Heikki Mannila

213 papers A* 54A 17B 19C 6Misc 1Journal 64Unranked 42

Year	Rank	Type	Title / Venue / Authors
2026	B	`conf`	Khatri-Rao Clustering for Data Summarization. EDBT Martino Ciaperoni, Collin Leiber, Aristides Gionis, Heikki Mannila
2026	J	`jnl`	Khatri-Rao Clustering for Data Summarization. CoRR Martino Ciaperoni, Collin Leiber, Aristides Gionis, Heikki Mannila
2025	—	`conf`	A Multilinear Johnson-Lindenstrauss Transform. SOSA Petteri Kaski, Heikki Mannila, Antonis Matakos
2025	J	`jnl`	Consistent Multigroup Low-Rank Approximation. CoRR Antonis Matakos, Martino Ciaperoni, Heikki Mannila
2025	—	`conf`	Sample and Expand: Discovering Low-Rank Submatrices With Quality Guarantees. ECML/PKDD (5) Martino Ciaperoni, Aristides Gionis, Heikki Mannila
2025	J	`jnl`	Sample and Expand: Discovering Low-rank Submatrices With Quality Guarantees. CoRR Martino Ciaperoni, Aristides Gionis, Heikki Mannila
2024	J	`jnl`	The Hadamard decomposition problem. Data Min. Knowl. Discov. Martino Ciaperoni, Aristides Gionis, Heikki Mannila
2020	J	`jnl`	Tell Me Something I Don't Know: Randomization Strategies for Iterative Data Mining. CoRR Sami Hanhijärvi, Markus Ojala, Niko Vuokko, Kai Puolamäki, Nikolaj Tatti, Heikki Mannila
2019	J	`jnl`	What is the dimension of your binary data? CoRR Nikolaj Tatti, Taneli Mielikäinen, Aristides Gionis, Heikki Mannila
2016	J	`jnl`	Significance testing of word frequencies in corpora. Digit. Scholarsh. Humanit. Jefrey Lijffijt, Terttu Nevalainen, Tanja Säily, Panagiotis Papapetrou, Kai Puolamäki, Heikki Mannila
2013	J	`jnl`	Probabilistic Models for Query Approximation with Large Sparse Binary Datasets CoRR Dmitry Pavlov, Heikki Mannila, Padhraic Smyth
2011	—	`conf`	A Shapley Value Approach for Influence Attribution. ECML/PKDD (2) Panagiotis Papapetrou, Aristides Gionis, Heikki Mannila
2011	—	`conf`	Analyzing Word Frequencies in Large Text Corpora Using Inter-arrival Times and Bootstrapping. ECML/PKDD (2) Jefrey Lijffijt, Panagiotis Papapetrou, Kai Puolamäki, Heikki Mannila
2011	J	`jnl`	Banded structure in binary matrices. Knowl. Inf. Syst. Gemma C. Garriga, Esa Junttila, Heikki Mannila
2011	B	`ed.`	Discovery Science - 14th International Conference, DS 2011, Espoo, Finland, October 5-7, 2011. Proceedings Discovery Science Tapio Elomaa, Jaakko Hollmén, Heikki Mannila
2011	—	`conf`	Permutation Structure in 0-1 Data. ECML/PKDD (1) Heikki Mannila
2011	J	`jnl`	Randomization techniques for assessing the significance of gene periodicity results. BMC Bioinform. Aleksi Kallio, Niko Vuokko, Markus Ojala, Niina Haiminen, Heikki Mannila
2010	—	`ch.`	A Theory of Inductive Query Answering. Inductive Databases and Constraint-Based Data Mining Luc De Raedt, Manfred Jaeger, Sau Dan Lee, Heikki Mannila
2010	—	`ed.`	Algorithms and Applications, Essays Dedicated to Esko Ukkonen on the Occasion of His 60th Birthday Algorithms and Applications Tapio Elomaa, Heikki Mannila, Pekka Orponen
2010	A	`conf`	Evaluating Query Result Significance in Databases via Randomizations. SDM Markus Ojala, Gemma C. Garriga, Aristides Gionis, Heikki Mannila
2010	J	`jnl`	Evaluation of BIC and Cross Validation for model selection on sequence segmentations. Int. J. Data Min. Bioinform. Niina Haiminen, Heikki Mannila
2010	A*	`conf`	Finding effectors in social networks. KDD Theodoros Lappas, Evimaria Terzi, Dimitrios Gunopulos, Heikki Mannila
2010	B	`conf`	Gaussian Clusters and Noise: An Approach Based on the Minimum Description Length Principle. Discovery Science Panu Luosto, Jyrki Kivinen, Heikki Mannila
