Heikki Mannila

According to our database, Heikki Mannila authored at least 185 papers between 1982 and 2016.

Collaborative distances:

• Dijkstra number of three.
• Erdős number of two.

2016

Significance testing of word frequencies in corpora.

Jefrey Lijffijt, Terttu Nevalainen, Tanja Säily, Panagiotis Papapetrou, Kai Puolamäki, Heikki Mannila

Digit. Scholarsh. Humanit., 2016

2013

Probabilistic Models for Query Approximation with Large Sparse Binary Datasets

Dmitry Pavlov, Heikki Mannila, Padhraic Smyth

CoRR, 2013

2011

Banded structure in binary matrices.

Gemma C. Garriga, Esa Junttila, Heikki Mannila

Knowl. Inf. Syst., 2011

Randomization techniques for assessing the significance of gene periodicity results.

Aleksi Kallio, Niko Vuokko, Markus Ojala, Niina Haiminen, Heikki Mannila

BMC Bioinform., 2011

A Shapley Value Approach for Influence Attribution.

Panagiotis Papapetrou, Aristides Gionis, Heikki Mannila

Proceedings of the Machine Learning and Knowledge Discovery in Databases, 2011

Permutation Structure in 0-1 Data.

Heikki Mannila

Proceedings of the Machine Learning and Knowledge Discovery in Databases, 2011

Analyzing Word Frequencies in Large Text Corpora Using Inter-arrival Times and Bootstrapping.

Jefrey Lijffijt, Panagiotis Papapetrou, Kai Puolamäki, Heikki Mannila

Proceedings of the Machine Learning and Knowledge Discovery in Databases, 2011

2010

Evaluation of BIC and Cross Validation for model selection on sequence segmentations.

Niina Haiminen, Heikki Mannila

Int. J. Data Min. Bioinform., 2010

Evaluating Query Result Significance in Databases via Randomizations.

Markus Ojala, Gemma C. Garriga, Aristides Gionis, Heikki Mannila

Proceedings of the SIAM International Conference on Data Mining, 2010

Finding effectors in social networks.

Theodoros Lappas, Evimaria Terzi, Dimitrios Gunopulos, Heikki Mannila

Proceedings of the 16th ACM SIGKDD International Conference on Knowledge Discovery and Data Mining, 2010

Gaussian Clusters and Noise: An Approach Based on the Minimum Description Length Principle.

Panu Luosto, Jyrki Kivinen, Heikki Mannila

Proceedings of the Discovery Science - 13th International Conference, 2010

A Theory of Inductive Query Answering.

Luc De Raedt, Manfred Jaeger, Sau Dan Lee, Heikki Mannila

Proceedings of the Inductive Databases and Constraint-Based Data Mining., 2010

2009

Determining Attributes to Maximize Visibility of Objects.

Muhammed Miah, Gautam Das, Vagelis Hristidis, Heikki Mannila

IEEE Trans. Knowl. Data Eng., 2009

ACM TKDD special issue ACM SIGKDD 2007 and ACM SIGKDD 2008.

Heikki Mannila, Dimitrios Gunopulos

ACM Trans. Knowl. Discov. Data, 2009

Randomization methods for assessing data analysis results on real-valued matrices.

Markus Ojala, Niko Vuokko, Aleksi Kallio, Niina Haiminen, Heikki Mannila

Stat. Anal. Data Min., 2009

A randomized approximation algorithm for computing bucket orders.

Antti Ukkonen, Kai Puolamäki, Aristides Gionis, Heikki Mannila

Inf. Process. Lett., 2009

Approximating the Minimum Chain Completion problem.

Tomás Feder, Heikki Mannila, Evimaria Terzi

Inf. Process. Lett., 2009

Complexity control in a mixture model by the Hardy-Weinberg equilibrium.

Ella Bingham, Heikki Mannila

Comput. Stat. Data Anal., 2009

Query Significance in Databases via Randomizations

Markus Ojala, Gemma C. Garriga, Aristides Gionis, Heikki Mannila

CoRR, 2009

Finding Links and Initiators: A Graph-Reconstruction Problem.

Heikki Mannila, Evimaria Terzi

Proceedings of the SIAM International Conference on Data Mining, 2009

Low-Entropy Set Selection.

Hannes Heikinheimo, Jilles Vreeken, Arno Siebes, Heikki Mannila

Proceedings of the SIAM International Conference on Data Mining, 2009

Applying Electromagnetic Field Theory Concepts to Clustering with Constraints.

Huseyin Hakkoymaz, Georgios Chatzimilioudis, Dimitrios Gunopulos, Heikki Mannila

Proceedings of the Machine Learning and Knowledge Discovery in Databases, 2009

Randomization methods in data mining.

