Heikki Mannila
Professor at Aalto University School of Business
Schools
- Aalto University School of Business
Links
Biography
Aalto University School of Business
Peer-reviewed scientific articles
Journal article-refereed, Original researchSignificance testing of word frequencies in corpora
Lijffijt, Jefrey; Nevalainen, Terttu; Säily, Tanja; Papapetrou, Panagiotis; Puolamäki, Kai; Mannila, Heikki2016 in Digital Scholarship in the Humanities (Oxford University Press)ISSN: 2055-7671Towards computational techniques for identifying candidate chronofauna
Bingham, Ella; Mannila, Heikki2014 in ANNALES ZOOLOGICI FENNICI (Finnish Zoological and Botanical Publishing Board)ISSN: 0003-455XEarly environment and neurobehavioral development predict adult temperament clusters
Congdon, Eliza; Service, Susan; Wessman, Jaana; Seppänen, Jouni K.; Schönauer, Stefan; Miettunen, Jouko; Turunen, Hannu; Koiranen, Markku; Joukamaa, Matti; Järvelin, Marjo-Riitta; Peltonen, Leena; Veijola, Juha; Mannila, Heikki; Paunio, Tiina; Freimer, Nelson B.2012 in PLOS ONE (PUBLIC LIBRARY SCIENCE)ISSN: 1932-6203Convergence in the distribution patterns of Europe's plants and mammals is due to environmental forcing
Heikinheimo, Hannes; Eronen, Jussi T.; Sennikov, Alexander; Preston, Christopher D.; Oikarinen, Emilia; Uotila, Pertti; Mannila, Heikki; Fortelius, Mikael2012 in JOURNAL OF BIOGEOGRAPHY (Wiley-Blackwell)ISSN: 0305-0270Temperament clusters in a normal population Implications for health and disease
Wessman, Jaana; Schönauer, Stefan; Miettunen, Jouko; Turunen, Hannu; Parviainen, Pekka; Seppänen, Jouni K.; Congdon, Eliza; Service, Susan; Koiranen, Markku; Ekelund, Jesper; Laitinen, Jaana; Taanila, Anja; Tammelin, Tuija; Hintsanen, Mirka; Pulkki-Råback, Laura; Keltikangas-Järvinen, Liisa; Viikari, Jorma; Raitakari, Olli T; Joukamaa, Matti; Järvelin, Marjo-Riitta; Freimer, Nelson; Peltonen, Leena; Veijola, Juha; Mannila, Heikki; Paunio, Tiina2012 in PLOS ONE (PUBLIC LIBRARY SCIENCE)ISSN: 1932-6203The effect of scale, climate and environment on species richness and spatial distribution of Finnish birds
Eronen, Jussi T.; Puolamäki, Kai; Heikinheimo, Hannes; Lokki, Heikki; Venäläinen, Ari; Mannila, Heikki; Fortelius, Mikael2011 in ANNALES ZOOLOGICI FENNICI (Finnish Zoological and Botanical Publishing Board)ISSN: 0003-455XBanded structure in binary matrices
Garriga, Gemma C.; Junttila, Esa; Mannila, Heikki2011 in KNOWLEDGE AND INFORMATION SYSTEMS (Springer London)ISSN: 0219-1377Randomization techniques for assessing the significance of gene periodicity results
Kallio, Aleksi; Vuokko, Niko; Ojala, Markus; Haiminen, Niina; Mannila, Heikki2011 in BMC BIOINFORMATICS (BioMed Central)Correlations and Co-Occurrences of Taxa: the Role of Temporal, Geographic and Taxonomic Restrictions
Kallio, Aleksi; Puolamäki, Kai; Fortelius, Mikael; Mannila, Heikki2011 in PALAEONTOLOGIA ELECTRONICA (Texas A & M University)ISSN: 1935-3952The living and the fossilized How well do unevenly distributed points capture the faunal information in a grid?
Saarinen, Juha; Oikarinen, Emilia; Fortelius, Mikael; Mannila, Heikki2010 in EVOLUTIONARY ECOLOGY RESEARCH (Evolutionary Ecology Research)ISSN: 1522-0613Autumn temperature and carbon balance of a boreal Scots pine forest in Southern Finland
Vesala, Timo; Launiainen, Samuli; Kolari, Pasi; Pumpanen, Jukka; Sevanto, Sanna; Hari, Pertti; Nikinmaa, Eero; Kaski, Petteri; Mannila, Heikki; Ukkonen, Esko; Piao, Shilong; Ciais, Philippe2010 in BIOGEOSCIENCES (European Geosciences Union)ISSN: 1726-4170Complexity control in a mixture model by the Hardy-Weinberg equilibrium
Bingham, Ella; Mannila, Heikki2009 in COMPUTATIONAL STATISTICS AND DATA ANALYSIS (Elsevier Science B.V.)ISSN: 0167-9473Approximating the minimum chain completion problem
Feder, Tomás; Mannila, Heikki; Terzi, Evimaria2009 in INFORMATION PROCESSING LETTERS (Elsevier)Clusterings should not be compared by visual inspection: response to GagnE & Proulx
Heikinheimo, H.; Fortelius, M.; Eronen, J.; Mannila, H.2009 in JOURNAL OF BIOGEOGRAPHY (Wiley-Blackwell)ISSN: 0305-0270Lower Extinction Risk in Sleep-or-Hide Mammals
Liow, Lee Hsiang; Fortelius, Mikael; Lintulaakso, Kari; Mannila, Heikki; Stenseth, Nils Chr.2009 in AMERICAN NATURALIST (University of Chicago)ISSN: 0003-0147Determining attributes to maximize visibility of objects
