heikki Mannila |
| 2006 | DIS | Analysis of Linux Evolution Using Aligned Source Code Segments. | Antti Rasinen, Jaakko Hollmn, Heikki Mannila |
| 2006 | ICDM | Optimal Segmentation Using Tree Models. | Robert Gwadera, Aristides Gionis, Heikki Mannila |
| 2006 | ICDM | What is the Dimension of Your Binary Data? | Nikolaj Tatti, Taneli Mielikinen, Aristides Gionis, Heikki Mannila |
| 2006 | KDD | Assessing data mining results via swap randomization. | Aristides Gionis, Heikki Mannila, Taneli Mielikinen, Panayiotis Tsaparas |
| 2006 | KDD | Algorithms for discovering bucket orders from data. | Aristides Gionis, Heikki Mannila, Kai Puolamki, Antti Ukkonen |
| 2006 | SDM | Segmentation and dimensionality reduction. | Ella Bingham, Aristides Gionis, Niina Haiminen, Heli Hiisil, Heikki Mannila, Evimaria Terzi |
| 2005 | ICDE | Clustering Aggregation. | Aristides Gionis, Heikki Mannila, Panayiotis Tsaparas |
| 2005 | ICDM | Mining Chains of Relations. | Foto N. Afrati, Gautam Das, Aristides Gionis, Heikki Mannila, Taneli Mielikinen, Panayiotis Tsaparas |
| 2005 | ICDM | Parameter-Free Spatial Data Mining Using MDL. | Spiros Papadimitriou, Aristides Gionis, Panayiotis Tsaparas, Risto A. Visnen, Heikki Mannila, Christos Faloutsos |
| 2005 | KDD | Finding partial orders from unordered 0-1 data. | Antti Ukkonen, Mikael Fortelius, Heikki Mannila |
| 2005 | WABI | A Hidden Markov Technique for Haplotype Reconstruction. | Pasi Rastas, Mikko Koivisto, Heikki Mannila, Esko Ukkonen |
| 2004 | ALT | Hidden Markov Modelling Techniques for Haplotype Analysis. | Mikko Koivisto, Teemu Kivioja, Heikki Mannila, Pasi Rastas, Esko Ukkonen |
| 2004 | KDD | Approximating a collection of frequent sets. | Foto N. Afrati, Aristides Gionis, Heikki Mannila |
| 2004 | KDD | Dense itemsets. | Jouni K. Seppnen, Heikki Mannila |
| 2004 | VLDB | Relational link-based ranking. | Floris Geerts, Heikki Mannila, Evimaria Terzi |
| 2003 | KDD | Fragments of order. | Aristides Gionis, Teija Kujala, Heikki Mannila |
| 2003 | PSB | An MDL Method for Finding Haplotype Blocks and for Estimating the Strength of Haplotype Block Boundaries. | Mikko Koivisto, Markus Perola, T. Varilo, W. Hennah, J. Ekelund, Margus Lukk, L. Peltonen, Esko Ukkonen, Heikki Mannila |
| 2003 | RECOMB | Finding recurrent sources in sequences. | Aristides Gionis, Heikki Mannila |
| 2003 | SDM | Mixture Models and Frequent Sets: Combining Global and Local Methods for 0-1 Data. | Jaakko Hollmn, Jouni K. Seppnen, Heikki Mannila |
| 2002 | ECCB | Genome segmentation using piecewise constant intensity models and reversible jump MCMC. | Marko Salmenkivi, Juha Kere, Heikki Mannila |
| 2002 | ICALP | Local and Global Methods in Data Mining: Basic Techniques and Open Problems. | Heikki Mannila |
| 2002 | ICDE | OSSM: A Segmentation Approach to Optimize Frequency Counting. | Carson Kai-Sang Leung, Raymond T. Ng, Heikki Mannila |
| 2002 | ICDM | A Theory of Inductive Query Answering. | Luc De Raedt, Manfred Jaeger, Sau Dan Lee, Heikki Mannila |
