Heikki Mannila

Dmitry Pavlov, Heikki Mannila, Padhraic Smyth: Probabilistic Models for Query Approximation with Large Sparse Binary Datasets. CoRR abs/1301.3884 (2013)

Aleksi Kallio, Niko Vuokko, Markus Ojala, Niina Haiminen, Heikki Mannila: Randomization techniques for assessing the significance of gene periodicity results. BMC Bioinformatics 12: 330 (2011)

Gemma C. Garriga, Esa Junttila, Heikki Mannila: Banded structure in binary matrices. Knowl. Inf. Syst. 28(1): 197-226 (2011)

Heikki Mannila: Permutation Structure in 0-1 Data. ECML/PKDD (1) 2011: 7

Jefrey Lijffijt, Panagiotis Papapetrou, Kai Puolamäki, Heikki Mannila: Analyzing Word Frequencies in Large Text Corpora Using Inter-arrival Times and Bootstrapping. ECML/PKDD (2) 2011: 341-357

Panagiotis Papapetrou, Aristides Gionis, Heikki Mannila: A Shapley Value Approach for Influence Attribution. ECML/PKDD (2) 2011: 549-564

Tapio Elomaa, Jaakko Hollmén, Heikki Mannila (Eds.): Discovery Science - 14th International Conference, DS 2011, Espoo, Finland, October 5-7, 2011. Proceedings. Lecture Notes in Computer Science 6926, Springer 2011, isbn 978-3-642-24476-6

Niina Haiminen, Heikki Mannila: Evaluation of BIC and Cross Validation for model selection on sequence segmentations. IJDMB 4(6): 675-700 (2010)

Panu Luosto, Jyrki Kivinen, Heikki Mannila: Gaussian Clusters and Noise: An Approach Based on the Minimum Description Length Principle. Discovery Science 2010: 251-265

Theodoros Lappas, Evimaria Terzi, Dimitrios Gunopulos, Heikki Mannila: Finding effectors in social networks. KDD 2010: 1059-1068

Markus Ojala, Gemma C. Garriga, Aristides Gionis, Heikki Mannila: Evaluating Query Result Significance in Databases via Randomizations. SDM 2010: 906-917

Tapio Elomaa, Heikki Mannila, Pekka Orponen (Eds.): Algorithms and Applications, Essays Dedicated to Esko Ukkonen on the Occasion of His 60th Birthday. Lecture Notes in Computer Science 6060, Springer 2010, isbn 978-3-642-12475-4

Ella Bingham, Heikki Mannila: Complexity control in a mixture model by the Hardy-Weinberg equilibrium. Computational Statistics & Data Analysis 53(5): 1711-1719 (2009)

Antti Ukkonen, Kai Puolamäki, Aristides Gionis, Heikki Mannila: A randomized approximation algorithm for computing bucket orders. Inf. Process. Lett. 109(7): 356-359 (2009)

Tomás Feder, Heikki Mannila, Evimaria Terzi: Approximating the Minimum Chain Completion problem. Inf. Process. Lett. 109(17): 980-985 (2009)

Markus Ojala, Niko Vuokko, Aleksi Kallio, Niina Haiminen, Heikki Mannila: Randomization methods for assessing data analysis results on real-valued matrices. Statistical Analysis and Data Mining 2(4): 209-230 (2009)

Heikki Mannila, Dimitrios Gunopulos: ACM TKDD special issue ACM SIGKDD 2007 and ACM SIGKDD 2008. TKDD 3(4) (2009)

Muhammed Miah, Gautam Das, Vagelis Hristidis, Heikki Mannila: Determining Attributes to Maximize Visibility of Objects. IEEE Trans. Knowl. Data Eng. 21(7): 959-973 (2009)

Heikki Mannila: Randomization Methods for Assessing the Significance of Data Mining Results. ISMIS 2009: 1

Heikki Mannila: Randomization methods in data mining. KDD 2009: 5-6

Sami Hanhijärvi, Markus Ojala, Niko Vuokko, Kai Puolamäki, Nikolaj Tatti, Heikki Mannila: Tell me something I don't know: randomization strategies for iterative data mining. KDD 2009: 379-388

