Heikki Mannila

Publication Activity (10 Years)

Years Active: 1982-2024
Publications (10 Years): 4

Top Venues

CoRR

Digit. Scholarsh. Humanit.

Data Min. Knowl. Discov.

Publications

Martino Ciaperoni, Aristides Gionis, Heikki Mannila
The Hadamard decomposition problem. Data Min. Knowl. Discov. 38 (4) (2024)
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. CoRR (2020)
Nikolaj Tatti, Taneli Mielikäinen, Aristides Gionis, Heikki Mannila
What is the dimension of your binary data? CoRR (2019)
Jefrey Lijffijt, Terttu Nevalainen, Tanja Säily, Panagiotis Papapetrou, Kai Puolamäki, Heikki Mannila
Significance testing of word frequencies in corpora. Digit. Scholarsh. Humanit. 31 (2) (2016)
Dmitry Pavlov, Heikki Mannila, Padhraic Smyth
Probabilistic Models for Query Approximation with Large Sparse Binary Datasets CoRR (2013)
Gemma C. Garriga, Esa Junttila, Heikki Mannila
Banded structure in binary matrices. Knowl. Inf. Syst. 28 (1) (2011)
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)
Panagiotis Papapetrou, Aristides Gionis, Heikki Mannila
A Shapley Value Approach for Influence Attribution. ECML/PKDD (2) (2011)
Aleksi Kallio, Niko Vuokko, Markus Ojala, Niina Haiminen, Heikki Mannila
Randomization techniques for assessing the significance of gene periodicity results. BMC Bioinform. 12 (2011)
Heikki Mannila
Permutation Structure in 0-1 Data. ECML/PKDD (1) (2011)
Theodoros Lappas, Evimaria Terzi, Dimitrios Gunopulos, Heikki Mannila
Finding effectors in social networks. KDD (2010)
Markus Ojala, Gemma C. Garriga, Aristides Gionis, Heikki Mannila
Evaluating Query Result Significance in Databases via Randomizations. SDM (2010)
Niina Haiminen, Heikki Mannila
Evaluation of BIC and Cross Validation for model selection on sequence segmentations. Int. J. Data Min. Bioinform. 4 (6) (2010)
Panu Luosto, Jyrki Kivinen, Heikki Mannila
Gaussian Clusters and Noise: An Approach Based on the Minimum Description Length Principle. Discovery Science (2010)
Markus Ojala, Niko Vuokko, Aleksi Kallio, Niina Haiminen, Heikki Mannila
Randomization methods for assessing data analysis results on real-valued matrices. Stat. Anal. Data Min. 2 (4) (2009)
Ella Bingham, Heikki Mannila
Complexity control in a mixture model by the Hardy-Weinberg equilibrium. Comput. Stat. Data Anal. 53 (5) (2009)
Heikki Mannila, Dimitrios Gunopulos
ACM TKDD special issue ACM SIGKDD 2007 and ACM SIGKDD 2008. ACM Trans. Knowl. Discov. Data 3 (4) (2009)
Tomás Feder, Heikki Mannila, Evimaria Terzi
Approximating the Minimum Chain Completion problem. Inf. Process. Lett. 109 (17) (2009)
Antti Ukkonen, Kai Puolamäki, Aristides Gionis, Heikki Mannila
A randomized approximation algorithm for computing bucket orders. Inf. Process. Lett. 109 (7) (2009)
Heikki Mannila
Randomization methods in data mining. KDD (2009)
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)
Heikki Mannila
Randomization Methods for Assessing the Significance of Data Mining Results. ISMIS (2009)
Hannes Heikinheimo, Jilles Vreeken, Arno Siebes, Heikki Mannila
Low-Entropy Set Selection. SDM (2009)
Markus Ojala, Gemma C. Garriga, Aristides Gionis, Heikki Mannila
Query Significance in Databases via Randomizations CoRR (2009)
Heikki Mannila, Evimaria Terzi
Finding Links and Initiators: A Graph-Reconstruction Problem. SDM (2009)
Huseyin Hakkoymaz, Georgios Chatzimilioudis, Dimitrios Gunopulos, Heikki Mannila
Applying Electromagnetic Field Theory Concepts to Clustering with Constraints. ECML/PKDD (1) (2009)
Muhammed Miah, Gautam Das, Vagelis Hristidis, Heikki Mannila
Determining Attributes to Maximize Visibility of Objects. IEEE Trans. Knowl. Data Eng. 21 (7) (2009)
Pauli Miettinen, Taneli Mielikäinen, Aristides Gionis, Gautam Das, Heikki Mannila
The Discrete Basis Problem. IEEE Trans. Knowl. Data Eng. 20 (10) (2008)
Bart Goethals, Wim Le Page, Heikki Mannila
Mining Association Rules of Simple Conjunctive Queries. SDM (2008)
Niina Haiminen, Heikki Mannila, Evimaria Terzi
Determining significance of pairwise co-occurrences of events in bursty sequences. BMC Bioinform. 9 (2008)
Arianna Gallo, Pauli Miettinen, Heikki Mannila