| 2002 | KDD | Topics in 0--1 data. | Ella Bingham, Heikki Mannila, Jouni K. Seppnen |
| 2001 | ICDM | Time Series Segmentation for Context Recognition in Mobile Devices. | Johan Himberg, Kalle Korpiaho, Heikki Mannila, Johanna Tikanmki, Hannu Toivonen |
| 2001 | KDD | Random projection in dimensionality reduction: applications to image and text data. | Ella Bingham, Heikki Mannila |
| 2001 | KDD | Probabilistic modeling of transaction data with applications to profiling, visualization, and prediction. | Igor V. Cadez, Padhraic Smyth, Heikki Mannila |
| 2001 | KDD | Finding simple intensity descriptions from event sequence data. | Heikki Mannila, Marko Salmenkivi |
| 2001 | SDM | Decomposition of Event Sequences into Independent Components. | Heikki Mannila, Dmitry Rusakov |
| 2001 | SDM | Finding similar situations in sequences of events via random projections. | Heikki Mannila, Jouni K. Seppnen |
| 2000 | BIBE | Gene Mapping by Haplotype Pattern Mining. | Hannu Toivonen, Paivi Onkamo, Kari Vasko, Vesa Ollikainen, Petteri Sevon, Heikki Mannila, Juha Kere |
| 2000 | ICDE | Approximate Query Answering with Frequent Sets and Maximum Entropy. | Heikki Mannila, Padhraic Smyth |
| 2000 | KDD | Global partial orders from sequential data. | Heikki Mannila, Christopher Meek |
| 2000 | UAI | Probabilistic Models for Query Approximation with Large Sparse Binary Data Sets. | Dmitry Pavlov, Heikki Mannila, Padhraic Smyth |
| 1999 | DaWaK | Modeling KDD Processes within the Inductive Database Framework. | Jean-Franois Boulicaut, Mika Klemettinen, Heikki Mannila |
| 1999 | DaWaK | Similarity between Event Types in Sequences. | Heikki Mannila, Pirjo Moen |
| 1999 | ILP | Inductive Databases (Abstract). | Heikki Mannila |
| 1999 | KDD | Prediction with Local Patterns using Cross-Entropy. | Heikki Mannila, Dmitry Pavlov, Padhraic Smyth |
| 1998 | DIS | Learning, Mining, or Modeling? A Case Study from Paleocology. | Heikki Mannila, Hannu Toivonen, Atte Korhola, Heikki Olander |
| 1998 | KDD | Rule Discovery from Time Series. | Gautam Das, King-Ip Lin, Heikki Mannila, Gopal Renganathan, Padhraic Smyth |
| 1998 | KDD | Similarity of Attributes by External Probes. | Gautam Das, Heikki Mannila, Pirjo Ronkainen |
| 1997 | ICDT | Discovering All Most Specific Sentences by Randomized Algorithms. | Dimitrios Gunopulos, Heikki Mannila, Sanjeev Saluja |
| 1997 | ICDT | Methods and Problems in Data Mining. | Heikki Mannila |
| 1997 | PODS | Data mining, Hypergraph Transversals, and Machine Learning. | Dimitrios Gunopulos, Roni Khardon, Heikki Mannila, Hannu Toivonen |
| 1997 | TIME | Similarity of Event Sequences. | Heikki Mannila, Pirjo Ronkainen |
| 1996 | ER | Schema Design and Knowledge Discovery (Abstract). | Heikki Mannila |
| 1996 | ICDE | Knowledge Discovery from Telecommunication Network Alarm Databases. | Kimmo Htnen, Mika Klemettinen, Heikki Mannila, Pirjo Ronkainen, Hannu Toivonen |
| 1996 | ICML | Data Mining and Machine Learning (Abstract). | Heikki Mannila |
