Heikki Mannila | Academic Influence

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Heikki Mannila

Computer Science

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#1973

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Database

#1408

World Rank

#1481

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Computer Science

Heikki Mannila's Degrees

PhD Computer Science University of Helsinki

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Why Is Heikki Mannila Influential?

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According to Wikipedia, Heikki Olavi Mannila is a Finnish computer scientist, the president of the Academy of Finland. Mannila earned his Ph.D. in 1985 from the University of Helsinki under the supervision of Esko Ukkonen and for many years he was a professor at the University of Helsinki himself. From 2004 to 2008 he was Academy Professor at the Academy of Finland. He became Vice President for Academic Affairs at Aalto University in 2009, and was appointed by the Finnish government as president of the Academy of Finland for a term lasting from 2012 to 2017. The appointment was renewed for the period 2017–2022.

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Heikki Mannila's Published Works

Number of citations in a given year to any of this author's works

Total number of citations to an author for the works they published in a given year. This highlights publication of the most important work(s) by the author

Published Works

Principles of Data Mining (2007) (3932)
Fast Discovery of Association Rules (1996) (2829)
Random projection in dimensionality reduction: applications to image and text data (2001) (1431)
Discovery of Frequent Episodes in Event Sequences (1997) (1361)
Levelwise Search and Borders of Theories in Knowledge Discovery (1997) (926)
Clustering aggregation (2005) (915)
Finding interesting rules from large sets of discovered association rules (1994) (881)
Efficient Algorithms for Discovering Association Rules (1994) (853)
Discovering Frequent Episodes in Sequences (1995) (773)
Rule Discovery from Time Series (1998) (753)
A database perspective on knowledge discovery (1996) (585)
Disjunctive datalog (1997) (530)
Computing Discrete Fréchet Distance ∗ (1994) (513)
Discovering Generalized Episodes Using Minimal Occurrences (1996) (446)
Finding Similar Time Series (1997) (354)
Verkamo: Fast Discovery of Association Rules (1996) (354)
The Discrete Basis Problem (2006) (298)
Pruning and grouping of discovered association rules (1995) (294)
A genomewide screen for schizophrenia genes in an isolated Finnish subpopulation, suggesting multiple susceptibility loci. (1999) (294)
Assessing data mining results via swap randomization (2007) (272)
Time series segmentation for context recognition in mobile devices (2001) (263)
Multiple Uses of Frequent Sets and Condensed Representations (Extended Abstract) (1996) (263)
Discovering all most specific sentences (2003) (261)
Design of Relational Databases (1992) (257)
Methods and Problems in Data Mining (1997) (242)
Data mining: machine learning, statistics, and databases (1996) (242)
Approximate Inference of Functional Dependencies from Relations (1995) (235)
Algorithms for Inferring Functional Dependencies from Relations (1994) (232)
Distance measures for point sets and their computation (1997) (229)
Ordered and Unordered Tree Inclusion (1995) (219)
Finding effectors in social networks (2010) (213)
Data mining, hypergraph transversals, and machine learning (1997) (203)
Approximating a collection of frequent sets (2004) (177)
Design by Example: An Application of Armstrong Relations (1986) (177)
Knowledge discovery from telecommunication network alarm databases (1996) (170)
A Perspective on Databases and Data Mining (1995) (154)
Data mining applied to linkage disequilibrium mapping. (2000) (152)
The power of sampling in knowledge discovery (1994) (141)
Data mining, hypergraph transversals, and machine learning (extended abstract) (1997) (140)
Higher origination and extinction rates in larger mammals (2008) (140)
Measures of Presortedness and Optimal Sorting Algorithms (1985) (136)
Time-series similarity problems and well-separated geometric sets (1997) (135)