Finding Subgroups having Several Descriptions: Algorithms for Redescription Mining. SDM (2008)
Heikki Mannila
Randomization Techniques for Data Mining Methods. ADBIS (local proceedings) (2008)
Robert Gwadera, Aristides Gionis, Heikki Mannila
Optimal segmentation using tree models. Knowl. Inf. Syst. 15 (3) (2008)
Gemma C. Garriga, Antti Ukkonen, Heikki Mannila
Feature Selection in Taxonomies with Applications to Paleontology. Discovery Science (2008)
Muhammed Miah, Gautam Das, Vagelis Hristidis, Heikki Mannila
Standing Out in a Crowd: Selecting Attributes for Maximum Visibility. ICDE (2008)
Heikki Mannila, Evimaria Terzi
Finding links and initiators: a graph reconstruction problem CoRR (2008)
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)
Heikki Mannila
Randomization Techniques for Data Mining Methods. ADBIS (2008)
Heikki Mannila
Finding Total and Partial Orders from Data for Seriation. ALT (2008)
Heikki Mannila
Finding Total and Partial Orders from Data for Seriation. Discovery Science (2008)
Gemma C. Garriga, Esa Junttila, Heikki Mannila
Banded structure in binary matrices. KDD (2008)
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. Lit. Linguistic Comput. 22 (2) (2007)
Aristides Gionis, Heikki Mannila, Taneli Mielikäinen, Panayiotis Tsaparas
Assessing data mining results via swap randomization. ACM Trans. Knowl. Discov. Data 1 (3) (2007)
Niina Haiminen, Heikki Mannila, Evimaria Terzi
Comparing segmentations by applying randomization techniques. BMC Bioinform. 8 (2007)
Antti Ukkonen, Heikki Mannila
Finding Outlying Items in Sets of Partial Rankings. PKDD (2007)
Heikki Mannila, Evimaria Terzi
Nestedness and segmented nestedness. KDD (2007)
Arjun Dasgupta, Gautam Das, Heikki Mannila
A random walk approach to sampling hidden databases. SIGMOD Conference (2007)
Niels Landwehr, Taneli Mielikäinen, Lauri Eronen, Hannu Toivonen, Heikki Mannila
Constrained hidden Markov models for population-based haplotyping. BMC Bioinform. 8 (S-2) (2007)
Hannes Heikinheimo, Jouni K. Seppänen, Eino Hinkkanen, Heikki Mannila, Taneli Mielikäinen
Finding low-entropy sets and trees from binary data. KDD (2007)
Saara Hyvönen, Aristides Gionis, Heikki Mannila
Recurrent Predictive Models for Sequence Segmentation. IDA (2007)
Aristides Gionis, Heikki Mannila, Panayiotis Tsaparas
Clustering aggregation. ACM Trans. Knowl. Discov. Data 1 (1) (2007)
Aristides Gionis, Heikki Mannila, Taneli Mielikäinen, Panayiotis Tsaparas
Assessing data mining results via swap randomization. KDD (2006)
Kai Puolamäki, Mikael Fortelius, Heikki Mannila
Seriation in Paleontological Data Using Markov Chain Monte Carlo Methods. PLoS Comput. Biol. 2 (2) (2006)
Aristides Gionis, Heikki Mannila, Kai Puolamäki, Antti Ukkonen
Algorithms for discovering bucket orders from data. KDD (2006)
Antti Rasinen, Jaakko Hollmén, Heikki Mannila
Analysis of Linux Evolution Using Aligned Source Code Segments. Discovery Science (2006)
Robert Gwadera, Aristides Gionis, Heikki Mannila
Optimal Segmentation Using Tree Models. ICDM (2006)
Heikki Mannila
Finding fragments of orders and total orders from 0-1 data. EGC (2006)
Pauli Miettinen, Taneli Mielikäinen, Aristides Gionis, Gautam Das, Heikki Mannila
The Discrete Basis Problem. PKDD (2006)
Ella Bingham, Aristides Gionis, Niina Haiminen, Heli Hiisilä, Heikki Mannila, Evimaria Terzi
Segmentation and dimensionality reduction. SDM (2006)
Nikolaj Tatti, Taneli Mielikäinen, Aristides Gionis, Heikki Mannila
What is the Dimension of Your Binary Data? ICDM (2006)
Hannes Heikinheimo, Heikki Mannila, Jouni K. Seppänen
Finding Trees from Unordered 0-1 Data. PKDD (2006)
Marko Salmenkivi, Heikki Mannila
Using Markov chain Monte Carlo and dynamic programming for event sequence data. Knowl. Inf. Syst. 7 (3) (2005)
Spiros Papadimitriou, Aristides Gionis, Panayiotis Tsaparas, Risto A. Väisänen, Heikki Mannila, Christos Faloutsos
Parameter-Free Spatial Data Mining Using MDL. ICDM (2005)
Pasi Rastas, Mikko Koivisto, Heikki Mannila, Esko Ukkonen
A Hidden Markov Technique for Haplotype Reconstruction. WABI (2005)
Foto N. Afrati, Gautam Das, Aristides Gionis, Heikki Mannila, Taneli Mielikäinen, Panayiotis Tsaparas