Heikki Mannila

Proceedings of the 15th ACM SIGKDD International Conference on Knowledge Discovery and Data Mining, Paris, France, June 28, 2009

Tell me something I don't know: randomization strategies for iterative data mining.

Sami Hanhijärvi, Markus Ojala, Niko Vuokko, Kai Puolamäki, Nikolaj Tatti, Heikki Mannila

Proceedings of the 15th ACM SIGKDD International Conference on Knowledge Discovery and Data Mining, Paris, France, June 28, 2009

Randomization Methods for Assessing the Significance of Data Mining Results.

Heikki Mannila

Proceedings of the Foundations of Intelligent Systems, 18th International Symposium, 2009

2008

The Discrete Basis Problem.

Pauli Miettinen, Taneli Mielikäinen, Aristides Gionis, Gautam Das, Heikki Mannila

IEEE Trans. Knowl. Data Eng., 2008

Optimal segmentation using tree models.

Robert Gwadera, Aristides Gionis, Heikki Mannila

Knowl. Inf. Syst., 2008

Determining significance of pairwise co-occurrences of events in bursty sequences.

Niina Haiminen, Heikki Mannila, Evimaria Terzi

BMC Bioinform., 2008

Randomization of real-valued matrices for assessing the significance of data mining results.

Markus Ojala, Niko Vuokko, Aleksi Kallio, Niina Haiminen, Heikki Mannila

Proceedings of the SIAM International Conference on Data Mining, 2008

Mining Association Rules of Simple Conjunctive Queries.

Bart Goethals, Wim Le Page, Heikki Mannila

Proceedings of the SIAM International Conference on Data Mining, 2008

Finding Subgroups having Several Descriptions: Algorithms for Redescription Mining.

Arianna Gallo, Pauli Miettinen, Heikki Mannila

Proceedings of the SIAM International Conference on Data Mining, 2008

Standing Out in a Crowd: Selecting Attributes for Maximum Visibility.

Muhammed Miah, Gautam Das, Vagelis Hristidis, Heikki Mannila

Proceedings of the 24th International Conference on Data Engineering, 2008

Finding Total and Partial Orders from Data for Seriation.

Heikki Mannila

Proceedings of the Discovery Science, 11th International Conference, 2008

Feature Selection in Taxonomies with Applications to Paleontology.

Gemma C. Garriga, Antti Ukkonen, Heikki Mannila

Proceedings of the Discovery Science, 11th International Conference, 2008

Randomization Techniques for Data Mining Methods.

Heikki Mannila

Proceedings of the Advances in Databases and Information Systems, 2008

2007

Clustering aggregation.

Aristides Gionis, Heikki Mannila, Panayiotis Tsaparas

ACM Trans. Knowl. Discov. Data, 2007

Assessing data mining results via swap randomization.

Aristides Gionis, Heikki Mannila, Taneli Mielikäinen, Panayiotis Tsaparas

ACM Trans. Knowl. Discov. Data, 2007

How to Handle Small Samples: Bootstrap and Bayesian Methods in the Analysis of Linguistic Change.

Alexander Hinneburg, Heikki Mannila, Samuli Kaislaniemi, Terttu Nevalainen, Helena Raumolin-Brunberg

Lit. Linguistic Comput., 2007

Constrained hidden Markov models for population-based haplotyping.

Niels Landwehr, Taneli Mielikäinen, Lauri Eronen, Hannu Toivonen, Heikki Mannila

BMC Bioinform., 2007

Comparing segmentations by applying randomization techniques.

Niina Haiminen, Heikki Mannila, Evimaria Terzi

BMC Bioinform., 2007

A random walk approach to sampling hidden databases.

Arjun Dasgupta, Gautam Das, Heikki Mannila

Proceedings of the ACM SIGMOD International Conference on Management of Data, 2007

Finding Outlying Items in Sets of Partial Rankings.

Antti Ukkonen, Heikki Mannila

Proceedings of the Knowledge Discovery in Databases: PKDD 2007, 2007

Nestedness and segmented nestedness.

Heikki Mannila, Evimaria Terzi

Proceedings of the 13th ACM SIGKDD International Conference on Knowledge Discovery and Data Mining, 2007

Finding low-entropy sets and trees from binary data.

Hannes Heikinheimo, Jouni K. Seppänen, Eino Hinkkanen, Heikki Mannila, Taneli Mielikäinen

Proceedings of the 13th ACM SIGKDD International Conference on Knowledge Discovery and Data Mining, 2007

Recurrent Predictive Models for Sequence Segmentation.

