Hannu Toivonen
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Finnish computer scientist and professor
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Hannu Toivonen computer-science Degrees
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Hannu Toivonen 's Degrees
- PhD Computer Science University of Helsinki
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(Suggest an Edit or Addition)According to Wikipedia, Hannu Tauno Tapani Toivonen is a Finnish computer scientist and professor at the University of Helsinki. Research and teaching Hannu Toivonen's research area is artificial intelligence and data science, especially data mining and computational creativity, along with their applications. He was chair of the programme committee for The International Conference on Computational Creativity in 2015 and for the IEEE International Conference on Data Mining in 2014.
Hannu Toivonen '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
- Fast Discovery of Association Rules (1996) (2829)
- Discovery of Frequent Episodes in Event Sequences (1997) (1361)
- Sampling Large Databases for Association Rules (1996) (1356)
- Levelwise Search and Borders of Theories in Knowledge Discovery (1997) (926)
- 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)
- TANE: An Efficient Algorithm for Discovering Functional and Approximate Dependencies (1999) (626)
- Adaptive Control Processes (2010) (586)
- ContextPhone: a prototyping platform for context-aware mobile applications (2005) (563)
- Discovering Generalized Episodes Using Minimal Occurrences (1996) (446)
- ProbLog: A Probabilistic Prolog and its Application in Link Discovery (2007) (414)
- Verkamo: Fast Discovery of Association Rules (1996) (354)
- Discovery of frequent DATALOG patterns (1999) (351)
- Finding Frequent Substructures in Chemical Compounds (1998) (321)
- Pruning and grouping of discovered association rules (1995) (294)
- Multiple Uses of Frequent Sets and Condensed Representations (Extended Abstract) (1996) (263)
- Time series segmentation for context recognition in mobile devices (2001) (263)
- Discovering all most specific sentences (2003) (261)
- Efficient discovery of functional and approximate dependencies using partitions (1998) (212)
- Data mining, hypergraph transversals, and machine learning (1997) (203)
- Holocene temperature changes in northern Fennoscandia reconstructed from chironomids using Bayesian modelling (2002) (198)
- Adaptive On-Device Location Recognition (2004) (183)
- Knowledge discovery from telecommunication network alarm databases (1996) (170)
- Statistical Evaluation of the Predictive Toxicology Challenge 2000-2001 (2003) (156)
- A Perspective on Databases and Data Mining (1995) (154)
- Data mining, hypergraph transversals, and machine learning (extended abstract) (1997) (140)
- Compression of weighted graphs (2011) (131)
- Link Discovery in Graphs Derived from Biological Databases (2006) (121)
- Machine Learning: ECML 2002 (2002) (116)
- Statistical evaluation of the predictive toxicology challenge (2000) (111)
- BAYESIAN ANALYSIS OF METAPOPULATION DATA (2002) (109)
- Unobtrusive online monitoring of sleep at home (2012) (102)
- Data Mining In Bioinformatics (2005) (98)
- Discovery of frequent patterns in large data collections (1996) (97)
- Corpus-Based Generation of Content and Form in Poetry (2012) (95)
- Finding reliable subgraphs from large probabilistic graphs (2008) (92)
- Adaptive Heartbeat Modeling for Beat-to-Beat Heart Rate Measurement in Ballistocardiograms (2015) (87)
- Principles of Data Mining and Knowledge Discovery (2002) (87)
- Rule Discovery in Telecommunication Alarm Data (1999) (84)
- A Bayesian multinomial Gaussian response model for organism-based environmental reconstruction (2000) (83)
- Biomine: predicting links between biological entities using network models of heterogeneous databases (2012) (78)
- Data-Driven News Generation for Automated Journalism (2017) (73)
- DopeLearning: A Computational Approach to Rap Lyrics Generation (2015) (71)
- Estimating the number of segments in time series data using permutation tests (2002) (68)
- APPLYING BAYESIAN STATISTICS TO ORGANISM-BASED ENVIRONMENTAL RECONSTRUCTION (2001) (66)
- On an algorithm for finding all interesting sentences (1996) (66)
- Fast Discovery of Association Rules in Large Databases (1996) (64)
- TASA: Telecommunication Alarm Sequence Analyzer or how to enjoy faults in your network (1996) (60)
- Mining for similarities in aligned time series using wavelets (1999) (58)
- Discovering frequent episodes in sequences extended abstract (1995) (55)
- HaploRec: efficient and accurate large-scale reconstruction of haplotypes (2006) (54)
- From Isolation to Involvement: Adapting Machine Creativity Software to Support Human-Computer Co-Creation (2014) (51)
- Network Simplification with Minimal Loss of Connectivity (2010) (51)
- “Let Everything Turn Well in Your Wife”: Generation of Adult Humor Using Lexical Constraints (2013) (50)
- Modes for Creative Human-Computer Collaboration: Alternating and Task-Divided Co-Creativity (2016) (44)
- A Markov Chain Approach to Reconstruction of Long Haplotypes (2003) (42)
- Data mining and machine learning in computational creativity (2015) (42)