2009	J	`jnl`	A randomized approximation algorithm for computing bucket orders. Inf. Process. Lett. Antti Ukkonen, Kai Puolamäki, Aristides Gionis, Heikki Mannila
2009	J	`jnl`	ACM TKDD special issue ACM SIGKDD 2007 and ACM SIGKDD 2008. ACM Trans. Knowl. Discov. Data Heikki Mannila, Dimitrios Gunopulos
2009	—	`conf`	Applying Electromagnetic Field Theory Concepts to Clustering with Constraints. ECML/PKDD (1) Huseyin Hakkoymaz, Georgios Chatzimilioudis, Dimitrios Gunopulos, Heikki Mannila
2009	J	`jnl`	Approximating the Minimum Chain Completion problem. Inf. Process. Lett. Tomás Feder, Heikki Mannila, Evimaria Terzi
2009	J	`jnl`	Complexity control in a mixture model by the Hardy-Weinberg equilibrium. Comput. Stat. Data Anal. Ella Bingham, Heikki Mannila
2009	J	`jnl`	Determining Attributes to Maximize Visibility of Objects. IEEE Trans. Knowl. Data Eng. Muhammed Miah, Gautam Das, Vagelis Hristidis, Heikki Mannila
2009	A	`conf`	Finding Links and Initiators: A Graph-Reconstruction Problem. SDM Heikki Mannila, Evimaria Terzi
2009	A	`conf`	Low-Entropy Set Selection. SDM Hannes Heikinheimo, Jilles Vreeken, Arno Siebes, Heikki Mannila
2009	—	`ed.`	Proceedings of the ACM SIGKDD Workshop on Visual Analytics and Knowledge Discovery: Integrating Automated Analysis with Interactive Exploration, Paris, France, June 28, 2009 KDD Workshop on Visual Analytics and Knowledge Discovery Kai Puolamäki, Heikki Mannila, Alessio Bertone, Silvia Miksch
2009	J	`jnl`	Query Significance in Databases via Randomizations CoRR Markus Ojala, Gemma C. Garriga, Aristides Gionis, Heikki Mannila
2009	C	`conf`	Randomization Methods for Assessing the Significance of Data Mining Results. ISMIS Heikki Mannila
2009	J	`jnl`	Randomization methods for assessing data analysis results on real-valued matrices. Stat. Anal. Data Min. Markus Ojala, Niko Vuokko, Aleksi Kallio, Niina Haiminen, Heikki Mannila
2009	A*	`conf`	Randomization methods in data mining. KDD Heikki Mannila
2009	A*	`conf`	Tell me something I don't know: randomization strategies for iterative data mining. KDD Sami Hanhijärvi, Markus Ojala, Niko Vuokko, Kai Puolamäki, Nikolaj Tatti, Heikki Mannila
2008	A*	`conf`	Banded structure in binary matrices. KDD Gemma C. Garriga, Esa Junttila, Heikki Mannila
2008	J	`jnl`	Determining significance of pairwise co-occurrences of events in bursty sequences. BMC Bioinform. Niina Haiminen, Heikki Mannila, Evimaria Terzi
2008	B	`conf`	Feature Selection in Taxonomies with Applications to Paleontology. Discovery Science Gemma C. Garriga, Antti Ukkonen, Heikki Mannila
2008	A	`conf`	Finding Subgroups having Several Descriptions: Algorithms for Redescription Mining. SDM Arianna Gallo, Pauli Miettinen, Heikki Mannila
2008	B	`conf`	Finding Total and Partial Orders from Data for Seriation. ALT Heikki Mannila
2008	B	`conf`	Finding Total and Partial Orders from Data for Seriation. Discovery Science Heikki Mannila
2008	J	`jnl`	Finding links and initiators: a graph reconstruction problem CoRR Heikki Mannila, Evimaria Terzi
2008	A	`conf`	Mining Association Rules of Simple Conjunctive Queries. SDM Bart Goethals, Wim Le Page, Heikki Mannila
2008	J	`jnl`	Optimal segmentation using tree models. Knowl. Inf. Syst. Robert Gwadera, Aristides Gionis, Heikki Mannila
2008	C	`conf`	Randomization Techniques for Data Mining Methods. ADBIS Heikki Mannila
2008	—	`conf`	Randomization Techniques for Data Mining Methods. ADBIS (local proceedings) Heikki Mannila
2008	A	`conf`	Randomization of real-valued matrices for assessing the significance of data mining results. SDM Markus Ojala, Niko Vuokko, Aleksi Kallio, Niina Haiminen, Heikki Mannila