Saara Hyvönen, Aristides Gionis, Heikki Mannila

Proceedings of the Advances in Intelligent Data Analysis VII, 2007

2006

Seriation in Paleontological Data Using Markov Chain Monte Carlo Methods.

Kai Puolamäki, Mikael Fortelius, Heikki Mannila

PLoS Comput. Biol., 2006

Segmentation and dimensionality reduction.

Ella Bingham, Aristides Gionis, Niina Haiminen, Heli Hiisilä, Heikki Mannila, Evimaria Terzi

Proceedings of the Sixth SIAM International Conference on Data Mining, 2006

Finding Trees from Unordered 0-1 Data.

Hannes Heikinheimo, Heikki Mannila, Jouni K. Seppänen

Proceedings of the Knowledge Discovery in Databases: PKDD 2006, 2006

Algorithms for discovering bucket orders from data.

Aristides Gionis, Heikki Mannila, Kai Puolamäki, Antti Ukkonen

Proceedings of the Twelfth ACM SIGKDD International Conference on Knowledge Discovery and Data Mining, 2006

What is the Dimension of Your Binary Data?

Nikolaj Tatti, Taneli Mielikäinen, Aristides Gionis, Heikki Mannila

Proceedings of the 6th IEEE International Conference on Data Mining (ICDM 2006), 2006

Finding fragments of orders and total orders from 0-1 data.

Heikki Mannila

Proceedings of the Extraction et gestion des connaissances (EGC'2006), 2006

Analysis of Linux Evolution Using Aligned Source Code Segments.

Antti Rasinen, Jaakko Hollmén, Heikki Mannila

Proceedings of the Discovery Science, 9th International Conference, 2006

2005

Using Markov chain Monte Carlo and dynamic programming for event sequence data.

Marko Salmenkivi, Heikki Mannila

Knowl. Inf. Syst., 2005

A Hidden Markov Technique for Haplotype Reconstruction.

Pasi Rastas, Mikko Koivisto, Heikki Mannila, Esko Ukkonen

Proceedings of the Algorithms in Bioinformatics, 5th International Workshop, 2005

Finding partial orders from unordered 0-1 data.

Antti Ukkonen, Mikael Fortelius, Heikki Mannila

Proceedings of the Eleventh ACM SIGKDD International Conference on Knowledge Discovery and Data Mining, 2005

Parameter-Free Spatial Data Mining Using MDL.

Spiros Papadimitriou, Aristides Gionis, Panayiotis Tsaparas, Risto A. Väisänen, Heikki Mannila, Christos Faloutsos

Proceedings of the 5th IEEE International Conference on Data Mining (ICDM 2005), 2005

Mining Chains of Relations.

Foto N. Afrati, Gautam Das, Aristides Gionis, Heikki Mannila, Taneli Mielikäinen, Panayiotis Tsaparas

Proceedings of the 5th IEEE International Conference on Data Mining (ICDM 2005), 2005

Piecewise Constant Modeling of Sequential Data Using Reversible Jump Markov Chain Monte Carlo.

Marko Salmenkivi, Heikki Mannila

Proceedings of the Data Mining in Bioinformatics, 2005

2004

Editorial.

Usama M. Fayyad, Heikki Mannila, Raghu Ramakrishnan

Data Min. Knowl. Discov., 2004

Relational link-based ranking.

Floris Geerts, Heikki Mannila, Evimaria Terzi

Proceedings of the (e)Proceedings of the Thirtieth International Conference on Very Large Data Bases, VLDB 2004, Toronto, Canada, August 31, 2004

Geometric and Combinatorial Tiles in 0-1 Data.

Aristides Gionis, Heikki Mannila, Jouni K. Seppänen

Proceedings of the Knowledge Discovery in Databases: PKDD 2004, 2004

Dense itemsets.

Jouni K. Seppänen, Heikki Mannila

Proceedings of the Tenth ACM SIGKDD International Conference on Knowledge Discovery and Data Mining, 2004

Approximating a collection of frequent sets.

Foto N. Afrati, Aristides Gionis, Heikki Mannila

Proceedings of the Tenth ACM SIGKDD International Conference on Knowledge Discovery and Data Mining, 2004

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

Proceedings of the Perspectives Workshop: Data Mining: The Next Generation, 11.07., 2004

Boolean Formulas and Frequent Sets.

Jouni K. Seppänen, Heikki Mannila

Proceedings of the Constraint-Based Mining and Inductive Databases, 2004

Hidden Markov Modelling Techniques for Haplotype Analysis.

Mikko Koivisto, Teemu Kivioja, Heikki Mannila, Pasi Rastas, Esko Ukkonen

Proceedings of the Algorithmic Learning Theory, 15th International Conference, 2004

2003

Discovering all most specific sentences.