| 1996 | KDD | Discovering Generalized Episodes Using Minimal Occurrences. | Heikki Mannila, Hannu Toivonen |
| 1996 | KDD | Multiple Uses of Frequent Sets and Condensed Representations (Extended Abstract). | Heikki Mannila, Hannu Toivonen |
| 1996 | NOMS | TASA: Telecommunication Alarm Sequence Analyzer or how to enjoy faults in your network. | Kimmo Htnen, Mika Klemettinen, Heikki Mannila, Pirjo Ronkainen, Hannu Toivonen |
| 1996 | SSDBM | Data Mining: Machine Learning, Statistics, and Databases. | Heikki Mannila |
| 1995 | KDD | A Perspective on Databases and Data Mining. | Marcel Holsheimer, Martin L. Kersten, Heikki Mannila, Hannu Toivonen |
| 1995 | KDD | Discovering Frequent Episodes in Sequences. | Heikki Mannila, Hannu Toivonen, A. Inkeri Verkamo |
| 1994 | CIKM | Finding Interesting Rules from Large Sets of Discovered Association Rules. | Mika Klemettinen, Heikki Mannila, Pirjo Ronkainen, Hannu Toivonen, A. Inkeri Verkamo |
| 1994 | CPM | Query Primitives for Tree-Structured Data. | Pekka Kilpelinen, Heikki Mannila |
| 1994 | GI | Disjunctive Logic Programming over Finite Structures. | Thomas Eiter, Georg Gottlob, Heikki Mannila |
| 1994 | KDD | Efficient Algorithms for Discovering Association Rules. | Heikki Mannila, Hannu Toivonen, A. Inkeri Verkamo |
| 1994 | PODS | Adding Disjunction to Datalog. | Thomas Eiter, Georg Gottlob, Heikki Mannila |
| 1994 | PODS | The Power of Sampling in Knowledge Discovery. | Jyrki Kivinen, Heikki Mannila |
| 1993 | SIGIR | Retrieval from Hierarchical Texts by Partial Patterns. | Pekka Kilpelinen, Heikki Mannila |
| 1992 | COLT | Learning Hierarchical Rule Sets. | Jyrki Kivinen, Heikki Mannila, Esko Ukkonen |
| 1992 | CPM | Grammatical Tree Matching. | Pekka Kilpelinen, Heikki Mannila |
| 1992 | ICDT | Approximate Dependency Inference from Relations. | Jyrki Kivinen, Heikki Mannila |
| 1989 | PODS | Practical Algorithms for Finding Prime Attributes and Testing Normal Forms. | Heikki Mannila, Kari-Jouko Rih |
| 1987 | VLDB | Dependency Inference. | Heikki Mannila, Kari-Jouko Rih |
| 1986 | ICALP | The Set Union Problem with Backtracking. | Heikki Mannila, Esko Ukkonen |
| 1986 | ICDE | Inclusion Dependencies in Database Design. | Heikki Mannila, Kari-Jouko Rih |
| 1986 | ICLP | On the Complexity of Unification Sequences. | Heikki Mannila, Esko Ukkonen |
| 1986 | PODS | Test Data for Relational Queries. | Heikki Mannila, Kari-Jouko Rih |
| 1985 | PODS | Small Armstrong Relations for Database Design. | Heikki Mannila, Kari-Jouko Rih |
| 1984 | ICALP | Measures of Presortedness and Optimal Sorting Algorithms (Extended Abstract). | Heikki Mannila |
| 1983 | POPL | Derivation of Efficient DAG Marking Algorithms. | Ralph-Johan Back, Heikki Mannila, Kari-Jouko Rih |
| 1982 | ICALP | Locality in Modular Systems. | Ralph-Johan Back, Heikki Mannila |
| 1982 | PODC | A Refinement of Kahn's Semantic to Handle Non-Determinism and Communication (Extended Abstract). | Ralph-Johan Back, Heikki Mannila |