Huseyin Hakkoymaz, Georgios Chatzimilioudis, Dimitrios Gunopulos, Heikki Mannila: Applying Electromagnetic Field Theory Concepts to Clustering with Constraints. ECML/PKDD (1) 2009: 485-500

Hannes Heikinheimo, Jilles Vreeken, Arno Siebes, Heikki Mannila: Low-Entropy Set Selection. SDM 2009: 569-580

Heikki Mannila, Evimaria Terzi: Finding Links and Initiators: A Graph-Reconstruction Problem. SDM 2009: 1207-1217

Kai Puolamäki, Heikki Mannila, Alessio Bertone, Silvia Miksch (Eds.): Proceedings of the ACM SIGKDD Workshop on Visual Analytics and Knowledge Discovery: Integrating Automated Analysis with Interactive Exploration, Paris, France, June 28, 2009. ACM 2009, isbn 978-1-60558-670-0

Markus Ojala, Gemma C. Garriga, Aristides Gionis, Heikki Mannila: Query Significance in Databases via Randomizations. CoRR abs/0906.5485 (2009)

Niina Haiminen, Heikki Mannila, Evimaria Terzi: Determining significance of pairwise co-occurrences of events in bursty sequences. BMC Bioinformatics 9 (2008)

Robert Gwadera, Aristides Gionis, Heikki Mannila: Optimal segmentation using tree models. Knowl. Inf. Syst. 15(3): 259-283 (2008)

Pauli Miettinen, Taneli Mielikäinen, Aristides Gionis, Gautam Das, Heikki Mannila: The Discrete Basis Problem. IEEE Trans. Knowl. Data Eng. 20(10): 1348-1362 (2008)

Heikki Mannila: Randomization Techniques for Data Mining Methods. ADBIS 2008: 1

Heikki Mannila: Randomization Techniques for Data Mining Methods. ADBIS (local proceedings) 2008: 1

Heikki Mannila: Finding Total and Partial Orders from Data for Seriation. ALT 2008: 4

Heikki Mannila: Finding Total and Partial Orders from Data for Seriation. Discovery Science 2008: 16-25

Gemma C. Garriga, Antti Ukkonen, Heikki Mannila: Feature Selection in Taxonomies with Applications to Paleontology. Discovery Science 2008: 112-123

Muhammed Miah, Gautam Das, Vagelis Hristidis, Heikki Mannila: Standing Out in a Crowd: Selecting Attributes for Maximum Visibility. ICDE 2008: 356-365

Gemma C. Garriga, Esa Junttila, Heikki Mannila: Banded structure in binary matrices. KDD 2008: 292-300

Bart Goethals, Wim Le Page, Heikki Mannila: Mining Association Rules of Simple Conjunctive Queries. SDM 2008: 96-107

Arianna Gallo, Pauli Miettinen, Heikki Mannila: Finding Subgroups having Several Descriptions: Algorithms for Redescription Mining. SDM 2008: 334-345

Markus Ojala, Niko Vuokko, Aleksi Kallio, Niina Haiminen, Heikki Mannila: Randomization of real-valued matrices for assessing the significance of data mining results. SDM 2008: 494-505

Heikki Mannila, Evimaria Terzi: Finding links and initiators: a graph reconstruction problem. CoRR abs/0809.3027 (2008)

Niina Haiminen, Heikki Mannila, Evimaria Terzi: Comparing segmentations by applying randomization techniques. BMC Bioinformatics 8 (2007)

Niels Landwehr, Taneli Mielikäinen, Lauri Eronen, Hannu Toivonen, Heikki Mannila: Constrained hidden Markov models for population-based haplotyping. BMC Bioinformatics 8(S-2) (2007)

Alexander Hinneburg, Heikki Mannila, Samuli Kaislaniemi, Terttu Nevalainen, Helena Raumolin-Brunberg: How to Handle Small Samples: Bootstrap and Bayesian Methods in the Analysis of Linguistic Change. LLC 22(2): 137-150 (2007)

Aristides Gionis, Heikki Mannila, Panayiotis Tsaparas: Clustering aggregation. TKDD 1(1) (2007)

Aristides Gionis, Heikki Mannila, Taneli Mielikäinen, Panayiotis Tsaparas: Assessing data mining results via swap randomization. TKDD 1(3) (2007)