Dimitrios Gunopulos, Roni Khardon, Heikki Mannila, Sanjeev Saluja, Hannu Toivonen, Ram Sewak Sharm

ACM Trans. Database Syst., 2003

Beyond Independence: Probabilistic Models for Query Approximation on Binary Transaction Data.

Dmitry Pavlov, Heikki Mannila, Padhraic Smyth

IEEE Trans. Knowl. Data Eng., 2003

Mixture Models and Frequent Sets: Combining Global and Local Methods for 0-1 Data.

Jaakko Hollmén, Jouni K. Seppänen, Heikki Mannila

Proceedings of the Third SIAM International Conference on Data Mining, 2003

Finding recurrent sources in sequences.

Aristides Gionis, Heikki Mannila

Proceedings of the Sventh Annual International Conference on Computational Biology, 2003

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

Proceedings of the 8th Pacific Symposium on Biocomputing, 2003

A Simple Algorithm for Topic Identification in 0-1 Data.

Jouni K. Seppänen, Ella Bingham, Heikki Mannila

Proceedings of the Knowledge Discovery in Databases: PKDD 2003, 2003

The Pattern Ordering Problem.

Taneli Mielikäinen, Heikki Mannila

Proceedings of the Knowledge Discovery in Databases: PKDD 2003, 2003

Rule Discovery and Probabilistic Modeling for Onomastic Data.

Antti Leino, Heikki Mannila, Ritva Liisa Pitkänen

Proceedings of the Knowledge Discovery in Databases: PKDD 2003, 2003

Fragments of order.

Aristides Gionis, Teija Kujala, Heikki Mannila

Proceedings of the Ninth ACM SIGKDD International Conference on Knowledge Discovery and Data Mining, Washington, DC, USA, August 24, 2003

2002

Emerging scientific applications in data mining.

Jiawei Han, Russ B. Altman, Vipin Kumar, Heikki Mannila, Daryl Pregibon

Commun. ACM, 2002

Long-range control of expression in yeast.

Heikki Mannila, Anne Patrikainen, Jouni K. Seppänen, Juha Kere

Bioinform., 2002

Combining Pattern Discovery and Probabilistic Modeling in Data Mining.

Heikki Mannila

Proceedings of the Algorithm Theory, 2002

Topics in 0--1 data.

Ella Bingham, Heikki Mannila, Jouni K. Seppänen

Proceedings of the Eighth ACM SIGKDD International Conference on Knowledge Discovery and Data Mining, 2002

A Theory of Inductive Query Answering.

Luc De Raedt, Manfred Jaeger, Sau Dan Lee, Heikki Mannila

Proceedings of the 2002 IEEE International Conference on Data Mining (ICDM 2002), 2002

OSSM: A Segmentation Approach to Optimize Frequency Counting.

Carson Kai-Sang Leung, Raymond T. Ng, Heikki Mannila

Proceedings of the 18th International Conference on Data Engineering, San Jose, CA, USA, February 26, 2002

Local and Global Methods in Data Mining: Basic Techniques and Open Problems.

Heikki Mannila

Proceedings of the Automata, Languages and Programming, 29th International Colloquium, 2002

Genome segmentation using piecewise constant intensity models and reversible jump MCMC.

Marko Salmenkivi, Juha Kere, Heikki Mannila

Proceedings of the European Conference on Computational Biology (ECCB 2002), 2002

2001

Time-Series Similarity Problems and Well-Separated Geometric Sets.

Béla Bollobás, Gautam Das, Dimitrios Gunopulos, Heikki Mannila

Nord. J. Comput., 2001

Finding similar situations in sequences of events via random projections.

Heikki Mannila, Jouni K. Seppänen

Proceedings of the First SIAM International Conference on Data Mining, 2001

Decomposition of Event Sequences into Independent Components.

Heikki Mannila, Dmitry Rusakov

Proceedings of the First SIAM International Conference on Data Mining, 2001

Combining Discrete Algorithmic and Probabilistic Approaches in Data Mining.

Heikki Mannila

Proceedings of the Principles of Data Mining and Knowledge Discovery, 2001

Finding simple intensity descriptions from event sequence data.

Heikki Mannila, Marko Salmenkivi

Proceedings of the seventh ACM SIGKDD international conference on Knowledge discovery and data mining, 2001

Probabilistic modeling of transaction data with applications to profiling, visualization, and prediction.

Igor V. Cadez, Padhraic Smyth, Heikki Mannila

Proceedings of the seventh ACM SIGKDD international conference on Knowledge discovery and data mining, 2001

Random projection in dimensionality reduction: applications to image and text data.