Miah, Muhammed; Das, Gautam; Hristidis, Vagelis; Mannila, Heikki2009 in IEEE TRANSACTIONS ON KNOWLEDGE AND DATA ENGINEERING (IEEE Computer Society)ISSN: 1041-4347Randomization Methods for Assessing Data Analysis Results on Real-Valued Matrices
Ojala, Markus; Vuokko, Niko; Kallio, Aleksi; Haiminen, Niina; Mannila, Heikki2009 in Statistical Analysis and Data Mining (John Wiley and Sons Inc.)A Randomized Approximation Algorithm for Computing Bucket Orders
Ukkonen, Antti; Puolamäki, Kai; Gionis, Aristides; Mannila, Heikki2009 in INFORMATION PROCESSING LETTERS (Elsevier)Mixture Model Clustering of Phenotype Features Reveals Evidence for Association of DTNBP1 to a Specific Subtype of Schizophrenia
Wessman, Jaana; Paunio, Tiina; Tuulio-Henriksson, Annamari; Koivisto, Mikko; Partonen, Timo; Suvisaari, Jaana; Turunen, Joni A.; Wedenoja, Juho; Hennah, William; Pietilainen, Olli P.H.; Lonnqvist, Jouko; Mannila, Heikki; Peltonen, Leena2009 in BIOLOGICAL PSYCHIATRY (Elsevier USA)ISSN: 0006-3223Optimal segmentation using tree models
Gwadera, Robert; Gionis, Aristides; Mannila, Heikki2008 in KNOWLEDGE AND INFORMATION SYSTEMS (Springer London)Determining significance of pairwise co-occurrences of events in bursty sequences
Haiminen, Niina; Mannila, Heikki; Terzi, Evimaria2008 in BMC BIOINFORMATICS (BioMed Central)Reply to Vilar et al.: Sleep or hide, better for survival anytime
Liow, Lee Hsiang; Fortelius, Mikael; Bingham, Ella; Lintulaakso, Kari; Mannila, Heikki; Flynn, Larry; Stenseth, Nils C.2008 in PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA (NATL ACAD SCIENCES)Higher origination and extinction rates in larger mammals
Liow, L.H.; Fortelius, Mikael; Bingham, E.; Lintulaakso, K.; Mannila, Heikki; Flynn, L.; Stenseth, N.Chr.2008 in PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA (NATL ACAD SCIENCES)ISSN: 0027-8424Evaluation of HapMap data in six populations of European descent
Lundmark, P.E.; Liljedahl, U.; Boomsma, D.I.; Mannila, Heikki; Martin, N.G.; Palotie, A.; Peltonen, L.; Perola, M.; Spector, T.D.; Syvanen, A.-C.2008 in EUROPEAN JOURNAL OF HUMAN GENETICS (Nature Publishing Group)The Discrete Basis Problem
Miettinen, Pauli; Mielikainen, Taneli; Gionis, Aristides; Das, Gautam; Mannila, Heikki2008 in IEEE TRANSACTIONS ON KNOWLEDGE AND DATA ENGINEERING (IEEE Computer Society)Assessing Data Mining Results via Swap Randomization
Gionis, A.; Mannila, H.; Mielikainen, T.; Tsaparas, P.2007 in ACM Transactions on Knowledge Discovery from Data (Association for Computing Machinery (ACM))Clustering Aggregation (long version)
Gionis, A.; Mannila, H.; Tsaparas, P.2007 in ACM Transactions on Knowledge Discovery from Data (Association for Computing Machinery (ACM))Comparing segmentations by applying randomization techniques
Haiminen, Niina; Mannila, Heikki; Terzi, Evimaria2007 in BMC BIOINFORMATICS (BioMed Central)Discovering isochores by least-squares optimal segmentation
Haiminen, N.; Mannila, H.2007 in GENE (Elsevier Science B.V.)Biogeography of European land mammals shows environmentally distinct and spatially coherent clusters
Heikinheimo, H.; Fortelius, M.; Eronen, J.; Mannila, H.2007 in JOURNAL OF BIOGEOGRAPHY (Wiley-Blackwell)ISSN: 0305-0270How to Handle Small Samples: Bootstrap and Bayesian Methods in the Analysis of Linguistic Change
Hinneburg, A.; Mannila, Heikki; Kaislaniemi, S.; Nevalainen, T.; Raumolin-Brunberg, H.2007 in LITERARY AND LINGUISTIC COMPUTING (Oxford University Press)Constrained hidden Markov models for population-based haplotyping
Landwehr, Niels; Mielikainen, Taneli; Eronen, Lauri; Toivonen, Hannu; Mannila, Heikki2007 in BMC BIOINFORMATICS (BioMed Central)Seriation in Paleontological Data Using Markov Chain Monte Carlo Methods
Puolamäki, Kai; Fortelius, Mikael; Mannila, Heikki2006 in PLOS COMPUTATIONAL BIOLOGY (Public Library of Science)A Look at Aerosol Formation using Data Mining Techniques
Hyvönen, S.; Junninen, H.; Laakso, L.; Dal Maso, M.; Grönholm, T.; Bonn, B.; Keronen, P.; Aalto, P.; Hiltunen, V.; Pohja, T.; Launiainen, S.; Hari, P.; Mannila, H.; Kulmala, M.2005 in ATMOSPHERIC CHEMISTRY AND PHYSICS (European Geosciences Union)Using Markov Chain Monte Carlo and Dynamic Programming for Event Sequence Data
Salmenkivi, M.; Mannila, H.2005 in KNOWLEDGE AND INFORMATION SYSTEMS (Springer London)Discovering All Most Specific Sentences
Gunopulos, D.; Khardon, R.; Mannila, H.; Saluja, S.; Toivonen, H.; Sarma, R.S.2003 in ACM Transactions on Database Systems (Association for Computing Machinery (ACM))Beyond Independence: Probabilistic Methods for Query Approximation on Binary Transaction Data