Saara Hyvönen, Aristides Gionis, Heikki Mannila: Recurrent Predictive Models for Sequence Segmentation. IDA 2007: 195-206

Hannes Heikinheimo, Jouni K. Seppänen, Eino Hinkkanen, Heikki Mannila, Taneli Mielikäinen: Finding low-entropy sets and trees from binary data. KDD 2007: 350-359

Heikki Mannila, Evimaria Terzi: Nestedness and segmented nestedness. KDD 2007: 480-489

Antti Ukkonen, Heikki Mannila: Finding Outlying Items in Sets of Partial Rankings. PKDD 2007: 265-276

Arjun Dasgupta, Gautam Das, Heikki Mannila: A random walk approach to sampling hidden databases. SIGMOD Conference 2007: 629-640

Kai Puolamäki, Mikael Fortelius, Heikki Mannila: Seriation in Paleontological Data Using Markov Chain Monte Carlo Methods. PLoS Computational Biology 2(2) (2006)

Antti Rasinen, Jaakko Hollmén, Heikki Mannila: Analysis of Linux Evolution Using Aligned Source Code Segments. Discovery Science 2006: 209-218

Heikki Mannila: Finding fragments of orders and total orders from 0-1 data. EGC 2006: 1

Robert Gwadera, Aristides Gionis, Heikki Mannila: Optimal Segmentation Using Tree Models. ICDM 2006: 244-253

Nikolaj Tatti, Taneli Mielikäinen, Aristides Gionis, Heikki Mannila: What is the Dimension of Your Binary Data? ICDM 2006: 603-612

Aristides Gionis, Heikki Mannila, Taneli Mielikäinen, Panayiotis Tsaparas: Assessing data mining results via swap randomization. KDD 2006: 167-176

Aristides Gionis, Heikki Mannila, Kai Puolamäki, Antti Ukkonen: Algorithms for discovering bucket orders from data. KDD 2006: 561-566

Hannes Heikinheimo, Heikki Mannila, Jouni K. Seppänen: Finding Trees from Unordered 0-1 Data. PKDD 2006: 175-186

Pauli Miettinen, Taneli Mielikäinen, Aristides Gionis, Gautam Das, Heikki Mannila: The Discrete Basis Problem. PKDD 2006: 335-346

Ella Bingham, Aristides Gionis, Niina Haiminen, Heli Hiisilä, Heikki Mannila, Evimaria Terzi: Segmentation and dimensionality reduction. SDM 2006

Marko Salmenkivi, Heikki Mannila: Using Markov chain Monte Carlo and dynamic programming for event sequence data. Knowl. Inf. Syst. 7(3): 267-288 (2005)

Marko Salmenkivi, Heikki Mannila: Piecewise Constant Modeling of Sequential Data Using Reversible Jump Markov Chain Monte Carlo. Data Mining in Bioinformatics 2005: 85-103

Aristides Gionis, Heikki Mannila, Panayiotis Tsaparas: Clustering Aggregation. ICDE 2005: 341-352

Spiros Papadimitriou, Aristides Gionis, Panayiotis Tsaparas, Risto A. Väisänen, Heikki Mannila, Christos Faloutsos: Parameter-Free Spatial Data Mining Using MDL. ICDM 2005: 346-353

Foto N. Afrati, Gautam Das, Aristides Gionis, Heikki Mannila, Taneli Mielikäinen, Panayiotis Tsaparas: Mining Chains of Relations. ICDM 2005: 553-556

Antti Ukkonen, Mikael Fortelius, Heikki Mannila: Finding partial orders from unordered 0-1 data. KDD 2005: 285-293

Pasi Rastas, Mikko Koivisto, Heikki Mannila, Esko Ukkonen: A Hidden Markov Technique for Haplotype Reconstruction. WABI 2005: 140-151

Jean-François Boulicaut, Luc De Raedt, Heikki Mannila (Eds.): Constraint-Based Mining and Inductive Databases, European Workshop on Inductive Databases and Constraint Based Mining, Hinterzarten, Germany, March 11-13, 2004, Revised Selected Papers. Lecture Notes in Computer Science 3848, Springer 2005, isbn 3-540-31331-1

Usama M. Fayyad, Heikki Mannila, Raghu Ramakrishnan: Editorial. Data Min. Knowl. Discov. 8(1): 5-6 (2004)