2008	A*	`conf`	Standing Out in a Crowd: Selecting Attributes for Maximum Visibility. ICDE Muhammed Miah, Gautam Das, Vagelis Hristidis, Heikki Mannila
2008	J	`jnl`	The Discrete Basis Problem. IEEE Trans. Knowl. Data Eng. Pauli Miettinen, Taneli Mielikäinen, Aristides Gionis, Gautam Das, Heikki Mannila
2007	—	`conf`	A random walk approach to sampling hidden databases. SIGMOD Conference Arjun Dasgupta, Gautam Das, Heikki Mannila
2007	J	`jnl`	Assessing data mining results via swap randomization. ACM Trans. Knowl. Discov. Data Aristides Gionis, Heikki Mannila, Taneli Mielikäinen, Panayiotis Tsaparas
2007	J	`jnl`	Clustering aggregation. ACM Trans. Knowl. Discov. Data Aristides Gionis, Heikki Mannila, Panayiotis Tsaparas
2007	J	`jnl`	Comparing segmentations by applying randomization techniques. BMC Bioinform. Niina Haiminen, Heikki Mannila, Evimaria Terzi
2007	J	`jnl`	Constrained hidden Markov models for population-based haplotyping. BMC Bioinform. Niels Landwehr, Taneli Mielikäinen, Lauri Eronen, Hannu Toivonen, Heikki Mannila
2007	—	`conf`	Finding Outlying Items in Sets of Partial Rankings. PKDD Antti Ukkonen, Heikki Mannila
2007	A*	`conf`	Finding low-entropy sets and trees from binary data. KDD Hannes Heikinheimo, Jouni K. Seppänen, Eino Hinkkanen, Heikki Mannila, Taneli Mielikäinen
2007	J	`jnl`	How to Handle Small Samples: Bootstrap and Bayesian Methods in the Analysis of Linguistic Change. Lit. Linguistic Comput. Alexander Hinneburg, Heikki Mannila, Samuli Kaislaniemi, Terttu Nevalainen, Helena Raumolin-Brunberg
2007	A*	`conf`	Nestedness and segmented nestedness. KDD Heikki Mannila, Evimaria Terzi
2007	B	`conf`	Recurrent Predictive Models for Sequence Segmentation. IDA Saara Hyvönen, Aristides Gionis, Heikki Mannila
2006	A*	`conf`	Algorithms for discovering bucket orders from data. KDD Aristides Gionis, Heikki Mannila, Kai Puolamäki, Antti Ukkonen
2006	B	`conf`	Analysis of Linux Evolution Using Aligned Source Code Segments. Discovery Science Antti Rasinen, Jaakko Hollmén, Heikki Mannila
2006	A*	`conf`	Assessing data mining results via swap randomization. KDD Aristides Gionis, Heikki Mannila, Taneli Mielikäinen, Panayiotis Tsaparas
2006	—	`conf`	Finding Trees from Unordered 0-1 Data. PKDD Hannes Heikinheimo, Heikki Mannila, Jouni K. Seppänen
2006	—	`conf`	Finding fragments of orders and total orders from 0-1 data. EGC Heikki Mannila
2006	A*	`conf`	Optimal Segmentation Using Tree Models. ICDM Robert Gwadera, Aristides Gionis, Heikki Mannila
2006	A	`conf`	Segmentation and dimensionality reduction. SDM Ella Bingham, Aristides Gionis, Niina Haiminen, Heli Hiisilä, Heikki Mannila, Evimaria Terzi
2006	J	`jnl`	Seriation in Paleontological Data Using Markov Chain Monte Carlo Methods. PLoS Comput. Biol. Kai Puolamäki, Mikael Fortelius, Heikki Mannila
2006	—	`conf`	The Discrete Basis Problem. PKDD Pauli Miettinen, Taneli Mielikäinen, Aristides Gionis, Gautam Das, Heikki Mannila
2006	A*	`conf`	What is the Dimension of Your Binary Data? ICDM Nikolaj Tatti, Taneli Mielikäinen, Aristides Gionis, Heikki Mannila
2005	C	`conf`	A Hidden Markov Technique for Haplotype Reconstruction. WABI Pasi Rastas, Mikko Koivisto, Heikki Mannila, Esko Ukkonen
2005	A*	`conf`	Clustering Aggregation. ICDE Aristides Gionis, Heikki Mannila, Panayiotis Tsaparas
2005	—	`ed.`	Constraint-Based Mining and Inductive Databases, European Workshop on Inductive Databases and Constraint Based Mining, Hinterzarten, Germany, March 11-13, 2004, Revised Selected Papers Constraint-Based Mining and Inductive Databases Jean-François Boulicaut, Luc De Raedt, Heikki Mannila