Ella Bingham, Heikki Mannila

Proceedings of the seventh ACM SIGKDD international conference on Knowledge discovery and data mining, 2001

Time Series Segmentation for Context Recognition in Mobile Devices.

Johan Himberg, Kalle Korpiaho, Heikki Mannila, Johanna Tikanmäki, Hannu Toivonen

Proceedings of the 2001 IEEE International Conference on Data Mining, 29 November, 2001

Principles of Data Mining

David J. Hand, Heikki Mannila, Padhraic Smyth

MIT Press, ISBN: 9780262332521, 2001

2000

Theoretical Frameworks for Data Mining.

Heikki Mannila

SIGKDD Explor., 2000

Probabilistic Models for Query Approximation with Large Sparse Binary Data Sets.

Dmitry Pavlov, Heikki Mannila, Padhraic Smyth

Proceedings of the UAI '00: Proceedings of the 16th Conference in Uncertainty in Artificial Intelligence, Stanford University, Stanford, California, USA, June 30, 2000

Context-Based Similarity Measures for Categorical Databases.

Gautam Das, Heikki Mannila

Proceedings of the Principles of Data Mining and Knowledge Discovery, 2000

Global partial orders from sequential data.

Heikki Mannila, Christopher Meek

Proceedings of the sixth ACM SIGKDD international conference on Knowledge discovery and data mining, 2000

Approximate Query Answering with Frequent Sets and Maximum Entropy.

Heikki Mannila, Padhraic Smyth

Proceedings of the 16th International Conference on Data Engineering, San Diego, California, USA, February 28, 2000

Gene Mapping by Haplotype Pattern Mining.

Hannu Toivonen, Paivi Onkamo, Kari Vasko, Vesa Ollikainen, Petteri Sevon, Heikki Mannila, Juha Kere

Proceedings of the 1st IEEE International Symposium on Bioinformatics and Biomedical Engineering, 2000

1999

Rule Discovery in Telecommunication Alarm Data.

Mika Klemettinen, Heikki Mannila, Hannu Toivonen

J. Netw. Syst. Manag., 1999

Borders: An Efficient Algorithm for Association Generation in Dynamic Databases.

Yonatan Aumann, Ronen Feldman, Orly Liphstat, Heikki Mannila

J. Intell. Inf. Syst., 1999

Interactive exploration of interesting findings in the Telecommunication Network Alarm Sequence Analyzer (TASA).

Mika Klemettinen, Heikki Mannila, Hannu Toivonen

Inf. Softw. Technol., 1999

Reasoning with Examples: Propositional Formulae and Database Dependencies.

Roni Khardon, Heikki Mannila, Dan Roth

Acta Informatica, 1999

Association Rule Selection in a Data Mining Environment.

Mika Klemettinen, Heikki Mannila, A. Inkeri Verkamo

Proceedings of the Principles of Data Mining and Knowledge Discovery, 1999

Prediction with Local Patterns using Cross-Entropy.

Heikki Mannila, Dmitry Pavlov, Padhraic Smyth

Proceedings of the Fifth ACM SIGKDD International Conference on Knowledge Discovery and Data Mining, 1999

Inductive Databases (Abstract).

Heikki Mannila

Proceedings of the Inductive Logic Programming, 9th International Workshop, 1999

Similarity between Event Types in Sequences.

Heikki Mannila, Pirjo Moen

Proceedings of the Data Warehousing and Knowledge Discovery, 1999

Modeling KDD Processes within the Inductive Database Framework.

Jean-François Boulicaut, Mika Klemettinen, Heikki Mannila

Proceedings of the Data Warehousing and Knowledge Discovery, 1999

1998

Querying Inductive Databases: A Case Study on the MINE RULE Operator.

Jean-François Boulicaut, Mika Klemettinen, Heikki Mannila

Proceedings of the Principles of Data Mining and Knowledge Discovery, 1998

Similarity of Attributes by External Probes.

Gautam Das, Heikki Mannila, Pirjo Ronkainen

Proceedings of the Fourth International Conference on Knowledge Discovery and Data Mining (KDD-98), 1998

Rule Discovery from Time Series.

Gautam Das, King-Ip Lin, Heikki Mannila, Gopal Renganathan, Padhraic Smyth

Proceedings of the Fourth International Conference on Knowledge Discovery and Data Mining (KDD-98), 1998

Learning, Mining, or Modeling? A Case Study from Paleocology.

Heikki Mannila, Hannu Toivonen, Atte Korhola, Heikki Olander

Proceedings of the Discovery Science, 1998

Frailty Factors and Time-dependent Hazards in Modelling Ear Infections in Children Using BASSIST.

Mervi Eerola, Heikki Mannila, Marko Salmenkivi

Proceedings of the COMPSTAT 1998, 1998

1997

Disjunctive Datalog.