Global partial orders from sequential data (2000) (132)
Discovering All Most Specific Sentences by Randomized Algorithms (1997) (126)
Discovering functional and inclusion dependencies in relational databases (1992) (118)
Machine Learning: ECML 2002 (2002) (116)
Theoretical frameworks for data mining (2000) (110)
Dependency Inference (1987) (107)
Local and Global Methods in Data Mining: Basic Techniques and Open Problems (2002) (106)
Approximate Dependency Inference from Relations (1992) (105)
On the Complexity of Inferring Functional Dependencies (1992) (105)
Lower Extinction Risk in Sleep‐or‐Hide Mammals (2008) (103)
Beyond Independence: Probabilistic Models for Query Approximation on Binary Transaction Data (2003) (103)
A theory of inductive query answering (2002) (100)
Emerging scientific applications in data mining (2002) (100)
The diffusion of language change in real time: Progressive and conservative individuals and the time depth of change (2011) (99)
On Approximation Preserving Reductions: Complete Problems and Robust Measures (Revised Version) (1987) (99)
A look at aerosol formation using data mining techniques (2005) (97)
Significance testing of word frequencies in corpora (2016) (95)
Probabilistic modeling of transaction data with applications to profiling, visualization, and prediction (2001) (94)
A random walk approach to sampling hidden databases (2007) (93)
Relational link-based ranking (2004) (89)
Efficient Algorithms for Discovering Frequent Sets in Incremental Databases (1997) (87)
Principles of Data Mining and Knowledge Discovery (2002) (87)
Rule Discovery in Telecommunication Alarm Data (1999) (84)
Inductive Databases and Condensed Representations for Data Mining (1997) (82)
An MDL Method for Finding Haplotype Blocks and for Estimating the Strength of Haplotype Block Boundaries (2002) (82)
Standing Out in a Crowd: Selecting Attributes for Maximum Visibility (2008) (81)
Tell me something I don't know: randomization strategies for iterative data mining (2009) (79)
Context-Based Similarity Measures for Categorical Databases (2000) (79)
Similarity of Attributes by External Probes (1998) (78)
Finding recurrent sources in sequences (2003) (76)
Constraint-Based Mining and Inductive Databases, European Workshop on Inductive Databases and Constraint Based Mining, Hinterzarten, Germany, March 11-13, 2004, Revised Selected Papers (2006) (75)
Retrieval from hierarchical texts by partial patterns (1993) (75)
Borders: An Efficient Algorithm for Association Generation in Dynamic Databases (1999) (71)
Modeling KDD Processes within the Inductive Database Framework (1999) (69)
Investigatory and analytical approaches to differential gene expression profiling in mantle cell lymphoma (2002) (67)
Proceedings of the 3rd International Conference on Knowledge Discovery and Data Mining (1997) (66)
Autumn temperature and carbon balance of a boreal Scots pine forest in Southern Finland. (2010) (66)
APPLYING BAYESIAN STATISTICS TO ORGANISM-BASED ENVIRONMENTAL RECONSTRUCTION (2001) (66)
On an algorithm for finding all interesting sentences (1996) (66)
The Pattern Ordering Problem (2003) (65)
Fast Discovery of Association Rules in Large Databases (1996) (64)
Geometric and Combinatorial Tiles in 0-1 Data (2004) (63)
Similarity of event sequences (1997) (62)
Adding disjunction to datalog (extended abstract) (1994) (62)
Seriation in Paleontological Data Using Markov Chain Monte Carlo Methods (2006) (60)
TASA: Telecommunication Alarm Sequence Analyzer or how to enjoy faults in your network (1996) (60)
Algorithms for discovering bucket orders from data (2006) (55)
Discovering frequent episodes in sequences extended abstract (1995) (55)
Flow Analysis of Prolog Programs (1987) (54)
What is the Dimension of Your Binary Data? (2006) (54)
Querying Inductive Databases: A Case Study on the MINE RULE Operator (1998) (50)
Mixture Model Clustering of Phenotype Features Reveals Evidence for Association of DTNBP1 to a Specific Subtype of Schizophrenia (2009) (49)
Finding low-entropy sets and trees from binary data (2007) (46)
Banded structure in binary matrices (2008) (45)
Finding Subgroups having Several Descriptions: Algorithms for Redescription Mining (2008) (45)