Usama M. Fayyad, Heikki Mannila, Raghu Ramakrishnan: Editorial. Data Min. Knowl. Discov. 8(2): 95-96 (2004)

Mikko Koivisto, Teemu Kivioja, Heikki Mannila, Pasi Rastas, Esko Ukkonen: Hidden Markov Modelling Techniques for Haplotype Analysis. ALT 2004: 37-52

Jouni K. Seppänen, Heikki Mannila: Boolean Formulas and Frequent Sets. Constraint-Based Mining and Inductive Databases 2004: 348-361

Foto N. Afrati, Aristides Gionis, Heikki Mannila: Approximating a collection of frequent sets. KDD 2004: 12-19

Jouni K. Seppänen, Heikki Mannila: Dense itemsets. KDD 2004: 683-688

Aristides Gionis, Heikki Mannila, Jouni K. Seppänen: Geometric and Combinatorial Tiles in 0-1 Data. PKDD 2004: 173-184

Floris Geerts, Heikki Mannila, Evimaria Terzi: Relational link-based ranking. VLDB 2004: 552-563

Dmitry Pavlov, Heikki Mannila, Padhraic Smyth: Beyond Independence: Probabilistic Models for Query Approximation on Binary Transaction Data. IEEE Trans. Knowl. Data Eng. 15(6): 1409-1421 (2003)

Dimitrios Gunopulos, Roni Khardon, Heikki Mannila, Sanjeev Saluja, Hannu Toivonen, Ram Sewak Sharm: Discovering all most specific sentences. ACM Trans. Database Syst. 28(2): 140-174 (2003)

Aristides Gionis, Teija Kujala, Heikki Mannila: Fragments of order. KDD 2003: 129-136

Antti Leino, Heikki Mannila, Ritva Liisa Pitkänen: Rule Discovery and Probabilistic Modeling for Onomastic Data. PKDD 2003: 291-302

Taneli Mielikäinen, Heikki Mannila: The Pattern Ordering Problem. PKDD 2003: 327-338

Jouni K. Seppänen, Ella Bingham, Heikki Mannila: A Simple Algorithm for Topic Identification in 0-1 Data. PKDD 2003: 423-434

Mikko Koivisto, Markus Perola, T. Varilo, W. Hennah, J. Ekelund, Margus Lukk, L. Peltonen, Esko Ukkonen, Heikki Mannila: An MDL Method for Finding Haplotype Blocks and for Estimating the Strength of Haplotype Block Boundaries. Pacific Symposium on Biocomputing 2003: 502-513

Aristides Gionis, Heikki Mannila: Finding recurrent sources in sequences. RECOMB 2003: 123-130

Jaakko Hollmén, Jouni K. Seppänen, Heikki Mannila: Mixture Models and Frequent Sets: Combining Global and Local Methods for 0-1 Data. SDM 2003

Heikki Mannila, Anne Patrikainen, Jouni K. Seppänen, Juha Kere: Long-range control of expression in yeast. Bioinformatics 18(3): 482-483 (2002)

Jiawei Han, Russ B. Altman, Vipin Kumar, Heikki Mannila, Daryl Pregibon: Emerging scientific applications in data mining. Commun. ACM 45(8): 54-58 (2002)

Marko Salmenkivi, Juha Kere, Heikki Mannila: Genome segmentation using piecewise constant intensity models and reversible jump MCMC. ECCB 2002: 211-218

Heikki Mannila: Local and Global Methods in Data Mining: Basic Techniques and Open Problems. ICALP 2002: 57-68

Carson Kai-Sang Leung, Raymond T. Ng, Heikki Mannila: OSSM: A Segmentation Approach to Optimize Frequency Counting. ICDE 2002: 583-592

Luc De Raedt, Manfred Jaeger, Sau Dan Lee, Heikki Mannila: A Theory of Inductive Query Answering. ICDM 2002: 123-130

Ella Bingham, Heikki Mannila, Jouni K. Seppänen: Topics in 0--1 data. KDD 2002: 450-455

Heikki Mannila: Combining Pattern Discovery and Probabilistic Modeling in Data Mining. SWAT 2002: 19