2005	A*	`conf`	Finding partial orders from unordered 0-1 data. KDD Antti Ukkonen, Mikael Fortelius, Heikki Mannila
2005	A*	`conf`	Mining Chains of Relations. ICDM Foto N. Afrati, Gautam Das, Aristides Gionis, Heikki Mannila, Taneli Mielikäinen, Panayiotis Tsaparas
2005	A*	`conf`	Parameter-Free Spatial Data Mining Using MDL. ICDM Spiros Papadimitriou, Aristides Gionis, Panayiotis Tsaparas, Risto A. Väisänen, Heikki Mannila, Christos Faloutsos
2005	—	`ch.`	Piecewise Constant Modeling of Sequential Data Using Reversible Jump Markov Chain Monte Carlo. Data Mining in Bioinformatics Marko Salmenkivi, Heikki Mannila
2005	J	`jnl`	Using Markov chain Monte Carlo and dynamic programming for event sequence data. Knowl. Inf. Syst. Marko Salmenkivi, Heikki Mannila
2004	A*	`conf`	Approximating a collection of frequent sets. KDD Foto N. Afrati, Aristides Gionis, Heikki Mannila
2004	—	`conf`	Boolean Formulas and Frequent Sets. Constraint-Based Mining and Inductive Databases Jouni K. Seppänen, Heikki Mannila
2004	—	`conf`	Data Mining: The Next Generation. Perspectives Workshop: Data Mining: The Next Generation Raghu Ramakrishnan, Rakesh Agrawal, Johann-Christoph Freytag, Toni Bollinger, Christopher W. Clifton, Saso Dzeroski, Jochen Hipp, Daniel A. Keim, Stefan Kramer, Hans-Peter Kriegel, Ulf Leser, Bing Liu, Heikki Mannila, Rosa Meo, Shinichi Morishita, Raymond T. Ng, Jian Pei, Prabhakar Raghavan, Myra Spiliopoulou, Jaideep Srivastava, Vicenç Torra
2004	A*	`conf`	Dense itemsets. KDD Jouni K. Seppänen, Heikki Mannila
2004	J	`jnl`	Editorial. Data Min. Knowl. Discov. Usama M. Fayyad, Heikki Mannila, Raghu Ramakrishnan
2004	J	`jnl`	Editorial. Data Min. Knowl. Discov. Usama M. Fayyad, Heikki Mannila, Raghu Ramakrishnan
2004	—	`conf`	Geometric and Combinatorial Tiles in 0-1 Data. PKDD Aristides Gionis, Heikki Mannila, Jouni K. Seppänen
2004	B	`conf`	Hidden Markov Modelling Techniques for Haplotype Analysis. ALT Mikko Koivisto, Teemu Kivioja, Heikki Mannila, Pasi Rastas, Esko Ukkonen
2004	A*	`conf`	Relational link-based ranking. VLDB Floris Geerts, Heikki Mannila, Evimaria Terzi
2003	—	`conf`	A Simple Algorithm for Topic Identification in 0-1 Data. PKDD Jouni K. Seppänen, Ella Bingham, Heikki Mannila
2003	Misc	`conf`	An MDL Method for Finding Haplotype Blocks and for Estimating the Strength of Haplotype Block Boundaries. Pacific Symposium on Biocomputing Mikko Koivisto, Markus Perola, T. Varilo, W. Hennah, J. Ekelund, Margus Lukk, L. Peltonen, Esko Ukkonen, Heikki Mannila
2003	J	`jnl`	Beyond Independence: Probabilistic Models for Query Approximation on Binary Transaction Data. IEEE Trans. Knowl. Data Eng. Dmitry Pavlov, Heikki Mannila, Padhraic Smyth
2003	J	`jnl`	Discovering all most specific sentences. ACM Trans. Database Syst. Dimitrios Gunopulos, Roni Khardon, Heikki Mannila, Sanjeev Saluja, Hannu Toivonen, Ram Sewak Sharm
2003	B	`conf`	Finding recurrent sources in sequences. RECOMB Aristides Gionis, Heikki Mannila
2003	A*	`conf`	Fragments of order. KDD Aristides Gionis, Teija Kujala, Heikki Mannila
2003	A	`conf`	Mixture Models and Frequent Sets: Combining Global and Local Methods for 0-1 Data. SDM Jaakko Hollmén, Jouni K. Seppänen, Heikki Mannila
2003	—	`conf`	Rule Discovery and Probabilistic Modeling for Onomastic Data. PKDD Antti Leino, Heikki Mannila, Ritva Liisa Pitkänen
2003	—	`conf`	The Pattern Ordering Problem. PKDD Taneli Mielikäinen, Heikki Mannila
2002	A*	`conf`	A Theory of Inductive Query Answering. ICDM Luc De Raedt, Manfred Jaeger, Sau Dan Lee, Heikki Mannila