A Simple Linear-Time Algorithm for in Situ Merging (1984) (44)
Spectral ordering and biochronology of European fossil mammals (2006) (44)
Expression of myeloid-specific genes in childhood acute lymphoblastic leukemia – a cDNA array study (2002) (42)
Segmentation and dimensionality reduction (2006) (41)
Association study of the chromosomal region containing the FCER2 gene suggests it has a regulatory role in atopic disorders. (2000) (41)
Forming Grammars for Structured Documents: an Application of Grammatical Inference (1994) (39)
Prediction with local patterns using cross-entropy (1999) (39)
Mining Association Rules of Simple Conjunctive Queries (2008) (38)
Probabilistic Models for Query Approximation with Large Sparse Binary Data Sets (2000) (38)
A Simple Algorithm for Topic Identification in 0-1 Data (2003) (36)
A database perspective on knowledge discovery : A database perspective on knowledge discovery (1996) (36)
Similarity between Event Types in Sequences (1999) (36)
Improved Methods for Finding Association Rules (1994) (36)
A Hidden Markov Technique for Haplotype Reconstruction (2005) (35)
How to Handle Small Samples: Bootstrap and Bayesian Methods in the Analysis of Linguistic Change (2006) (35)
Decomposition of Event Sequences into Independent Components (2001) (33)
Reasoning with examples: propositional formulae and database dependencies (1999) (33)
Nestedness and segmented nestedness (2007) (33)
Learning rules with local exceptions (1994) (31)
Temperament Clusters in a Normal Population: Implications for Health and Disease (2012) (31)
Fragments of order (2003) (28)
MDL learning of unions of simple pattern languages from positive examples (1995) (28)
Optimal segmentation using tree models (2006) (28)
Inclusion dependencies in database design (1986) (28)
The Set Union Problem with Backtracking (1986) (27)
Clustering Aggregation (long version) (2007) (27)
Evaluation of HapMap data in six populations of European descent (2008) (27)
A randomized approximation algorithm for computing bucket orders (2009) (26)
A Structured Document Database System (1990) (26)
Mixture Models and Frequent Sets: Combining Global and Local Methods for 0-1 Data (2003) (25)
Finding partial orders from unordered 0-1 data (2005) (25)
Genome segmentation using piecewise constant intensity models and reversible jump MCMC (2002) (25)
Randomization of real-valued matrices for assessing the significance of data mining results (2008) (25)
Finding simple intensity descriptions from event sequence data (2001) (24)
Low-Entropy Set Selection (2009) (24)
Automatic Generation of Test Data for Relational Queries (1989) (23)
Test data for relational queries (1985) (23)
The IL9R region contribution in asthma is supported by genetic association in an isolated population (2000) (23)
A data mining methodology and its application to semi-automatic knowledge acquisition (1997) (23)
Convergence in the distribution patterns of Europe’s plants and mammals is due to environmental forcing (2012) (23)
Comparing segmentations by applying randomization techniques (2007) (22)
Grammatical Tree Matching (1992) (22)
Determining significance of pairwise co-occurrences of events in bursty sequences (2008) (22)
The Tree Inclusion Problem (1991) (22)
Using Markov chain Monte Carlo and dynamic programming for event sequence data (2005) (22)
OSSM: a segmentation approach to optimize frequency counting (2002) (22)
Minimum description length block finder, a method to identify haplotype blocks and to compare the strength of block boundaries. (2003) (21)
Parameter-free spatial data mining using MDL (2005) (21)
A Shapley Value Approach for Influence Attribution (2011) (21)
Practical algorithms for finding prime attributes and testing normal forms (1989) (20)
Constrained hidden Markov models for population-based haplotyping (2007) (19)
Randomization techniques for assessing the significance of gene periodicity results (2011) (19)
Randomization methods for assessing data analysis results on real‐valued matrices (2009) (19)
Determining Attributes to Maximize Visibility of Objects (2009) (19)
Analyzing Word Frequencies in Large Text Corpora Using Inter-arrival Times and Bootstrapping (2011) (18)