Pavlov, D.; Mannila, H.; Smyth, P.2003 in IEEE Transactions on Data and Knowledge Engineering (Association for Computing Machinery (ACM))Emerging Scientific Applications in Data Mining
Han, J.; Altman, R.B.; Kumar, V.; Mannila, Heikki; Pregibon, D.2002 in COMMUNICATIONS OF THE ACM (Association for Computing Machinery (ACM))Long-Range Control of Expression in Yeast
Mannila, Heikki; Patrikainen, A.; Seppänen, J.K.; Kere, J.2002 in BIOINFORMATICS (OXFORD UNIV PRESS INC)Expression of Myeloid-Specific Genes in Childhood Acute Lymphoblastic Leukemia -- a cDNA Array Study
Niini, T.; Vettenranta, K.; Hollmén, J.; Larramendy, M.L.; Aalto, Y.; Wikman, H.; Nagy, B.; Seppänen, J.K.; Salvador, A.F.; Mannila, H.; Saarinen-Pihkala, U.M.; Knuutila, S.2002 in LEUKEMIA (Nature Publishing Group)Association Analysis for Quantitative Traits by Data Mining: QHPM
Onkamo, P.; Ollikainen, V.; Sevon, P.; Toivonen, H.T.T.; Mannila, Heikki; Kere, J.2002 in The Annals of Human Genetics (Nature Publishing Group)Genome Segmentation using Piecewise Constant Intensity Models and Reversible Jump MCMC
Salmenkivi, M.; Kere, J.; Mannila, Heikki2002 in BIOINFORMATICS (OXFORD UNIV PRESS INC)ISSN: 1367-4803Investigatory and Analytical Approaches to Differential Gene Expression Profiling in Mantle Cell Lymphoma
Zhu, Y.; Hollmén, J.; Räty, R.; Aalto, Y.; Nagy, B.; Elonen, E.; Kere, J.; Mannila, H.; Franssila, K.; Knuutila, S.2002 in BRITISH JOURNAL OF HAEMATOLOGY (Wiley-Blackwell)Offspring Risk and Sibling Risk for Multilocus Traits
Koivisto, M.; Mannila, Heikki2001 in HUMAN HEREDITY (S. Karger AG)Mining Associations Between Genetic Markers, Phenotypes and Covariates
Sevon, P.; Ollikainen, V.; Onkamo, P.; Toivonen, H.T.T.; Mannila, Heikki; Kere, J.2001 in GENETIC EPIDEMIOLOGY (S. Karger AG)Applying Bayesian Statistics to Organism-based Environmental Reconstruction
Toivonen, H.T.T.; Mannila, Heikki; Korhola, A.; Olander, H.2001 in ECOLOGICAL APPLICATIONS (Ecological Society of America)Book section, Chapters in research booksPhasing genotypes using a hidden Markov model
Rastas, Pasi; Koivisto, Mikko; Mannila, Heikki; Ukkonen, Esko2008 Piecewise Constant Modeling of Sequential Data Using Reversible Jump Markov Chain Monte Carlo
Mannila, H.; Salmenkivi, M.2005 Boolean Formulas and Frequent Sets
Seppänen, J.K.; Mannila, H.2005 Conference proceedingsAnalyzing Word Frequencies in Large Text Corpora using Inter-arrival Times and Bootstrapping
Lijffijt, Jefrey; Papapetrou, Panagiotis; Puolamäki, Kai; Mannila, Heikki2011 ISBN: 978-3-642-23783-6ISSN: 0302-9743A Shapley-value Approach for Influence Attribution
Papapetrou, Panagiotis; Gionis, Aristides; Mannila, Heikki2011 Gaussian Clusters and Noise: An Approach Based on the Minimum Description Length Principle
Luosto, Panu; Kivinen, Jyrki; Mannila, Heikki2010 Evaluating Query Result Significance in Databases via Randomizations
Ojala, Markus; Garriga, Gemma; Gionis, Aristides; Mannila, Heikki2010 Applying electromagnetic field theory concepts to clustering with constraints
Hakkoymaz, Huseyin; Chatzimilioudis, Georgios; Gunopulos, Dimitrios; Mannila, Heikki2009 Tell Me Something I Don't Know: Randomization Strategies for Iterative Data Mining
Hanhijärvi, Sami; Ojala, Markus; Vuokko, Niko; Puolamäki, Kai; Tatti, Nikolaj; Mannila, Heikki2009 Low-entropy set selection
Heikinheimo, Hannes; Vreeken, Jilles; Siebes, Arno; Mannila, Heikki2009 Finding links and initiators: A graph-reconstruction problem
Mannila, Heikki; Terzi, Evimaria2009 Feature Selection in Taxonomies with Applications to Paleontology
Garriga, Gemma C.; Ukkonen, Antti; Mannila, Heikki2008 Banded structure in binary matrices
Garriga, Gemma; Junttila, Esa; Mannila, Heikki2008 Mining Association Rules of Simple Conjunctive Queries
Goethals, Bart; Page, Wim Le; Mannila, Heikki2008 Finding Total and Partial Orders from Data for Seriation
Mannila, Heikki2008 Standing Out in a Crowd: Selecting Attributes for Maximum Visibility
Miah, M.; Hristidis, V.; Das, Gautam; Mannila, Heikki2008 Finding duplicate descriptors: algorithms for redescription mining
Miettinen, Pauli; Gallo, Ariana; Mannila, Heikki2008 Randomization of real-valued matrices for assessing the significance of data mining results
Ojala, Markus; Vuokko, Niko; Kallio, Aleksi; Haiminen, Niina; Mannila, Heikki2008 Macadamia: Master's Programme in Machine Learning and Data Mining