Tapio Elomaa, Heikki Mannila, Hannu Toivonen (Eds.): Machine Learning: ECML 2002, 13th European Conference on Machine Learning, Helsinki, Finland, August 19-23, 2002, Proceedings. Lecture Notes in Computer Science 2430, Springer 2002, isbn 3-540-44036-4

Tapio Elomaa, Heikki Mannila, Hannu Toivonen (Eds.): Principles of Data Mining and Knowledge Discovery, 6th European Conference, PKDD 2002, Helsinki, Finland, August 19-23, 2002, Proceedings. Lecture Notes in Computer Science 2431, Springer 2002, isbn 3-540-44037-2

Robert L. Grossman, Jiawei Han, Vipin Kumar, Heikki Mannila, Rajeev Motwani (Eds.): Proceedings of the Second SIAM International Conference on Data Mining, Arlington, VA, USA, April 11-13, 2002. SIAM 2002, isbn 0-89871-517-2

Béla Bollobás, Gautam Das, Dimitrios Gunopulos, Heikki Mannila: Time-Series Similarity Problems and Well-Separated Geometric Sets. Nord. J. Comput. 8(4): 409-423 (2001)

Heikki Mannila: Combining Discrete Algorithmic and Probabilistic Approaches in Data Mining. ECML 2001: 601

Johan Himberg, Kalle Korpiaho, Heikki Mannila, Johanna Tikanmäki, Hannu Toivonen: Time Series Segmentation for Context Recognition in Mobile Devices. ICDM 2001: 203-210

Igor V. Cadez, Padhraic Smyth, Heikki Mannila: Probabilistic modeling of transaction data with applications to profiling, visualization, and prediction. KDD 2001: 37-46

Ella Bingham, Heikki Mannila: Random projection in dimensionality reduction: applications to image and text data. KDD 2001: 245-250

Heikki Mannila, Marko Salmenkivi: Finding simple intensity descriptions from event sequence data. KDD 2001: 341-346

Heikki Mannila: Combining Discrete Algorithmic and Probabilistic Approaches in Data Mining. PKDD 2001: 493

Heikki Mannila: Theoretical Frameworks for Data Mining. SIGKDD Explorations 1(2): 30-32 (2000)

Hannu Toivonen, Paivi Onkamo, Kari Vasko, Vesa Ollikainen, Petteri Sevon, Heikki Mannila, Juha Kere: Gene Mapping by Haplotype Pattern Mining. BIBE 2000: 99-108

Heikki Mannila, Padhraic Smyth: Approximate Query Answering with Frequent Sets and Maximum Entropy. ICDE 2000: 309

Heikki Mannila, Christopher Meek: Global partial orders from sequential data. KDD 2000: 161-168

Gautam Das, Heikki Mannila: Context-Based Similarity Measures for Categorical Databases. PKDD 2000: 201-210

Dmitry Pavlov, Heikki Mannila, Padhraic Smyth: Probabilistic Models for Query Approximation with Large Sparse Binary Data Sets. UAI 2000: 465-472

Roni Khardon, Heikki Mannila, Dan Roth: Reasoning with Examples: Propositional Formulae and Database Dependencies. Acta Inf. 36(4): 267-286 (1999)

Mika Klemettinen, Heikki Mannila, Hannu Toivonen: Interactive exploration of interesting findings in the Telecommunication Network Alarm Sequence Analyzer (TASA). Information & Software Technology 41(9): 557-567 (1999)

Yonatan Aumann, Ronen Feldman, Orly Liphstat, Heikki Mannila: Borders: An Efficient Algorithm for Association Generation in Dynamic Databases. J. Intell. Inf. Syst. 12(1): 61-73 (1999)

Mika Klemettinen, Heikki Mannila, Hannu Toivonen: Rule Discovery in Telecommunication Alarm Data. J. Network Syst. Manage. 7(4): 395-423 (1999)

Heikki Mannila, Pirjo Moen: Similarity between Event Types in Sequences. DaWaK 1999: 271-280

Jean-François Boulicaut, Mika Klemettinen, Heikki Mannila: Modeling KDD Processes within the Inductive Database Framework. DaWaK 1999: 293-302

Heikki Mannila: Inductive Databases (Abstract). ILP 1999: 14

Heikki Mannila, Dmitry Pavlov, Padhraic Smyth: Prediction with Local Patterns using Cross-Entropy. KDD 1999: 357-361