Extracting the Context of a Mobile Device User (2001) (18)
Learning hierarchical rule sets (1992) (18)
Expressive Power and Complexity of Disjunctive Datalog under the Stable Model Semantics (1994) (18)
On the Complexity of Unification Sequences (1986) (18)
Query Primitives for Tree-Structured Data (1994) (17)
Intelligent Assembly of Structured Documents (1996) (17)
Predictive Profiles for Transaction Data using Finite Mixture Models (2001) (17)
Finding similar situations in sequences of events via random projections (2001) (17)
Data Mining: The Next Generation (2004) (16)
Generating grammars for SGML tagged texts lacking DTD (1997) (15)
Topics in 0--1 data (2002) (15)
Proceedings of the Third International Conference on Knowledge Discovery and Data Mining (1997) (15)
Right Invariant Metrics and Measures of Presortedness (1993) (15)
Association analysis for quantitative traits by data mining: QHPM. (2002) (15)
Rule Discovery and Probabilistic Modeling for Onomastic Data (2003) (14)
Interactive Exploration of Discovered Knowledge: A Methodology for Interaction, and Usability Studie (1996) (14)
Evaluating Query Result Significance in Databases via Randomizations (2010) (14)
Discovering isochores by least-squares optimal segmentation. (2007) (14)
Mining chains of relations (2005) (14)
Gene mapping by haplotype pattern mining (2000) (14)
Association Rule Selection in a Data Mining Environment (1999) (13)
Finding Links and Initiators: A Graph-Reconstruction Problem (2008) (13)
A Fast Algorithm for Renaming a Set of Clauses as a Horn Set (1985) (13)
Finding Total and Partial Orders from Data for Seriation (2008) (12)
Phasing genotypes using a hidden Markov model (2008) (12)
Time Parameter and Arbitrary Deunions in the Set Union Problem (1988) (12)
Recognizing Renamable Generalized Propositional Horn Formulas Is NP-complete (1995) (12)
Correlations and Co-Occurrences of Taxa: the Role of Temporal, Geographic and Taxonomic Restrictions (2011) (12)
Mining Associations Between Genetic Markers, Phenotypes, and Covariates (2001) (11)
Assessing data mining results via swap randomization (2006) (11)
Randomization methods for assessing data analysis results on real-valued matrices (2009) (11)
Long-range control of expression in yeast (2002) (11)
Feature Selection in Taxonomies with Applications to Paleontology (2008) (11)
Constraint-Based Mining and Inductive Databases: European Workshop on Inductive Databases and Constraint Based Mining, Hinterzarten, Germany, March 11-13, ... / Lecture Notes in Artificial Intelligence) (2006) (11)
Small Armstrong relations for database design (1985) (11)
A refinement of Kahn's semantics to handle non-determinism and communication (Extended Abstract) (1982) (11)
Proceedings of the 13th European Conference on Machine Learning (2002) (10)
Machine Learning: ECML 2002: 13th European Conference on Machine Learning, Helsinki, Finland, August 19-23, 2002. Proceedings (2002) (9)
Approximate Query Answering with Frequent Sets and Maximum Entropy (2000) (9)
Clustered segmentations (2004) (9)
The living and the fossilized: how well do unevenly distributed points capture the faunal information in a grid? (2010) (9)
Early Environment and Neurobehavioral Development Predict Adult Temperament Clusters (2012) (9)
Approximating the Minimum Chain Completion problem (2009) (9)
Algorithms and Applications, Essays Dedicated to Esko Ukkonen on the Occasion of His 60th Birthday (2010) (8)
Subspace Clustering of Binary Data - A Probabilistic Approach (2004) (8)
Knowledge Discovery in Databases: The Search for Frequent Patterns (1998) (8)
Measurement and Data (2019) (8)
Quantifying variation and estimating the effects of sample size on the frequencies of linguistic variables (2013) (8)
Learning, Mining, or Modeling? A Case Study from Paleocology (1998) (8)
Autumn warming and carbon balance of a boreal Scots pine forest in Southern Finland (2009) (8)
Finding Outlying Items in Sets of Partial Rankings (2007) (8)
Timestamped Term Representation for Implementing Prolog (1986) (8)
Hidden Markov Modelling Techniques for Haplotype Analysis (2004) (7)
BASS: Bayesian Analyzer of Event Sequences (1996) (7)