2002	—	`conf`	Combining Pattern Discovery and Probabilistic Modeling in Data Mining. SWAT Heikki Mannila
2002	J	`jnl`	Emerging scientific applications in data mining. Commun. ACM Jiawei Han, Russ B. Altman, Vipin Kumar, Heikki Mannila, Daryl Pregibon
2002	C	`conf`	Genome segmentation using piecewise constant intensity models and reversible jump MCMC. ECCB Marko Salmenkivi, Juha Kere, Heikki Mannila
2002	A*	`conf`	Local and Global Methods in Data Mining: Basic Techniques and Open Problems. ICALP Heikki Mannila
2002	J	`jnl`	Long-range control of expression in yeast. Bioinform. Heikki Mannila, Anne Patrikainen, Jouni K. Seppänen, Juha Kere
2002	—	`ed.`	Machine Learning: ECML 2002, 13th European Conference on Machine Learning, Helsinki, Finland, August 19-23, 2002, Proceedings ECML Tapio Elomaa, Heikki Mannila, Hannu Toivonen
2002	A*	`conf`	OSSM: A Segmentation Approach to Optimize Frequency Counting. ICDE Carson Kai-Sang Leung, Raymond T. Ng, Heikki Mannila
2002	—	`ed.`	Principles of Data Mining and Knowledge Discovery, 6th European Conference, PKDD 2002, Helsinki, Finland, August 19-23, 2002, Proceedings PKDD Tapio Elomaa, Heikki Mannila, Hannu Toivonen
2002	A	`ed.`	Proceedings of the Second SIAM International Conference on Data Mining, Arlington, VA, USA, April 11-13, 2002 SDM Robert L. Grossman, Jiawei Han, Vipin Kumar, Heikki Mannila, Rajeev Motwani
2002	A*	`conf`	Topics in 0--1 data. KDD Ella Bingham, Heikki Mannila, Jouni K. Seppänen
2001	—	`conf`	Combining Discrete Algorithmic and Probabilistic Approaches in Data Mining. ECML Heikki Mannila
2001	—	`conf`	Combining Discrete Algorithmic and Probabilistic Approaches in Data Mining. PKDD Heikki Mannila
2001	A	`conf`	Decomposition of Event Sequences into Independent Components. SDM Heikki Mannila, Dmitry Rusakov
2001	A	`conf`	Finding similar situations in sequences of events via random projections. SDM Heikki Mannila, Jouni K. Seppänen
2001	A*	`conf`	Finding simple intensity descriptions from event sequence data. KDD Heikki Mannila, Marko Salmenkivi
2001	—	`book`	Principles of Data Mining David J. Hand, Heikki Mannila, Padhraic Smyth
2001	A*	`conf`	Probabilistic modeling of transaction data with applications to profiling, visualization, and prediction. KDD Igor V. Cadez, Padhraic Smyth, Heikki Mannila
2001	A*	`conf`	Random projection in dimensionality reduction: applications to image and text data. KDD Ella Bingham, Heikki Mannila
2001	A*	`conf`	Time Series Segmentation for Context Recognition in Mobile Devices. ICDM Johan Himberg, Kalle Korpiaho, Heikki Mannila, Johanna Tikanmäki, Hannu Toivonen
2001	J	`jnl`	Time-Series Similarity Problems and Well-Separated Geometric Sets. Nord. J. Comput. Béla Bollobás, Gautam Das, Dimitrios Gunopulos, Heikki Mannila
2000	A*	`conf`	Approximate Query Answering with Frequent Sets and Maximum Entropy. ICDE Heikki Mannila, Padhraic Smyth
2000	—	`conf`	Context-Based Similarity Measures for Categorical Databases. PKDD Gautam Das, Heikki Mannila
2000	C	`conf`	Gene Mapping by Haplotype Pattern Mining. BIBE Hannu Toivonen, Paivi Onkamo, Kari Vasko, Vesa Ollikainen, Petteri Sevon, Heikki Mannila, Juha Kere
2000	A*	`conf`	Global partial orders from sequential data. KDD Heikki Mannila, Christopher Meek
2000	A	`conf`	Probabilistic Models for Query Approximation with Large Sparse Binary Data Sets. UAI Dmitry Pavlov, Heikki Mannila, Padhraic Smyth
2000	J	`jnl`	Theoretical Frameworks for Data Mining. SIGKDD Explor. Heikki Mannila
1999	—	`conf`	Association Rule Selection in a Data Mining Environment. PKDD Mika Klemettinen, Heikki Mannila, A. Inkeri Verkamo