Mika Klemettinen, Heikki Mannila, A. Inkeri Verkamo: Association Rule Selection in a Data Mining Environment. PKDD 1999: 372-377

Heikki Mannila, Hannu Toivonen, Atte Korhola, Heikki Olander: Learning, Mining, or Modeling? A Case Study from Paleocology. Discovery Science 1998: 12-24

Gautam Das, King-Ip Lin, Heikki Mannila, Gopal Renganathan, Padhraic Smyth: Rule Discovery from Time Series. KDD 1998: 16-22

Gautam Das, Heikki Mannila, Pirjo Ronkainen: Similarity of Attributes by External Probes. KDD 1998: 23-29

Jean-François Boulicaut, Mika Klemettinen, Heikki Mannila: Querying Inductive Databases: A Case Study on the MINE RULE Operator. PKDD 1998: 194-202

Thomas Eiter, Heikki Mannila: Distance Measures for Point Sets and their Computation. Acta Inf. 34(2): 109-133 (1997)

Heikki Mannila, Hannu Toivonen: Levelwise Search and Borders of Theories in Knowledge Discovery. Data Min. Knowl. Discov. 1(3): 241-258 (1997)

Heikki Mannila, Hannu Toivonen, A. Inkeri Verkamo: Discovery of Frequent Episodes in Event Sequences. Data Min. Knowl. Discov. 1(3): 259-289 (1997)

Thomas Eiter, Georg Gottlob, Heikki Mannila: Disjunctive Datalog. ACM Trans. Database Syst. 22(3): 364-418 (1997)

Béla Bollobás, Gautam Das, Dimitrios Gunopulos, Heikki Mannila: Time-Series Similarity Problems and Well-Separated Geometric Sets. Symposium on Computational Geometry 1997: 454-456

Mika Klemettinen, Heikki Mannila, Hannu Toivonen: A Data Mining Methodology and Its Application to Semi-automatic Knowledge Acquisition. DEXA Workshop 1997: 670-677

Ronen Feldman, Yonatan Aumann, Amihood Amir, Heikki Mannila: Efficient Algorithms for Discovering Frequent Sets in Incremental Databases. DMKD 1997: 0-

Heikki Mannila: Methods and Problems in Data Mining. ICDT 1997: 41-55

Dimitrios Gunopulos, Heikki Mannila, Sanjeev Saluja: Discovering All Most Specific Sentences by Randomized Algorithms. ICDT 1997: 215-229

Gautam Das, Dimitrios Gunopulos, Heikki Mannila: Finding Similar Time Series. PKDD 1997: 88-100

Dimitrios Gunopulos, Roni Khardon, Heikki Mannila, Hannu Toivonen: Data mining, Hypergraph Transversals, and Machine Learning. PODS 1997: 209-216

Heikki Mannila: Inductive Databases and Condensed Representations for Data Mining. ILPS 1997: 21-30

Heikki Mannila, Pirjo Ronkainen: Similarity of Event Sequences. TIME 1997: 136-139

David Heckerman, Heikki Mannila, Daryl Pregibon (Eds.): Proceedings of the Third International Conference on Knowledge Discovery and Data Mining (KDD-97), Newport Beach, California, USA, August 14-17, 1997. AAAI Press 1997, isbn 1-57735-027-8

David Heckerman, Heikki Mannila, Daryl Pregibon (Eds.): Proceedings of the Third International Conference on Knowledge Discovery and Data Mining (KDD-97), Newport Beach, California, USA, August 14-17, 1997. AAAI Press 1997, isbn 1-57735-027-8

Tomasz Imielinski, Heikki Mannila: A Database Perspective on Knowledge Discovery. Commun. ACM 39(11): 58-64 (1996)

Rakesh Agrawal, Heikki Mannila, Ramakrishnan Srikant, Hannu Toivonen, A. Inkeri Verkamo: Fast Discovery of Association Rules. Advances in Knowledge Discovery and Data Mining 1996: 307-328

Heikki Mannila: Schema Design and Knowledge Discovery (Abstract). ER 1996: 27

Kimmo Hätönen, Mika Klemettinen, Heikki Mannila, Pirjo Ronkainen, Hannu Toivonen: Knowledge Discovery from Telecommunication Network Alarm Databases. ICDE 1996: 115-122