Forming grammars for structured documents (1993) (7)
Data Mining as Selective Theory Extraction in Probabilistic Logic (1996) (6)
On the Suitability of Trace Semantics for Modular Proofs of Communicating Processes (1985) (6)
Models and Patterns (2001) (6)
Singling out Ill-fit Items in a Classification. Application to the Taxonomy of Enterobacteriaceae (2000) (5)
Efficient Algorithms Association for Discovering Rules (1994) (5)
Constructing tailored SGML documents (1996) (5)
The Effect of Scale, Climate and Environment on Species Richness and Spatial Distribution of Finnish Birds (2011) (5)
On an Algorithm for Nding All Interesting Sentences Extended Abstract (1996) (5)
Rule Discovery in Alarm Databases (1996) (5)
Randomization Techniques for Data Mining Methods (2008) (5)
Similarity of Event Sequences Extended abstract (1997) (5)
Nonnegative Matrix Factorization on Gene Expression Data (2002) (5)
Constraint-Based Mining and Inductive Databases, Springer-Verlag LNCS Volume 3848 (2005) (4)
Generation of test cases for simple prolog programs (1990) (4)
On the relationship of minimum and optimum covers for a set of functional dependencies (1983) (4)
Recurrent Predictive Models for Sequence Segmentation (2007) (4)
A Semantic Approach to Program Modularity (1984) (4)
A simple proof of the rectilinear art gallery theorem (1985) (4)
Proceedings of the 2002 SIAM International Conference on Data Mining (2002) (4)
Clusterings should not be compared by visual inspection: response to Gagné & Proulx (2009) (4)
Evaluation of BIC and Cross Validation for model selection on sequence segmentations (2010) (4)
Applying Electromagnetic Field Theory Concepts to Clustering with Constraints (2009) (4)
Measures of Presortedness and Optimal Sorting Algorithms (Extended Abstract) (1984) (3)
Aspects of Knowledge Discovery and Data Mining (1995) (3)
Derivation of efficient DAG marking algorithms (1983) (3)
Offspring Risk and Sibling Risk for Multilocus Traits (2001) (3)
Machine Learning: ECML 2002: 12th European Conference on Machine Learning (2002) (3)
Reply to Vilar et al.: Sleep or hide, better for survival anytime (2008) (3)
Combining Discrete Algorithmic and Probabilistic Approaches in Data Mining (2001) (3)
Locality in Modular Systems (1982) (3)
Towards Computational Techniques for Identifying Candidate Chronofaunas (2014) (3)
Proceedings of the ACM SIGKDD Workshop on Visual Analytics and Knowledge Discovery: Integrating Automated Analysis with Interactive Exploration, Paris, France, June 28, 2009 (2009) (3)
Design-By-Example: A Design Tool for Relational Databases (1985) (3)
Boolean Formulas and Frequent Sets (2004) (3)
Frailty Factors and Time-dependent Hazards in Modelling Ear Infections in Children Using BASSIST (1998) (3)
Proceedings of the Second SIAM International Conference on Data Mining, SIAM 2002 (2002) (2)
Macadamia: Master's Programme in Machine Learning and Data Mining (2008) (2)
Gaussian Clusters and Noise: An Approach Based on the Minimum Description Length Principle (2010) (2)
Visualizing and Exploring Data (2001) (2)
A note on the largest empty rectangle problem (1988) (2)
A topological characterization of (λ, μ)*-compactness (1983) (2)
Complexity control in a mixture model by the Hardy-Weinberg equilibrium (2009) (2)
Randomization methods in data mining (2009) (2)
Bassist a tool for MCMC simulation of statistical models (1998) (2)
Retrieval by Content (2001) (2)
Principles of data mining and knowledge discovery : 6th European Conference, PKDD 2002, Helsinki, Finland, August 19-23, 2002 : proceedings (2002) (2)
From Data to Knowledge Research Unit (2004) (2)
Finding Trees from Unordered 0-1 Data (2006) (2)
Analysis of Linux Evolution Using Aligned Source Code Segments (2006) (2)
Predictive Modeling for Classification (2001) (1)
The Optimized Segment Support Map for the Mining of Frequent Patterns (2001) (1)
Schema Design and Knowledge Discovery (Abstract) (1996) (1)
Disjunctive Logic Programming over Finite Structures (1994) (1)
What was the Finnish Hiisi? Applying Computational Methods to the study of Folk Religion (2004) (1)
Linkage Disequilibrium between Chromosomes in the Human Genome: Test Statistics and Rapid Computation (2010) (1)