1999	J	`jnl`	Borders: An Efficient Algorithm for Association Generation in Dynamic Databases. J. Intell. Inf. Syst. Yonatan Aumann, Ronen Feldman, Orly Liphstat, Heikki Mannila
1999	B	`conf`	Inductive Databases (Abstract). ILP Heikki Mannila
1999	J	`jnl`	Interactive exploration of interesting findings in the Telecommunication Network Alarm Sequence Analyzer (TASA). Inf. Softw. Technol. Mika Klemettinen, Heikki Mannila, Hannu Toivonen
1999	B	`conf`	Modeling KDD Processes within the Inductive Database Framework. DaWaK Jean-François Boulicaut, Mika Klemettinen, Heikki Mannila
1999	A*	`conf`	Prediction with Local Patterns using Cross-Entropy. KDD Heikki Mannila, Dmitry Pavlov, Padhraic Smyth
1999	J	`jnl`	Reasoning with Examples: Propositional Formulae and Database Dependencies. Acta Informatica Roni Khardon, Heikki Mannila, Dan Roth
1999	J	`jnl`	Rule Discovery in Telecommunication Alarm Data. J. Netw. Syst. Manag. Mika Klemettinen, Heikki Mannila, Hannu Toivonen
1999	B	`conf`	Similarity between Event Types in Sequences. DaWaK Heikki Mannila, Pirjo Moen
1998	—	`conf`	Frailty Factors and Time-dependent Hazards in Modelling Ear Infections in Children Using BASSIST. COMPSTAT Mervi Eerola, Heikki Mannila, Marko Salmenkivi
1998	B	`conf`	Learning, Mining, or Modeling? A Case Study from Paleocology. Discovery Science Heikki Mannila, Hannu Toivonen, Atte Korhola, Heikki Olander
1998	—	`conf`	Querying Inductive Databases: A Case Study on the MINE RULE Operator. PKDD Jean-François Boulicaut, Mika Klemettinen, Heikki Mannila
1998	A*	`conf`	Rule Discovery from Time Series. KDD Gautam Das, King-Ip Lin, Heikki Mannila, Gopal Renganathan, Padhraic Smyth
1998	A*	`conf`	Similarity of Attributes by External Probes. KDD Gautam Das, Heikki Mannila, Pirjo Ronkainen
1997	—	`conf`	A Data Mining Methodology and Its Application to Semi-automatic Knowledge Acquisition. DEXA Workshop Mika Klemettinen, Heikki Mannila, Hannu Toivonen
1997	A*	`conf`	Data mining, Hypergraph Transversals, and Machine Learning. PODS Dimitrios Gunopulos, Roni Khardon, Heikki Mannila, Hannu Toivonen
1997	A	`conf`	Discovering All Most Specific Sentences by Randomized Algorithms. ICDT Dimitrios Gunopulos, Heikki Mannila, Sanjeev Saluja
1997	J	`jnl`	Discovery of Frequent Episodes in Event Sequences. Data Min. Knowl. Discov. Heikki Mannila, Hannu Toivonen, A. Inkeri Verkamo
1997	J	`jnl`	Disjunctive Datalog. ACM Trans. Database Syst. Thomas Eiter, Georg Gottlob, Heikki Mannila
1997	J	`jnl`	Distance Measures for Point Sets and their Computation. Acta Informatica Thomas Eiter, Heikki Mannila
1997	—	`conf`	Efficient Algorithms for Discovering Frequent Sets in Incremental Databases. DMKD Ronen Feldman, Yonatan Aumann, Amihood Amir, Heikki Mannila
1997	—	`conf`	Finding Similar Time Series. PKDD Gautam Das, Dimitrios Gunopulos, Heikki Mannila
1997	—	`conf`	Inductive Databases and Condensed Representations for Data Mining. ILPS Heikki Mannila
1997	J	`jnl`	Levelwise Search and Borders of Theories in Knowledge Discovery. Data Min. Knowl. Discov. Heikki Mannila, Hannu Toivonen
1997	A	`conf`	Methods and Problems in Data Mining. ICDT Heikki Mannila
1997	A*	`ed.`	Proceedings of the Third International Conference on Knowledge Discovery and Data Mining (KDD-97), Newport Beach, California, USA, August 14-17, 1997 KDD David Heckerman, Heikki Mannila, Daryl Pregibon
1997	C	`conf`	Similarity of Event Sequences. TIME Heikki Mannila, Pirjo Ronkainen
1997	—	`conf`	Time-Series Similarity Problems and Well-Separated Geometric Sets. SCG Béla Bollobás, Gautam Das, Dimitrios Gunopulos, Heikki Mannila