Heikki Mannila: Data Mining and Machine Learning (Abstract). ICML 1996: 555

Heikki Mannila, Hannu Toivonen: Discovering Generalized Episodes Using Minimal Occurrences. KDD 1996: 146-151

Heikki Mannila, Hannu Toivonen: Multiple Uses of Frequent Sets and Condensed Representations (Extended Abstract). KDD 1996: 189-194

Kimmo Hätönen, Mika Klemettinen, Heikki Mannila, Pirjo Ronkainen, Hannu Toivonen: TASA: Telecommunication Alarm Sequence Analyzer or how to enjoy faults in your network. NOMS 1996: 520-529

Heikki Mannila: Data Mining: Machine Learning, Statistics, and Databases. SSDBM 1996: 2-9

Thomas Eiter, Pekka Kilpeläinen, Heikki Mannila: Recognizing Renamable Generalized Propositional Horn Formulas Is NP-complete. Discrete Applied Mathematics 59(1): 23-31 (1995)

Pekka Kilpeläinen, Heikki Mannila: Ordered and Unordered Tree Inclusion. SIAM J. Comput. 24(2): 340-356 (1995)

Jyrki Kivinen, Heikki Mannila: Approximate Inference of Functional Dependencies from Relations. Theor. Comput. Sci. 149(1): 129-149 (1995)

Pekka Kilpeläinen, Heikki Mannila, Esko Ukkonen: MDL learning of unions of simple pattern languages from positive examples. EuroCOLT 1995: 252-260

Heikki Mannila: Aspects of Knowledge Discovery and Data Mining. Grundlagen von Datenbanken 1995: 1-6

Marcel Holsheimer, Martin L. Kersten, Heikki Mannila, Hannu Toivonen: A Perspective on Databases and Data Mining. KDD 1995: 150-155

Heikki Mannila, Hannu Toivonen, A. Inkeri Verkamo: Discovering Frequent Episodes in Sequences. KDD 1995: 210-215

Heikki Mannila, Kari-Jouko Räihä: Algorithms for Inferring Functional Dependencies from Relations. Data Knowl. Eng. 12(1): 83-99 (1994)

Mika Klemettinen, Heikki Mannila, Pirjo Ronkainen, Hannu Toivonen, A. Inkeri Verkamo: Finding Interesting Rules from Large Sets of Discovered Association Rules. CIKM 1994: 401-407

Pekka Kilpeläinen, Heikki Mannila: Query Primitives for Tree-Structured Data. CPM 1994: 213-225

Jyrki Kivinen, Heikki Mannila, Esko Ukkonen, Jaak Vilo: An ALgorithm for Learning Hierarchical Classifiers. ECML 1994: 375-378

Thomas Eiter, Georg Gottlob, Heikki Mannila: Disjunctive Logic Programming over Finite Structures. GI Jahrestagung 1994: 69-73

Helena Ahonen, Heikki Mannila, Erja Nikunen: Forming Grammars for Structured Documents: an Application of Grammatical Inference. ICGI 1994: 153-167

Thomas Eiter, Georg Gottlob, Heikki Mannila: Expressive Power and Complexity of Disjunctive Datalog under the Stable Model Semantics. IS/KI 1994: 83-103

Heikki Mannila, Hannu Toivonen, A. Inkeri Verkamo: Efficient Algorithms for Discovering Association Rules. KDD Workshop 1994: 181-192

Jyrki Kivinen, Heikki Mannila: The Power of Sampling in Knowledge Discovery. PODS 1994: 77-85

Thomas Eiter, Georg Gottlob, Heikki Mannila: Adding Disjunction to Datalog. PODS 1994: 267-278

Vladimir Estivill-Castro, Heikki Mannila, Derick Wood: Right Invariant Metrics and Measures of Presortedness. Discrete Applied Mathematics 42(1): 1-16 (1993)

Pekka Kilpeläinen, Heikki Mannila: Retrieval from Hierarchical Texts by Partial Patterns. SIGIR 1993: 214-222

Heikki Mannila, Kari-Jouko Räihä: Design of Relational Databases. Addison-Wesley 1992, isbn 0-201-56523-4