Raiko, Tapani; Puolamäki, Kai; Karhunen, Juha; Hollmén, Jaakko; Honkela, Antti; Kaski, Samuel; Mannila, Heikki; Oja, Erkki; Simula, Olli2008 A Random Walk Approach to Sampling Hidden Databases
Dasgupta, A.; Das, G.; Mannila, H.2007 Finding low-entropy sets and trees from binary data
Heikinheimo, Hannes; Hinkkanen, Eino; Mannila, Heikki; Mielikäinen, Taneli; Seppänen, Jouni K.2007 Recurrent predictive models for sequence segmentation
Hyvonen, S.; Gionis, A.; Mannila, H.2007 Nestedness and segmented nestedness
Mannila, H.; Terzi, E.2007 Finding outlying items in sets of partial rankings
Ukkonen, Antti; Mannila, Heikki2007 Segmentation and Dimensionality Reduction
Bingham, E.; Gionis, A.; Haiminen, N.; Hiisilä, H.; Mannila, H.; Terzi, E.2006 Algorithms for Discovering Bucket Orders from Data
Gionis, Aristides; Mannila, Heikki; Puolamäki, Kai; Ukkonen, Antti2006 Assessing Data Mining Results via Swap Randomization
Gionis, A.; Mannila, H.; Mielikäinen, T.; Tsaparas, P.2006 Optimal Segmentation using Tree Models
Gwadera, R.; Gionis, A.; Mannila, H.2006 Finding Trees from Unordered 0-1 Data
Heikinheimo, Hannes; Mannila, Heikki; Seppänen, Jouni K.2006 ISBN: 3-540-45374-1ISSN: 0302-9743Constrained Hidden Markov Models for Population-based Haplotyping
Landwehr, N.; Mielikäinen, T.; Eronen, L.; Toivonen, H.; Mannila, H.2006 The Discrete Basis Problem
Miettinen, P.; Mielikäinen, T.; Gionis, A.; Das, G.; Mannila, H.2006 Analysis of Linux evolution using aligned source code segments
Rasinen, Antti; Hollmén, Jaakko; Mannila, Heikki2006 ISBN: 978-3-540-46491-4What is the dimension of your binary data?
Tatti, N.; Mielikänen, T.; Gionis, A.; Mannila, H.2006 Mining Chains of Relations
Afrati, F.; Das, G.; Gionis, A.; Mannila, H.; Mielikäinen, T.; Tsaparas, P.2005 Clustering Aggregation
Gionis, A.; Mannila, H.; Tsaparas, P.2005 Parameter-Free Spatial Data Mining Using MDL
Papadimitriou, S.; Gionis, A.; Tsaparas, P.; Vaisanen, R.A.; Mannila, H.; Faloutsos, C.2005 A Hidden Markov Technique for Haplotype Reconstruction
Rastas, P.; Koivisto, M.; Mannila, H.; Ukkonen, E.2005 Finding Partial Orders from Unordered 0-1 Data
Ukkonen, A.; Fortelius, M.; Mannila, H.2005 Approximating a Collection of Frequent Sets
Afrati, F.; Gionis, A.; Mannila, H.2004 Relational Link-Based Ranking
Geerts, F.; Mannila, H.; Terzi, E.2004 Geometric and Combinatorial Tiles in 0-1 Data
Gionis, A.; Mannila, H.; Seppänen, J.K.2004 Clustered Segmentations
Gionis, A.; Mannila, H.; Terzi, E.2004 Subspace Clustering of Binary Data - A Probabilistic Approach
Patrikainen, A.; Mannila, H.2004 Dense Itemsets
Seppänen, J.; Mannila, H.2004 Fragments of Order
Gionis, A.; Kujala, T.; Mannila, Heikki2003 Finding Recurrent Sources in Sequences
Gionis, A.; Mannila, Heikki2003 Mixture Models and Frequent Sets: Combining Global and Local Methods for 0-1 Data
Hollmén, Jaakko; Seppänen, J.K.; Mannila, H.2003 Rule Discovery and Probabilistic Modeling for Onomastic Data
Leino, A.; Mannila, H.; Pitkänen, R.-L.2003 The Pattern Ordering Problem
Mielikäinen, T.; Mannila, Heikki2003 A Simple Algorithm for Topic Identification in 0-1 Data
Seppänen, Jouni K.; Bingham, Ella; Mannila, H.2003 A Theory of Inductive Query Answering
de Raedt, L.; Jaeger, M.; Lee, S.D.; Mannila, Heikki2002 An MDL Method for Finding Haplotype Blocks and for Estimating the Strength of Haplotype Block Boundaries
Koivisto, M.; Perola, M.; Varilo, T.; Hennah, W.; Ekelund, J.; Lukk, M.; Peltonen, L.; Ukkonen, E.; Mannila, Heikki2002 OSSM: A Segmentation Approach to Optimize Frequency Counting
Leung, C.K.; Ng, R.; Mannila, Heikki2002 Global and Local Methods in Data Mining: Basic Techniques and Open Problems
Mannila, Heikki2002 Probabilistic Modeling of Transaction Data with Applications to Profiling, Visualization, and Prediction
Cadez, I.; Smyth, P.; Mannila, Heikki2001 Time-Series Segmentation for Context Recognition in Mobile Devices
Himberg, J.; Korpiaho, K.; Mannila, Heikki; Tikanmäki, J.; Toivonen, H.2001 Finding Similar Situations in Sequences of Events via Random Projections
Mannila, Heikki; Seppänen, J.K.2001 Decomposition of Event Sequences into Independent Components
Mannila, Heikki; Rusakov, D.2001 Non-refereed scientific articles
Book sectionOn the Applicability of Latent Variable Modeling to Research System Data
Bingham, Ella; Mannila, Heikki2015 ISBN: 978-0-12-802806-3Scientific books (monographs)
BookPrinciples of Data Mining