1996	J	`jnl`	A Database Perspective on Knowledge Discovery. Commun. ACM Tomasz Imielinski, Heikki Mannila
1996	A*	`conf`	Data Mining and Machine Learning (Abstract). ICML Heikki Mannila
1996	B	`conf`	Data Mining: Machine Learning, Statistics, and Databases. SSDBM Heikki Mannila
1996	A*	`conf`	Discovering Generalized Episodes Using Minimal Occurrences. KDD Heikki Mannila, Hannu Toivonen
1996	—	`ch.`	Fast Discovery of Association Rules. Advances in Knowledge Discovery and Data Mining Rakesh Agrawal, Heikki Mannila, Ramakrishnan Srikant, Hannu Toivonen, A. Inkeri Verkamo
1996	A*	`conf`	Knowledge Discovery from Telecommunication Network Alarm Databases. ICDE Kimmo Hätönen, Mika Klemettinen, Heikki Mannila, Pirjo Ronkainen, Hannu Toivonen
1996	A*	`conf`	Multiple Uses of Frequent Sets and Condensed Representations (Extended Abstract). KDD Heikki Mannila, Hannu Toivonen
1996	A	`conf`	Schema Design and Knowledge Discovery (Abstract). ER Heikki Mannila
1996	B	`conf`	TASA: Telecommunication Alarm Sequence Analyzer or how to enjoy faults in your network. NOMS Kimmo Hätönen, Mika Klemettinen, Heikki Mannila, Pirjo Ronkainen, Hannu Toivonen
1995	A*	`conf`	A Perspective on Databases and Data Mining. KDD Marcel Holsheimer, Martin L. Kersten, Heikki Mannila, Hannu Toivonen
1995	J	`jnl`	Approximate Inference of Functional Dependencies from Relations. Theor. Comput. Sci. Jyrki Kivinen, Heikki Mannila
1995	—	`conf`	Aspects of Knowledge Discovery and Data Mining. Grundlagen von Datenbanken Heikki Mannila
1995	A*	`conf`	Discovering Frequent Episodes in Sequences. KDD Heikki Mannila, Hannu Toivonen, A. Inkeri Verkamo
1995	—	`conf`	MDL learning of unions of simple pattern languages from positive examples. EuroCOLT Pekka Kilpeläinen, Heikki Mannila, Esko Ukkonen
1995	J	`jnl`	Ordered and Unordered Tree Inclusion. SIAM J. Comput. Pekka Kilpeläinen, Heikki Mannila
1995	J	`jnl`	Recognizing Renamable Generalized Propositional Horn Formulas Is NP-complete. Discret. Appl. Math. Thomas Eiter, Pekka Kilpeläinen, Heikki Mannila
1994	A*	`conf`	Adding Disjunction to Datalog. PODS Thomas Eiter, Georg Gottlob, Heikki Mannila
1994	J	`jnl`	Algorithms for Inferring Functional Dependencies from Relations. Data Knowl. Eng. Heikki Mannila, Kari-Jouko Räihä
1994	—	`conf`	An ALgorithm for Learning Hierarchical Classifiers. ECML Jyrki Kivinen, Heikki Mannila, Esko Ukkonen, Jaak Vilo
1994	—	`conf`	Disjunctive Logic Programming over Finite Structures. GI Jahrestagung Thomas Eiter, Georg Gottlob, Heikki Mannila
1994	—	`conf`	Efficient Algorithms for Discovering Association Rules. KDD Workshop Heikki Mannila, Hannu Toivonen, A. Inkeri Verkamo
1994	—	`conf`	Expressive Power and Complexity of Disjunctive Datalog under the Stable Model Semantics. IS/KI Thomas Eiter, Georg Gottlob, Heikki Mannila
1994	A	`conf`	Finding Interesting Rules from Large Sets of Discovered Association Rules. CIKM Mika Klemettinen, Heikki Mannila, Pirjo Ronkainen, Hannu Toivonen, A. Inkeri Verkamo
1994	—	`conf`	Forming Grammars for Structured Documents: an Application of Grammatical Inference. ICGI Helena Ahonen, Heikki Mannila, Erja Nikunen
1994	B	`conf`	Query Primitives for Tree-Structured Data. CPM Pekka Kilpeläinen, Heikki Mannila
1994	A*	`conf`	The Power of Sampling in Knowledge Discovery. PODS Jyrki Kivinen, Heikki Mannila
1993	—	`conf`	Learning rules with local exceptions. EuroCOLT Jyrki Kivinen, Heikki Mannila, Esko Ukkonen
1993	A*	`conf`	Retrieval from Hierarchical Texts by Partial Patterns. SIGIR Pekka Kilpeläinen, Heikki Mannila