Heikki Mannila, Kari-Jouko Räihä: On the Complexity of Inferring Functional Dependencies. Discrete Applied Mathematics 40(2): 237-243 (1992)

Jyrki Kivinen, Heikki Mannila, Esko Ukkonen: Learning Hierarchical Rule Sets. COLT 1992: 37-44

Pekka Kilpeläinen, Heikki Mannila: Grammatical Tree Matching. CPM 1992: 162-174

Jyrki Kivinen, Heikki Mannila: Approximate Dependency Inference from Relations. ICDT 1992: 86-98

Pekka Kilpeläinen, Heikki Mannila: The Tree Inclusion Problem. TAPSOFT, Vol.1 1991: 202-214

Pekka Kilpeläinen, Heikki Mannila: Generation of test cases for simple prolog programs. Acta Cybern. 9(3): 235-246 (1990)

Heikki Mannila, Esko Ukkonen: Unifications, Deunifications, and Their Complexity. BIT 30(4): 599-619 (1990)

Heikki Mannila, Kari-Jouko Räihä: Automatic Generation of Test Data for Relational Queries. J. Comput. Syst. Sci. 38(2): 240-258 (1989)

Heikki Mannila, Kari-Jouko Räihä: Practical Algorithms for Finding Prime Attributes and Testing Normal Forms. PODS 1989: 128-133

Heikki Mannila, Esko Ukkonen: Time Parameter and Arbitrary Deunions in the Set Union Problem. SWAT 1988: 34-42

Heikki Mannila, Esko Ukkonen: Flow Analysis of Prolog Programs. SLP 1987: 205-214

Heikki Mannila, Kari-Jouko Räihä: Dependency Inference. VLDB 1987: 155-158

Heikki Mannila, Kari-Jouko Räihä: Design by Example: An Application of Armstrong Relations. J. Comput. Syst. Sci. 33(2): 126-141 (1986)

Heikki Mannila, Esko Ukkonen: The Set Union Problem with Backtracking. ICALP 1986: 236-243

Heikki Mannila, Kari-Jouko Räihä: Inclusion Dependencies in Database Design. ICDE 1986: 713-718

Heikki Mannila, Esko Ukkonen: On the Complexity of Unification Sequences. ICLP 1986: 122-133

Heikki Mannila, Kari-Jouko Räihä: Test Data for Relational Queries. PODS 1986: 217-223

Heikki Mannila, Esko Ukkonen: Timestamped Term Representation for Implementing Prolog. SLP 1986: 159-165

Heikki Mannila, Kurt Mehlhorn: A Fast Algorithm for Renaming a Set of Clauses as a Horn Set. Inf. Process. Lett. 21(5): 269-272 (1985)

Heikki Mannila: Measures of Presortedness and Optimal Sorting Algorithms. IEEE Trans. Computers 34(4): 318-325 (1985)

Ralph-Johan Back, Heikki Mannila: On the Suitability of Trace Semantics for Modular Proofs of Communicating Processes. Theor. Comput. Sci. 39: 47-68 (1985)

Heikki Mannila, Kari-Jouko Räihä: Small Armstrong Relations for Database Design. PODS 1985: 245-250

Ralph-Johan Back, Heikki Mannila: A Semantic Approach to Program Modularity. Information and Control 60(1-3): 138-167 (1984)

Heikki Mannila, Esko Ukkonen: A Simple Linear-Time Algorithm for in Situ Merging. Inf. Process. Lett. 18(4): 203-208 (1984)

Heikki Mannila: Measures of Presortedness and Optimal Sorting Algorithms (Extended Abstract). ICALP 1984: 324-336

Heikki Mannila, Kari-Jouko Räihä: On the Relationship of Minimum and Optimum Covers for a Set of Functional Dependencies. Acta Inf. 20: 143-158 (1983)

Ralph-Johan Back, Heikki Mannila, Kari-Jouko Räihä: Derivation of Efficient DAG Marking Algorithms. POPL 1983: 20-27

Ralph-Johan Back, Heikki Mannila: Locality in Modular Systems. ICALP 1982: 1-13

Ralph-Johan Back, Heikki Mannila: A Refinement of Kahn's Semantic to Handle Non-Determinism and Communication (Extended Abstract). PODC 1982: 111-120