Data Mining and Machine Learning (Abstract) (1996) (1)
Transposition and time-scale invariant geometric music retrieval (1)
Proceedings of the 6th European Conference on Principles of Data Mining and Knowledge Discovery (2002) (1)
An ALgorithm for Learning Hierarchical Classifiers (1994) (1)
Association analysis for quantitative traits by data mining: QHPM (2002) (1)
Discovery Science - Proceedings of the 14th International Conference (DS 2011) (2011) (1)
Combining Pattern Discovery and Probabilistic Modeling in Data Mining (2002) (1)
Principles of Data Mining and Knowledge Discovery - 6th European Conference, PKDD 2002, LNCS 2431 (2002) (1)
A Systematic Overeview of Data Mining Algorithms (2001) (1)
The Power of Sampling in Knowledge Discovery the Power of Sampling in Knowledge Discovery (1993) (0)
Finding duplicate descriptors: algorithms for redescription mining (2008) (0)
Query Significance in Databases via Randomizations (2009) (0)
Learn in g, M in in g, or M o d elin g? A Case Study from Paleoecology (1998) (0)
Contents Vol. 51, 2001 (2001) (0)
A NOTE O N T HE L ARGEST E MPTY R ECTANGLE PROBLEM (1988) (0)
Proceedings of the Second SIAM International Conference on Data Mining, Arlington, VA, USA, April 11-13, 2002 (2002) (0)
ACM TKDD special issue ACM SIGKDD 2007 and ACM SIGKDD 2008 (2009) (0)
Predictive Modeling for Regression (2001) (0)
Data mining approaches to explaining aerosol formation (2006) (0)
On the Complexity of Safety and Deadlock-Freedom in Distributed Locking (1983) (0)
Data Analysis and Uncertainty (2001) (0)
BURNOUT CLUSTERS AND SLEEP-RELATED SYMPTOMS (2011) (0)
Appendix: Random Variables (2001) (0)
Piecewise Constant Modeling of Sequential Data Using Reversible Jump Markov Chain Monte Carlo (2005) (0)
ECML 2002 - 12th European Conference on Machine Learning, LNCS 2430 (2002) (0)
Automated, scalable systems would reveal and help exploit the deeper meanings in scientific data, especially in biomedical engineering, telecommunications, geospatial exploration, and climate and Earth ecosystem modeling. (2002) (0)
Attribute-oriented Induction and Conceptual Clustering Attribute-oriented Induction and Conceptual Clustering (1996) (0)
RAPPORT A perspective on databases and data mining (2011) (0)
Specifying and simulating complex models using Bassist. (1999) (0)
Proceedings of the 14th international conference on Discovery science (2011) (0)
Finding fragments of orders and total orders from 0-1 data (2006) (0)
Improved Methods for Finding Association Rules Improved Methods for Finding Association Rules (1994) (0)
Research Fields (2017) (0)
Similarity of Attributes by External Probes Similarity of Attributes by External Probes (1997) (0)
Permutation Structure in 0-1 Data (2011) (0)
On the Applicability of Latent Variable Modeling to Research System Data (2015) (0)
Randomization Methods for Assessing the Significance of Data Mining Results (2009) (0)
Inductive Databases (Abstract) (1999) (0)
Finding Patterns and Rules (2001) (0)
User Interactivity in Very Large Scale Data Mining (2007) (0)
Reconstructing past climate from organism-based fossil assemblages by applying Bayesian statistics (2000) (0)
Chapter 11 Mining Chains of Relations (2012) (0)
Proceedings of the 2004 European conference on Constraint-Based Mining and Inductive Databases (2004) (0)
Subject Index Vol. 51, 2001 (2001) (0)
Efficient Tree Based Distributed Data Mining Algorithms for mining Frequent Patterns (2016) (0)
Unifications, deunifications, and their complexity (1990) (0)
O N THE SUITABILITY OF TRACE SEMANTICS FOR (2003) (0)
Score Functions for Data Mining Algorithms (2001) (0)
Data Organization and Databases (2001) (0)
Proceedings of the Third International Conference on Knowledge Discovery and Data Mining (KDD-97), Newport Beach, California, USA, August 14-17, 1997 (1997) (0)
Chapter 15 From Data to Knowledge Research Unit (2006) (0)
Rule Discovery in Alarm Databases Rule Discovery in Alarm Databases (1996) (0)
Using relational databases in KDD (2002) (0)
Data mining tasks and methods: Rule discovery: association rules (2002) (0)
Search and Optimization Methods (2001) (0)

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