1993	J	`jnl`	Right Invariant Metrics and Measures of Presortedness. Discret. Appl. Math. Vladimir Estivill-Castro, Heikki Mannila, Derick Wood
1992	A	`conf`	Approximate Dependency Inference from Relations. ICDT Jyrki Kivinen, Heikki Mannila
1992	—	`book`	Design of Relational Databases Heikki Mannila, Kari-Jouko Räihä
1992	J	`jnl`	Discovering functional and inclusion dependencies in relational databases. Int. J. Intell. Syst. Martti Kantola, Heikki Mannila, Kari-Jouko Räihä, Harri Siirtola
1992	B	`conf`	Grammatical Tree Matching. CPM Pekka Kilpeläinen, Heikki Mannila
1992	A*	`conf`	Learning Hierarchical Rule Sets. COLT Jyrki Kivinen, Heikki Mannila, Esko Ukkonen
1992	J	`jnl`	On the Complexity of Inferring Functional Dependencies. Discret. Appl. Math. Heikki Mannila, Kari-Jouko Räihä
1991	—	`conf`	The Tree Inclusion Problem. TAPSOFT, Vol.1 Pekka Kilpeläinen, Heikki Mannila
1990	J	`jnl`	Generation of test cases for simple prolog programs. Acta Cybern. Pekka Kilpeläinen, Heikki Mannila
1990	J	`jnl`	Unifications, Deunifications, and Their Complexity. BIT Heikki Mannila, Esko Ukkonen
1989	J	`jnl`	Automatic Generation of Test Data for Relational Queries. J. Comput. Syst. Sci. Heikki Mannila, Kari-Jouko Räihä
1989	A*	`conf`	Practical Algorithms for Finding Prime Attributes and Testing Normal Forms. PODS Heikki Mannila, Kari-Jouko Räihä
1988	—	`conf`	Time Parameter and Arbitrary Deunions in the Set Union Problem. SWAT Heikki Mannila, Esko Ukkonen
1987	A*	`conf`	Dependency Inference. VLDB Heikki Mannila, Kari-Jouko Räihä
1987	—	`conf`	Flow Analysis of Prolog Programs. SLP Heikki Mannila, Esko Ukkonen
1986	J	`jnl`	Design by Example: An Application of Armstrong Relations. J. Comput. Syst. Sci. Heikki Mannila, Kari-Jouko Räihä
1986	A*	`conf`	Inclusion Dependencies in Database Design. ICDE Heikki Mannila, Kari-Jouko Räihä
1986	B	`conf`	On the Complexity of Unification Sequences. ICLP Heikki Mannila, Esko Ukkonen
1986	A*	`conf`	Test Data for Relational Queries. PODS Heikki Mannila, Kari-Jouko Räihä
1986	A*	`conf`	The Set Union Problem with Backtracking. ICALP Heikki Mannila, Esko Ukkonen
1986	—	`conf`	Timestamped Term Representation for Implementing Prolog. SLP Heikki Mannila, Esko Ukkonen
1985	J	`jnl`	A Fast Algorithm for Renaming a Set of Clauses as a Horn Set. Inf. Process. Lett. Heikki Mannila, Kurt Mehlhorn
1985	J	`jnl`	Measures of Presortedness and Optimal Sorting Algorithms. IEEE Trans. Computers Heikki Mannila
1985	J	`jnl`	On the Suitability of Trace Semantics for Modular Proofs of Communicating Processes. Theor. Comput. Sci. Ralph-Johan Back, Heikki Mannila
1985	A*	`conf`	Small Armstrong Relations for Database Design. PODS Heikki Mannila, Kari-Jouko Räihä
1984	J	`jnl`	A Semantic Approach to Program Modularity Inf. Control. Ralph-Johan Back, Heikki Mannila
1984	J	`jnl`	A Simple Linear-Time Algorithm for in Situ Merging. Inf. Process. Lett. Heikki Mannila, Esko Ukkonen
1984	A*	`conf`	Measures of Presortedness and Optimal Sorting Algorithms (Extended Abstract). ICALP Heikki Mannila
1983	J	`jnl`	A topological characterization of (λ, μ) Ann. Pure Appl. Log. Heikki Mannila
1983	A*	`conf`	Derivation of Efficient DAG Marking Algorithms. POPL Ralph-Johan Back, Heikki Mannila, Kari-Jouko Räihä
1983	J	`jnl`	On the Relationship of Minimum and Optimum Covers for a Set of Functional Dependencies. Acta Informatica Heikki Mannila, Kari-Jouko Räihä
1982	A*	`conf`	A Refinement of Kahn's Semantic to Handle Non-Determinism and Communication (Extended Abstract). PODC Ralph-Johan Back, Heikki Mannila
1982	A*	`conf`	Locality in Modular Systems. ICALP Ralph-Johan Back, Heikki Mannila