Mining Chains of Relations. ICDM (2005)
Aristides Gionis, Heikki Mannila, Panayiotis Tsaparas
Clustering Aggregation. ICDE (2005)
Antti Ukkonen, Mikael Fortelius, Heikki Mannila
Finding partial orders from unordered 0-1 data. KDD (2005)
Usama M. Fayyad, Heikki Mannila, Raghu Ramakrishnan
Editorial. Data Min. Knowl. Discov. 8 (2) (2004)
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
Data Mining: The Next Generation. Perspectives Workshop: Data Mining: The Next Generation (2004)
Floris Geerts, Heikki Mannila, Evimaria Terzi
Relational link-based ranking. VLDB (2004)
Foto N. Afrati, Aristides Gionis, Heikki Mannila
Approximating a collection of frequent sets. KDD (2004)
Aristides Gionis, Heikki Mannila, Jouni K. Seppänen
Geometric and Combinatorial Tiles in 0-1 Data. PKDD (2004)
Mikko Koivisto, Teemu Kivioja, Heikki Mannila, Pasi Rastas, Esko Ukkonen
Hidden Markov Modelling Techniques for Haplotype Analysis. ALT (2004)
Jouni K. Seppänen, Heikki Mannila
Dense itemsets. KDD (2004)
Jouni K. Seppänen, Heikki Mannila
Boolean Formulas and Frequent Sets. Constraint-Based Mining and Inductive Databases (2004)
Usama M. Fayyad, Heikki Mannila, Raghu Ramakrishnan
Editorial. Data Min. Knowl. Discov. 8 (1) (2004)
Aristides Gionis, Heikki Mannila
Finding recurrent sources in sequences. RECOMB (2003)
Taneli Mielikäinen, Heikki Mannila
The Pattern Ordering Problem. PKDD (2003)
Aristides Gionis, Teija Kujala, Heikki Mannila
Fragments of order. KDD (2003)
Jouni K. Seppänen, Ella Bingham, Heikki Mannila
A Simple Algorithm for Topic Identification in 0-1 Data. PKDD (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) (2003)
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)
Jaakko Hollmén, Jouni K. Seppänen, Heikki Mannila
Mixture Models and Frequent Sets: Combining Global and Local Methods for 0-1 Data. SDM (2003)
Antti Leino, Heikki Mannila, Ritva Liisa Pitkänen
Rule Discovery and Probabilistic Modeling for Onomastic Data. PKDD (2003)
Dmitry Pavlov, Heikki Mannila, Padhraic Smyth
Beyond Independence: Probabilistic Models for Query Approximation on Binary Transaction Data. IEEE Trans. Knowl. Data Eng. 15 (6) (2003)
Heikki Mannila, Anne Patrikainen, Jouni K. Seppänen, Juha Kere
Long-range control of expression in yeast. Bioinform. 18 (3) (2002)
Jiawei Han, Russ B. Altman, Vipin Kumar, Heikki Mannila, Daryl Pregibon
Emerging scientific applications in data mining. Commun. ACM 45 (8) (2002)
Luc De Raedt, Manfred Jaeger, Sau Dan Lee, Heikki Mannila
A Theory of Inductive Query Answering. ICDM (2002)
Heikki Mannila
Combining Pattern Discovery and Probabilistic Modeling in Data Mining. SWAT (2002)
Marko Salmenkivi, Juha Kere, Heikki Mannila
Genome segmentation using piecewise constant intensity models and reversible jump MCMC. ECCB (2002)
Carson Kai-Sang Leung, Raymond T. Ng, Heikki Mannila
OSSM: A Segmentation Approach to Optimize Frequency Counting. ICDE (2002)
Ella Bingham, Heikki Mannila, Jouni K. Seppänen
Topics in 0--1 data. KDD (2002)
Heikki Mannila
Local and Global Methods in Data Mining: Basic Techniques and Open Problems. ICALP (2002)
Heikki Mannila, Jouni K. Seppänen
Finding similar situations in sequences of events via random projections. SDM (2001)
Heikki Mannila, Dmitry Rusakov
Decomposition of Event Sequences into Independent Components. SDM (2001)
Heikki Mannila, Marko Salmenkivi
Finding simple intensity descriptions from event sequence data. KDD (2001)
Igor V. Cadez, Padhraic Smyth, Heikki Mannila
Probabilistic modeling of transaction data with applications to profiling, visualization, and prediction. KDD (2001)
Johan Himberg, Kalle Korpiaho, Heikki Mannila, Johanna Tikanmäki, Hannu Toivonen
Time Series Segmentation for Context Recognition in Mobile Devices. ICDM (2001)
Ella Bingham, Heikki Mannila
Random projection in dimensionality reduction: applications to image and text data. KDD (2001)
Heikki Mannila
Combining Discrete Algorithmic and Probabilistic Approaches in Data Mining. ECML (2001)

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Publication Activity (10 Years)

Top Topics

Top Venues

Heikki Mannila