Hand, D.; Mannila, Heikki; Smyth, P.2001 Book (editor)Discovery Science - Proceedings of the 14th International Conference (DS 2011)
Elomaa, Tapio; Hollmen, Jaakko; Mannila, Heikki2011 ISBN: 978-3-642-24476-6Algorithms and Applications: Essays Dedicated to Esko Ukkonen on the Occasion of His 60th Birthday
Elomaa, Tapio; Mannila, Heikki; Orponen, Pekka2010 Constraint-Based Mining and Inductive Databases, Springer-Verlag LNCS Volume 3848
Boulicaut, J.-F.; de Raedt, L.; Mannila, H.2005 ISBN: 3-540-31331-1ECML 2002 - 12th European Conference on Machine Learning, LNCS 2430
Elomaa, T.; Mannila, Heikki; Toivonen, H.2002 Principles of Data Mining and Knowledge Discovery - 6th European Conference, PKDD 2002, LNCS 2431
Elomaa, T.; Mannila, Heikki; Toivonen, H.2002 Proceedings of the Second SIAM International Conference on Data Mining, SIAM 2002
Grossman, R.; Han, J.; Kumar, V.; Mannila, Heikki; Motwani, R.2002 ISBN: 0-89871-517-2Publications intended for professional communities
Published development or research reportLinkage disequilibrium between chromosomes in the human genome: Test statistics and rapid computation
Bingham, Ella; Koivisto, Mikko; Leino, Yrjö; Mannila, Heikki2010 Topics in 0-1 Data
Bingham, Ella; Mannila, H.; Seppänen, J.K.2002 Nonnegative Matrix Factorization on Gene Expression Data
Seppänen, Jouni; Hollmén, J.; Bingham, E.; Mannila, H.2002 Random Projection in Dimensionality Reduction: Applications to Image and Text Data
Bingham, Ella; Mannila, H.2001 Finding Simple Intensity Descriptions from Event Sequence Data
Mannila, Heikki; Salmenkivi, M.2001 Audiovisual material, ICT software
ICT programs or applicationsSeriation in paleontological data using Markov chain Monte Carlo methods
Puolamäki, Kai; Fortelius, Mikael; Mannila, Heikki2006
Significance testing of word frequencies in corpora
Towards computational techniques for identifying candidate chronofauna
Early environment and neurobehavioral development predict adult temperament clusters
Convergence in the distribution patterns of Europe's plants and mammals is due to environmental forcing
Temperament clusters in a normal population Implications for health and disease
The effect of scale, climate and environment on species richness and spatial distribution of Finnish birds
Banded structure in binary matrices
Randomization techniques for assessing the significance of gene periodicity results
Correlations and Co-Occurrences of Taxa: the Role of Temporal, Geographic and Taxonomic Restrictions
The living and the fossilized How well do unevenly distributed points capture the faunal information in a grid?
Autumn temperature and carbon balance of a boreal Scots pine forest in Southern Finland
Complexity control in a mixture model by the Hardy-Weinberg equilibrium
Approximating the minimum chain completion problem
Clusterings should not be compared by visual inspection: response to GagnE & Proulx
Lower Extinction Risk in Sleep-or-Hide Mammals
Determining attributes to maximize visibility of objects
Randomization Methods for Assessing Data Analysis Results on Real-Valued Matrices
A Randomized Approximation Algorithm for Computing Bucket Orders
Mixture Model Clustering of Phenotype Features Reveals Evidence for Association of DTNBP1 to a Specific Subtype of Schizophrenia
Optimal segmentation using tree models
Determining significance of pairwise co-occurrences of events in bursty sequences
Reply to Vilar et al.: Sleep or hide, better for survival anytime
Higher origination and extinction rates in larger mammals
Evaluation of HapMap data in six populations of European descent
The Discrete Basis Problem
Assessing Data Mining Results via Swap Randomization
Clustering Aggregation (long version)
Comparing segmentations by applying randomization techniques
Discovering isochores by least-squares optimal segmentation
Biogeography of European land mammals shows environmentally distinct and spatially coherent clusters
How to Handle Small Samples: Bootstrap and Bayesian Methods in the Analysis of Linguistic Change
Constrained hidden Markov models for population-based haplotyping
Seriation in Paleontological Data Using Markov Chain Monte Carlo Methods
A Look at Aerosol Formation using Data Mining Techniques
Using Markov Chain Monte Carlo and Dynamic Programming for Event Sequence Data
Discovering All Most Specific Sentences
Beyond Independence: Probabilistic Methods for Query Approximation on Binary Transaction Data
Emerging Scientific Applications in Data Mining