Thomas Eiter, Georg Gottlob, Heikki Mannila

ACM Trans. Database Syst., 1997

Discovery of Frequent Episodes in Event Sequences.

Heikki Mannila, Hannu Toivonen, A. Inkeri Verkamo

Data Min. Knowl. Discov., 1997

Levelwise Search and Borders of Theories in Knowledge Discovery.

Heikki Mannila, Hannu Toivonen

Data Min. Knowl. Discov., 1997

Distance Measures for Point Sets and their Computation.

Thomas Eiter, Heikki Mannila

Acta Informatica, 1997

Similarity of Event Sequences.

Heikki Mannila, Pirjo Ronkainen

Proceedings of the 4th International Workshop on Temporal Representation and Reasoning, 1997

Inductive Databases and Condensed Representations for Data Mining.

Heikki Mannila

Proceedings of the Logic Programming, 1997

Data mining, Hypergraph Transversals, and Machine Learning.

Dimitrios Gunopulos, Roni Khardon, Heikki Mannila, Hannu Toivonen

Proceedings of the Sixteenth ACM SIGACT-SIGMOD-SIGART Symposium on Principles of Database Systems, 1997

Finding Similar Time Series.

Gautam Das, Dimitrios Gunopulos, Heikki Mannila

Proceedings of the Principles of Data Mining and Knowledge Discovery, 1997

Methods and Problems in Data Mining.

Heikki Mannila

Proceedings of the Database Theory, 1997

Discovering All Most Specific Sentences by Randomized Algorithms.

Dimitrios Gunopulos, Heikki Mannila, Sanjeev Saluja

Proceedings of the Database Theory, 1997

Efficient Algorithms for Discovering Frequent Sets in Incremental Databases.

Ronen Feldman, Yonatan Aumann, Amihood Amir, Heikki Mannila

Proceedings of the Workshop on Research Issues on Data Mining and Knowledge Discovery, 1997

A Data Mining Methodology and Its Application to Semi-automatic Knowledge Acquisition.

Mika Klemettinen, Heikki Mannila, Hannu Toivonen

Proceedings of the Eighth International Workshop on Database and Expert Systems Applications, 1997

1996

A Database Perspective on Knowledge Discovery.

Tomasz Imielinski, Heikki Mannila

Commun. ACM, 1996

Data Mining: Machine Learning, Statistics, and Databases.

Heikki Mannila

Proceedings of the Eighth International Conference on Scientific and Statistical Database Management, 1996

TASA: Telecommunication Alarm Sequence Analyzer or how to enjoy faults in your network.

Kimmo Hätönen, Mika Klemettinen, Heikki Mannila, Pirjo Ronkainen, Hannu Toivonen

Proceedings of the 1996 Network Operations and Management Symposium, 1996

Multiple Uses of Frequent Sets and Condensed Representations (Extended Abstract).

Heikki Mannila, Hannu Toivonen

Proceedings of the Second International Conference on Knowledge Discovery and Data Mining (KDD-96), 1996

Discovering Generalized Episodes Using Minimal Occurrences.

Heikki Mannila, Hannu Toivonen

Proceedings of the Second International Conference on Knowledge Discovery and Data Mining (KDD-96), 1996

Data Mining and Machine Learning (Abstract).

Heikki Mannila

Proceedings of the Machine Learning, 1996

Knowledge Discovery from Telecommunication Network Alarm Databases.

Kimmo Hätönen, Mika Klemettinen, Heikki Mannila, Pirjo Ronkainen, Hannu Toivonen

Proceedings of the Twelfth International Conference on Data Engineering, February 26, 1996

Schema Design and Knowledge Discovery (Abstract).

Heikki Mannila

Proceedings of the Conceptual Modeling, 1996

Fast Discovery of Association Rules.

Rakesh Agrawal, Heikki Mannila, Ramakrishnan Srikant, Hannu Toivonen, A. Inkeri Verkamo

Proceedings of the Advances in Knowledge Discovery and Data Mining., 1996

1995

Approximate Inference of Functional Dependencies from Relations.

Jyrki Kivinen, Heikki Mannila

Theor. Comput. Sci., 1995

Ordered and Unordered Tree Inclusion.

Pekka Kilpeläinen, Heikki Mannila

SIAM J. Comput., 1995

Recognizing Renamable Generalized Propositional Horn Formulas Is NP-complete.

Thomas Eiter, Pekka Kilpeläinen, Heikki Mannila

Discret. Appl. Math., 1995

Discovering Frequent Episodes in Sequences.

Heikki Mannila, Hannu Toivonen, A. Inkeri Verkamo

Proceedings of the First International Conference on Knowledge Discovery and Data Mining (KDD-95), 1995

A Perspective on Databases and Data Mining.

Marcel Holsheimer, Martin L. Kersten, Heikki Mannila, Hannu Toivonen

Proceedings of the First International Conference on Knowledge Discovery and Data Mining (KDD-95), 1995

Aspects of Knowledge Discovery and Data Mining.

Heikki Mannila

Proceedings of the Kurzfassungen 7. Workshop Grundlagen von Datenbanken, 1995

MDL learning of unions of simple pattern languages from positive examples.

Pekka Kilpeläinen, Heikki Mannila, Esko Ukkonen

Proceedings of the Computational Learning Theory, Second European Conference, 1995

1994

Algorithms for Inferring Functional Dependencies from Relations.

Heikki Mannila, Kari-Jouko Räihä

Data Knowl. Eng., 1994

The Power of Sampling in Knowledge Discovery.

Jyrki Kivinen, Heikki Mannila

Proceedings of the Thirteenth ACM SIGACT-SIGMOD-SIGART Symposium on Principles of Database Systems, 1994

Adding Disjunction to Datalog.

Thomas Eiter, Georg Gottlob, Heikki Mannila

Proceedings of the Thirteenth ACM SIGACT-SIGMOD-SIGART Symposium on Principles of Database Systems, 1994

Efficient Algorithms for Discovering Association Rules.

Heikki Mannila, Hannu Toivonen, A. Inkeri Verkamo

Proceedings of the Knowledge Discovery in Databases: Papers from the 1994 AAAI Workshop, 1994

Expressive Power and Complexity of Disjunctive Datalog under the Stable Model Semantics.

Thomas Eiter, Georg Gottlob, Heikki Mannila

Proceedings of the Management and Processing of Complex Data Structures, Third Workshop on Information Systems and Artificial Intelligence, Hamburg, Germany, February 28, 1994

Forming Grammars for Structured Documents: an Application of Grammatical Inference.

Helena Ahonen, Heikki Mannila, Erja Nikunen

Proceedings of the Grammatical Inference and Applications, Second International Colloquium, 1994

Disjunctive Logic Programming over Finite Structures.

Thomas Eiter, Georg Gottlob, Heikki Mannila

Proceedings of the Innovationen bei Rechen- und Kommunikationssystemen, Eine Herausforderung für die Informatik, 24. GI-Jahrestagung im Rahmen des 13th World Computer Congress, IFIP Congress '94, Hamburg, 28. August, 1994

An ALgorithm for Learning Hierarchical Classifiers.

Jyrki Kivinen, Heikki Mannila, Esko Ukkonen, Jaak Vilo

Proceedings of the Machine Learning: ECML-94, 1994

Query Primitives for Tree-Structured Data.

Pekka Kilpeläinen, Heikki Mannila

Proceedings of the Combinatorial Pattern Matching, 5th Annual Symposium, 1994

Finding Interesting Rules from Large Sets of Discovered Association Rules.

Mika Klemettinen, Heikki Mannila, Pirjo Ronkainen, Hannu Toivonen, A. Inkeri Verkamo

Proceedings of the Third International Conference on Information and Knowledge Management (CIKM'94), Gaithersburg, Maryland, USA, November 29, 1994

1993

Right Invariant Metrics and Measures of Presortedness.

Vladimir Estivill-Castro, Heikki Mannila, Derick Wood

Discret. Appl. Math., 1993

Retrieval from Hierarchical Texts by Partial Patterns.

Pekka Kilpeläinen, Heikki Mannila

Proceedings of the 16th Annual International ACM-SIGIR Conference on Research and Development in Information Retrieval. Pittsburgh, PA, USA, June 27, 1993

Learning rules with local exceptions.

Jyrki Kivinen, Heikki Mannila, Esko Ukkonen

Proceedings of the First European Conference on Computational Learning Theory, 1993

1992

Discovering functional and inclusion dependencies in relational databases.

Martti Kantola, Heikki Mannila, Kari-Jouko Räihä, Harri Siirtola

Int. J. Intell. Syst., 1992

On the Complexity of Inferring Functional Dependencies.

Heikki Mannila, Kari-Jouko Räihä

Discret. Appl. Math., 1992

Approximate Dependency Inference from Relations.

Jyrki Kivinen, Heikki Mannila

Proceedings of the Database Theory, 1992

Grammatical Tree Matching.

Pekka Kilpeläinen, Heikki Mannila

Proceedings of the Combinatorial Pattern Matching, Third Annual Symposium, 1992

Learning Hierarchical Rule Sets.