Long-Range Control of Expression in Yeast
Expression of Myeloid-Specific Genes in Childhood Acute Lymphoblastic Leukemia -- a cDNA Array Study
Association Analysis for Quantitative Traits by Data Mining: QHPM
Genome Segmentation using Piecewise Constant Intensity Models and Reversible Jump MCMC
Investigatory and Analytical Approaches to Differential Gene Expression Profiling in Mantle Cell Lymphoma
Offspring Risk and Sibling Risk for Multilocus Traits
Mining Associations Between Genetic Markers, Phenotypes and Covariates
Applying Bayesian Statistics to Organism-based Environmental Reconstruction
Phasing genotypes using a hidden Markov model
Piecewise Constant Modeling of Sequential Data Using Reversible Jump Markov Chain Monte Carlo
Boolean Formulas and Frequent Sets
Conference proceedingsAnalyzing Word Frequencies in Large Text Corpora using Inter-arrival Times and Bootstrapping
Lijffijt, Jefrey; Papapetrou, Panagiotis; Puolamäki, Kai; Mannila, Heikki2011 ISBN: 978-3-642-23783-6ISSN: 0302-9743A Shapley-value Approach for Influence Attribution
Papapetrou, Panagiotis; Gionis, Aristides; Mannila, Heikki2011 Gaussian Clusters and Noise: An Approach Based on the Minimum Description Length Principle
Luosto, Panu; Kivinen, Jyrki; Mannila, Heikki2010 Evaluating Query Result Significance in Databases via Randomizations
Ojala, Markus; Garriga, Gemma; Gionis, Aristides; Mannila, Heikki2010 Applying electromagnetic field theory concepts to clustering with constraints
Hakkoymaz, Huseyin; Chatzimilioudis, Georgios; Gunopulos, Dimitrios; Mannila, Heikki2009 Tell Me Something I Don't Know: Randomization Strategies for Iterative Data Mining
Hanhijärvi, Sami; Ojala, Markus; Vuokko, Niko; Puolamäki, Kai; Tatti, Nikolaj; Mannila, Heikki2009 Low-entropy set selection
Heikinheimo, Hannes; Vreeken, Jilles; Siebes, Arno; Mannila, Heikki2009 Finding links and initiators: A graph-reconstruction problem
Mannila, Heikki; Terzi, Evimaria2009 Feature Selection in Taxonomies with Applications to Paleontology
Garriga, Gemma C.; Ukkonen, Antti; Mannila, Heikki2008 Banded structure in binary matrices
Garriga, Gemma; Junttila, Esa; Mannila, Heikki2008 Mining Association Rules of Simple Conjunctive Queries
Goethals, Bart; Page, Wim Le; Mannila, Heikki2008 Finding Total and Partial Orders from Data for Seriation
Mannila, Heikki2008 Standing Out in a Crowd: Selecting Attributes for Maximum Visibility
Miah, M.; Hristidis, V.; Das, Gautam; Mannila, Heikki2008 Finding duplicate descriptors: algorithms for redescription mining
Miettinen, Pauli; Gallo, Ariana; Mannila, Heikki2008 Randomization of real-valued matrices for assessing the significance of data mining results
Ojala, Markus; Vuokko, Niko; Kallio, Aleksi; Haiminen, Niina; Mannila, Heikki2008 Macadamia: Master's Programme in Machine Learning and Data Mining
Raiko, Tapani; Puolamäki, Kai; Karhunen, Juha; Hollmén, Jaakko; Honkela, Antti; Kaski, Samuel; Mannila, Heikki; Oja, Erkki; Simula, Olli2008 A Random Walk Approach to Sampling Hidden Databases
Dasgupta, A.; Das, G.; Mannila, H.2007 Finding low-entropy sets and trees from binary data
Heikinheimo, Hannes; Hinkkanen, Eino; Mannila, Heikki; Mielikäinen, Taneli; Seppänen, Jouni K.2007 Recurrent predictive models for sequence segmentation
Hyvonen, S.; Gionis, A.; Mannila, H.2007 Nestedness and segmented nestedness
Mannila, H.; Terzi, E.2007 Finding outlying items in sets of partial rankings
Ukkonen, Antti; Mannila, Heikki2007 Segmentation and Dimensionality Reduction
Bingham, E.; Gionis, A.; Haiminen, N.; Hiisilä, H.; Mannila, H.; Terzi, E.2006 Algorithms for Discovering Bucket Orders from Data
Gionis, Aristides; Mannila, Heikki; Puolamäki, Kai; Ukkonen, Antti2006 Assessing Data Mining Results via Swap Randomization
Gionis, A.; Mannila, H.; Mielikäinen, T.; Tsaparas, P.2006 Optimal Segmentation using Tree Models
Gwadera, R.; Gionis, A.; Mannila, H.2006 Finding Trees from Unordered 0-1 Data
Heikinheimo, Hannes; Mannila, Heikki; Seppänen, Jouni K.2006 ISBN: 3-540-45374-1ISSN: 0302-9743Constrained Hidden Markov Models for Population-based Haplotyping
Landwehr, N.; Mielikäinen, T.; Eronen, L.; Toivonen, H.; Mannila, H.2006 The Discrete Basis Problem
Miettinen, P.; Mielikäinen, T.; Gionis, A.; Das, G.; Mannila, H.2006 Analysis of Linux evolution using aligned source code segments
Rasinen, Antti; Hollmén, Jaakko; Mannila, Heikki2006 ISBN: 978-3-540-46491-4What is the dimension of your binary data?