Jyrki Kivinen, Heikki Mannila, Esko Ukkonen

Proceedings of the Fifth Annual ACM Conference on Computational Learning Theory, 1992

Design of Relational Databases

Heikki Mannila, Kari-Jouko Räihä

Addison-Wesley, ISBN: 0-201-56523-4, 1992

1991

The Tree Inclusion Problem.

Pekka Kilpeläinen, Heikki Mannila

Proceedings of the TAPSOFT'91: Proceedings of the International Joint Conference on Theory and Practice of Software Development, 1991

1990

Unifications, Deunifications, and Their Complexity.

Heikki Mannila, Esko Ukkonen

BIT, 1990

Generation of test cases for simple prolog programs.

Pekka Kilpeläinen, Heikki Mannila

Acta Cybern., 1990

1989

Automatic Generation of Test Data for Relational Queries.

Heikki Mannila, Kari-Jouko Räihä

J. Comput. Syst. Sci., 1989

Practical Algorithms for Finding Prime Attributes and Testing Normal Forms.

Heikki Mannila, Kari-Jouko Räihä

Proceedings of the Eighth ACM SIGACT-SIGMOD-SIGART Symposium on Principles of Database Systems, 1989

1988

Time Parameter and Arbitrary Deunions in the Set Union Problem.

Heikki Mannila, Esko Ukkonen

Proceedings of the SWAT 88, 1988

1987

Dependency Inference.

Heikki Mannila, Kari-Jouko Räihä

Proceedings of the VLDB'87, 1987

Flow Analysis of Prolog Programs.

Heikki Mannila, Esko Ukkonen

Proceedings of the 1987 Symposium on Logic Programming, San Francisco, California, USA, August 31, 1987

1986

Design by Example: An Application of Armstrong Relations.

Heikki Mannila, Kari-Jouko Räihä

J. Comput. Syst. Sci., 1986

Timestamped Term Representation for Implementing Prolog.

Heikki Mannila, Esko Ukkonen

Proceedings of the 1986 Symposium on Logic Programming, 1986

Test Data for Relational Queries.

Heikki Mannila, Kari-Jouko Räihä

Proceedings of the Fifth ACM SIGACT-SIGMOD Symposium on Principles of Database Systems, 1986

On the Complexity of Unification Sequences.

Heikki Mannila, Esko Ukkonen

Proceedings of the Third International Conference on Logic Programming, 1986

Inclusion Dependencies in Database Design.

Heikki Mannila, Kari-Jouko Räihä

Proceedings of the Second International Conference on Data Engineering, 1986

The Set Union Problem with Backtracking.

Heikki Mannila, Esko Ukkonen

Proceedings of the Automata, Languages and Programming, 13th International Colloquium, 1986

1985

On the Suitability of Trace Semantics for Modular Proofs of Communicating Processes.

Ralph-Johan Back, Heikki Mannila

Theor. Comput. Sci., 1985

Measures of Presortedness and Optimal Sorting Algorithms.

Heikki Mannila

IEEE Trans. Computers, 1985

A Fast Algorithm for Renaming a Set of Clauses as a Horn Set.

Heikki Mannila, Kurt Mehlhorn

Inf. Process. Lett., 1985

Small Armstrong Relations for Database Design.

Heikki Mannila, Kari-Jouko Räihä

Proceedings of the Fourth ACM SIGACT-SIGMOD Symposium on Principles of Database Systems, 1985

1984

A Simple Linear-Time Algorithm for in Situ Merging.

Heikki Mannila, Esko Ukkonen

Inf. Process. Lett., 1984

A Semantic Approach to Program Modularity

Ralph-Johan Back, Heikki Mannila

Inf. Control., 1984

Measures of Presortedness and Optimal Sorting Algorithms (Extended Abstract).

Heikki Mannila

Proceedings of the Automata, 1984

1983

A topological characterization of (λ, μ)^*-compactness.

Heikki Mannila

Ann. Pure Appl. Log., 1983

On the Relationship of Minimum and Optimum Covers for a Set of Functional Dependencies.

Heikki Mannila, Kari-Jouko Räihä

Acta Informatica, 1983

Derivation of Efficient DAG Marking Algorithms.

Ralph-Johan Back, Heikki Mannila, Kari-Jouko Räihä

Proceedings of the Conference Record of the Tenth Annual ACM Symposium on Principles of Programming Languages, 1983

1982

A Refinement of Kahn's Semantic to Handle Non-Determinism and Communication (Extended Abstract).

Ralph-Johan Back, Heikki Mannila

Proceedings of the ACM SIGACT-SIGOPS Symposium on Principles of Distributed Computing, 1982

Locality in Modular Systems.

Ralph-Johan Back, Heikki Mannila

Proceedings of the Automata, 1982