Tatti, N.; Mielikänen, T.; Gionis, A.; Mannila, H.2006 Mining Chains of Relations
Afrati, F.; Das, G.; Gionis, A.; Mannila, H.; Mielikäinen, T.; Tsaparas, P.2005 Clustering Aggregation
Gionis, A.; Mannila, H.; Tsaparas, P.2005 Parameter-Free Spatial Data Mining Using MDL
Papadimitriou, S.; Gionis, A.; Tsaparas, P.; Vaisanen, R.A.; Mannila, H.; Faloutsos, C.2005 A Hidden Markov Technique for Haplotype Reconstruction
Rastas, P.; Koivisto, M.; Mannila, H.; Ukkonen, E.2005 Finding Partial Orders from Unordered 0-1 Data
Ukkonen, A.; Fortelius, M.; Mannila, H.2005 Approximating a Collection of Frequent Sets
Afrati, F.; Gionis, A.; Mannila, H.2004 Relational Link-Based Ranking
Geerts, F.; Mannila, H.; Terzi, E.2004 Geometric and Combinatorial Tiles in 0-1 Data
Gionis, A.; Mannila, H.; Seppänen, J.K.2004 Clustered Segmentations
Gionis, A.; Mannila, H.; Terzi, E.2004 Subspace Clustering of Binary Data - A Probabilistic Approach
Patrikainen, A.; Mannila, H.2004 Dense Itemsets
Seppänen, J.; Mannila, H.2004 Fragments of Order
Gionis, A.; Kujala, T.; Mannila, Heikki2003 Finding Recurrent Sources in Sequences
Gionis, A.; Mannila, Heikki2003 Mixture Models and Frequent Sets: Combining Global and Local Methods for 0-1 Data
Hollmén, Jaakko; Seppänen, J.K.; Mannila, H.2003 Rule Discovery and Probabilistic Modeling for Onomastic Data
Leino, A.; Mannila, H.; Pitkänen, R.-L.2003 The Pattern Ordering Problem
Mielikäinen, T.; Mannila, Heikki2003 A Simple Algorithm for Topic Identification in 0-1 Data
Seppänen, Jouni K.; Bingham, Ella; Mannila, H.2003 A Theory of Inductive Query Answering
de Raedt, L.; Jaeger, M.; Lee, S.D.; Mannila, Heikki2002 An MDL Method for Finding Haplotype Blocks and for Estimating the Strength of Haplotype Block Boundaries
Koivisto, M.; Perola, M.; Varilo, T.; Hennah, W.; Ekelund, J.; Lukk, M.; Peltonen, L.; Ukkonen, E.; Mannila, Heikki2002 OSSM: A Segmentation Approach to Optimize Frequency Counting
Leung, C.K.; Ng, R.; Mannila, Heikki2002 Global and Local Methods in Data Mining: Basic Techniques and Open Problems
Mannila, Heikki2002 Probabilistic Modeling of Transaction Data with Applications to Profiling, Visualization, and Prediction
Cadez, I.; Smyth, P.; Mannila, Heikki2001 Time-Series Segmentation for Context Recognition in Mobile Devices
Himberg, J.; Korpiaho, K.; Mannila, Heikki; Tikanmäki, J.; Toivonen, H.2001 Finding Similar Situations in Sequences of Events via Random Projections
Mannila, Heikki; Seppänen, J.K.2001 Decomposition of Event Sequences into Independent Components
Mannila, Heikki; Rusakov, D.2001 Non-refereed scientific articles
Book sectionOn the Applicability of Latent Variable Modeling to Research System Data
Bingham, Ella; Mannila, Heikki2015 ISBN: 978-0-12-802806-3Scientific books (monographs)
BookPrinciples of Data Mining
Hand, D.; Mannila, Heikki; Smyth, P.2001 Book (editor)Discovery Science - Proceedings of the 14th International Conference (DS 2011)
Elomaa, Tapio; Hollmen, Jaakko; Mannila, Heikki2011 ISBN: 978-3-642-24476-6Algorithms and Applications: Essays Dedicated to Esko Ukkonen on the Occasion of His 60th Birthday
Elomaa, Tapio; Mannila, Heikki; Orponen, Pekka2010 Constraint-Based Mining and Inductive Databases, Springer-Verlag LNCS Volume 3848
Boulicaut, J.-F.; de Raedt, L.; Mannila, H.2005 ISBN: 3-540-31331-1ECML 2002 - 12th European Conference on Machine Learning, LNCS 2430
Elomaa, T.; Mannila, Heikki; Toivonen, H.2002 Principles of Data Mining and Knowledge Discovery - 6th European Conference, PKDD 2002, LNCS 2431
Elomaa, T.; Mannila, Heikki; Toivonen, H.2002 Proceedings of the Second SIAM International Conference on Data Mining, SIAM 2002
Grossman, R.; Han, J.; Kumar, V.; Mannila, Heikki; Motwani, R.2002 ISBN: 0-89871-517-2Publications intended for professional communities
Published development or research reportLinkage disequilibrium between chromosomes in the human genome: Test statistics and rapid computation
Bingham, Ella; Koivisto, Mikko; Leino, Yrjö; Mannila, Heikki2010 Topics in 0-1 Data
Bingham, Ella; Mannila, H.; Seppänen, J.K.2002 Nonnegative Matrix Factorization on Gene Expression Data
Seppänen, Jouni; Hollmén, J.; Bingham, E.; Mannila, H.2002 Random Projection in Dimensionality Reduction: Applications to Image and Text Data
Bingham, Ella; Mannila, H.2001 Finding Simple Intensity Descriptions from Event Sequence Data
Mannila, Heikki; Salmenkivi, M.2001 Audiovisual material, ICT software
ICT programs or applicationsSeriation in paleontological data using Markov chain Monte Carlo methods
Puolamäki, Kai; Fortelius, Mikael; Mannila, Heikki2006
Analyzing Word Frequencies in Large Text Corpora using Inter-arrival Times and Bootstrapping
A Shapley-value Approach for Influence Attribution
Gaussian Clusters and Noise: An Approach Based on the Minimum Description Length Principle
Evaluating Query Result Significance in Databases via Randomizations
Applying electromagnetic field theory concepts to clustering with constraints
Tell Me Something I Don't Know: Randomization Strategies for Iterative Data Mining
Low-entropy set selection
Finding links and initiators: A graph-reconstruction problem
Feature Selection in Taxonomies with Applications to Paleontology
Banded structure in binary matrices
Mining Association Rules of Simple Conjunctive Queries
Finding Total and Partial Orders from Data for Seriation
Standing Out in a Crowd: Selecting Attributes for Maximum Visibility
Finding duplicate descriptors: algorithms for redescription mining
Randomization of real-valued matrices for assessing the significance of data mining results
Macadamia: Master's Programme in Machine Learning and Data Mining
A Random Walk Approach to Sampling Hidden Databases
Finding low-entropy sets and trees from binary data
Recurrent predictive models for sequence segmentation
Nestedness and segmented nestedness
Finding outlying items in sets of partial rankings
Segmentation and Dimensionality Reduction
Algorithms for Discovering Bucket Orders from Data
Assessing Data Mining Results via Swap Randomization
Optimal Segmentation using Tree Models
Finding Trees from Unordered 0-1 Data
Constrained Hidden Markov Models for Population-based Haplotyping
The Discrete Basis Problem
Analysis of Linux evolution using aligned source code segments
What is the dimension of your binary data?
Mining Chains of Relations
Clustering Aggregation
Parameter-Free Spatial Data Mining Using MDL
A Hidden Markov Technique for Haplotype Reconstruction
Finding Partial Orders from Unordered 0-1 Data
Approximating a Collection of Frequent Sets
Relational Link-Based Ranking
Geometric and Combinatorial Tiles in 0-1 Data
Clustered Segmentations
Subspace Clustering of Binary Data - A Probabilistic Approach
Dense Itemsets
Fragments of Order
Finding Recurrent Sources in Sequences
Mixture Models and Frequent Sets: Combining Global and Local Methods for 0-1 Data
Rule Discovery and Probabilistic Modeling for Onomastic Data
The Pattern Ordering Problem
A Simple Algorithm for Topic Identification in 0-1 Data
A Theory of Inductive Query Answering
An MDL Method for Finding Haplotype Blocks and for Estimating the Strength of Haplotype Block Boundaries
OSSM: A Segmentation Approach to Optimize Frequency Counting
Global and Local Methods in Data Mining: Basic Techniques and Open Problems
Probabilistic Modeling of Transaction Data with Applications to Profiling, Visualization, and Prediction
Time-Series Segmentation for Context Recognition in Mobile Devices
Finding Similar Situations in Sequences of Events via Random Projections
Decomposition of Event Sequences into Independent Components
On the Applicability of Latent Variable Modeling to Research System Data
Scientific books (monographs)
BookPrinciples of Data Mining
Hand, D.; Mannila, Heikki; Smyth, P.2001 Book (editor)Discovery Science - Proceedings of the 14th International Conference (DS 2011)
Elomaa, Tapio; Hollmen, Jaakko; Mannila, Heikki2011 ISBN: 978-3-642-24476-6Algorithms and Applications: Essays Dedicated to Esko Ukkonen on the Occasion of His 60th Birthday
Elomaa, Tapio; Mannila, Heikki; Orponen, Pekka2010 Constraint-Based Mining and Inductive Databases, Springer-Verlag LNCS Volume 3848
Boulicaut, J.-F.; de Raedt, L.; Mannila, H.2005 ISBN: 3-540-31331-1ECML 2002 - 12th European Conference on Machine Learning, LNCS 2430
Elomaa, T.; Mannila, Heikki; Toivonen, H.2002 Principles of Data Mining and Knowledge Discovery - 6th European Conference, PKDD 2002, LNCS 2431
Elomaa, T.; Mannila, Heikki; Toivonen, H.2002 Proceedings of the Second SIAM International Conference on Data Mining, SIAM 2002
Grossman, R.; Han, J.; Kumar, V.; Mannila, Heikki; Motwani, R.2002 ISBN: 0-89871-517-2Publications intended for professional communities
Published development or research reportLinkage disequilibrium between chromosomes in the human genome: Test statistics and rapid computation
Bingham, Ella; Koivisto, Mikko; Leino, Yrjö; Mannila, Heikki2010 Topics in 0-1 Data
Bingham, Ella; Mannila, H.; Seppänen, J.K.2002 Nonnegative Matrix Factorization on Gene Expression Data
Seppänen, Jouni; Hollmén, J.; Bingham, E.; Mannila, H.2002 Random Projection in Dimensionality Reduction: Applications to Image and Text Data
Bingham, Ella; Mannila, H.2001 Finding Simple Intensity Descriptions from Event Sequence Data
Mannila, Heikki; Salmenkivi, M.2001 Audiovisual material, ICT software
ICT programs or applicationsSeriation in paleontological data using Markov chain Monte Carlo methods
Puolamäki, Kai; Fortelius, Mikael; Mannila, Heikki2006
Principles of Data Mining
Discovery Science - Proceedings of the 14th International Conference (DS 2011)
Algorithms and Applications: Essays Dedicated to Esko Ukkonen on the Occasion of His 60th Birthday
Constraint-Based Mining and Inductive Databases, Springer-Verlag LNCS Volume 3848
ECML 2002 - 12th European Conference on Machine Learning, LNCS 2430
Principles of Data Mining and Knowledge Discovery - 6th European Conference, PKDD 2002, LNCS 2431
Proceedings of the Second SIAM International Conference on Data Mining, SIAM 2002
Publications intended for professional communities
Published development or research reportLinkage disequilibrium between chromosomes in the human genome: Test statistics and rapid computation
Bingham, Ella; Koivisto, Mikko; Leino, Yrjö; Mannila, Heikki2010 Topics in 0-1 Data
Bingham, Ella; Mannila, H.; Seppänen, J.K.2002 Nonnegative Matrix Factorization on Gene Expression Data
Seppänen, Jouni; Hollmén, J.; Bingham, E.; Mannila, H.2002 Random Projection in Dimensionality Reduction: Applications to Image and Text Data
Bingham, Ella; Mannila, H.2001 Finding Simple Intensity Descriptions from Event Sequence Data
Mannila, Heikki; Salmenkivi, M.2001 Audiovisual material, ICT software
ICT programs or applicationsSeriation in paleontological data using Markov chain Monte Carlo methods
Puolamäki, Kai; Fortelius, Mikael; Mannila, Heikki2006
Linkage disequilibrium between chromosomes in the human genome: Test statistics and rapid computation
Topics in 0-1 Data
Nonnegative Matrix Factorization on Gene Expression Data
Random Projection in Dimensionality Reduction: Applications to Image and Text Data
Finding Simple Intensity Descriptions from Event Sequence Data
Seriation in paleontological data using Markov chain Monte Carlo methods
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Jennifer Cronin
Jennifer Cronin joins Mendoza as an Adjunct Associate Professional Specialist in The Fanning Center for Business Communication. She worked in public relations at the International SPA Association and taught at the collegiate level for 8 years in Strategic Communications, Interpersonal and Organiz...
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