- Area Under Curve (2020) (42)
- Harnessing Constraint Programming for Poetry Composition (2013) (41)
- Compressing probabilistic Prolog programs (2008) (41)
- Predicting and preventing student failure - using the k-nearest neighbour method to predict student performance in an online course environment (2010) (41)
- Mining Non-Derivable Association Rules (2005) (37)
- Introduction to Data Mining in Bioinformatics (2005) (37)
- Privacy Preservation by k-Anonymization of Weighted Social Networks (2012) (37)
- Apriori Algorithm (2010) (36)
- SegMine workflows for semantic microarray data analysis in Orange4WS (2011) (36)
- Improved Methods for Finding Association Rules (1994) (36)
- Document summarization based on word associations (2014) (34)
- Simplification of Networks by Edge Pruning (2012) (34)
- Computational Creativity Infrastructure for Online Software Composition: A Conceptual Blending Use Case (2016) (31)
- Closed Non-derivable Itemsets (2006) (31)
- BIOKDD01: workshop on Data Mining in Bioinformatics (2002) (31)
- A Framework for Path-Oriented Network Simplification (2010) (30)
- Effective Pruning for the Discovery of Conditional Functional Dependencies (2013) (30)
- Automatical Composition of Lyrical Songs (2013) (29)
- TreeDT: tree pattern mining for gene mapping (2006) (29)
- Probabilistic Explanation Based Learning (2007) (28)
- Interaction Evaluation for Human-Computer Co-creativity: A Case Study (2015) (27)
- A survey of data mining methods for linkage disequilibrium mapping (2006) (27)
- Meta4meaning: Automatic Metaphor Interpretation Using Corpus-Derived Word Associations (2016) (27)
- The Officer Is Taller Than You, Who Race Yourself! Using Document Specific Word Associations in Poetry Generation (2014) (26)
- Interactive exploration of interesting findings in the Telecommunication Network Alarm Sequence Analyzer (TASA) (1999) (26)
- Feature Subset Selection (2020) (26)
- A data mining methodology and its application to semi-automatic knowledge acquisition (1997) (23)
- Lexical Creativity from Word Associations (2012) (21)
- Discovering statistically non-redundant subgroups (2014) (20)
- Aspects of Self-awareness: An Anatomy of Metacreative Systems (2017) (20)
- Computational generation and dissection of lexical replacement humor* (2015) (20)
- Fast Discovery of Reliable Subnetworks (2010) (20)
- Constrained hidden Markov models for population-based haplotyping (2007) (19)
- ContextPhone: Platform for Context-Aware Mobile Applications (2005) (19)
- News Automation: The rewards, risks and realities of 'machine journalism' (2019) (18)
- Apprenticeship Learning (2010) (16)
- No Time Like the Present: Methods for Generating Colourful and Factual Multilingual News Headlines (2019) (16)
- Finding Representative Nodes in Probabilistic Graphs (2012) (15)
- Gene mapping by haplotype pattern mining (2000) (14)
- Interactive Exploration of Discovered Knowledge: A Methodology for Interaction, and Usability Studie (1996) (14)
- Frequent query discovery: a unifying ILP approach to association rule mining (1998) (14)
- Proceedings of the 2nd ACM SIGKDD Workshop on Data Mining in Bioinformatics (BIOKDD 2002), July 23rd, 2002, Edmonton, Alberta, Canada (2002) (13)
- Conceptual Representations for Computational Concept Creation (2019) (13)
- Integrated interdisciplinary workflows for research on historical newspapers: Perspectives from humanities scholars, computer scientists, and librarians (2021) (12)
- Probabilistic Inductive Querying Using ProbLog (2010) (12)
- Feature Reduction (2010) (12)
- Summarisation of weighted networks (2017) (12)
- Automated Detection of Epidemics from the Usage Logs of a Physicians' Reference Database (2003) (12)
- Bisociative Knowledge Discovery for Microarray Data Analysis (2010) (11)
- EMBEDDIA Tools, Datasets and Challenges: Resources and Hackathon Contributions (2021) (11)
- Computational generation of slogans (2020) (11)
- Teaching Computational Creativity (2017) (11)
- Language-independent multi-document text summarization with document-specific word associations (2016) (10)
- Proceedings of the 13th European Conference on Machine Learning (2002) (10)
- "Talent, Skill and Support." A Method for Automatic Creation of Slogans (2018) (10)
- No Landslide for the Human Journalist - An Empirical Study of Computer-Generated Election News in Finland (2018) (10)
- Review of BisoNet Abstraction Techniques (2012) (10)
- Gene Mapping by Pattern Discovery (2005) (10)
- Fast Discovery of Reliable k-terminal Subgraphs (2010) (10)
- Finding and expressing news from structured data (2017) (10)
- Interactive exploration of heterogeneous biological networks with Biomine Explorer (2019) (9)
- Network Compression by Node and Edge Mergers (2012) (9)
- Contrasting Subgroup Discovery (2012) (9)
- Machine Learning: ECML 2002: 13th European Conference on Machine Learning, Helsinki, Finland, August 19-23, 2002. Proceedings (2002) (9)
- On Creative Uses of Word Associations (2012) (9)
- Decomposition and Distribution of Humorous Effect in Interactive Systems (2012) (8)
- NewsEye: A digital investigator for historical newspapers (2020) (8)
- Knowledge Discovery in Databases: The Search for Frequent Patterns (1998) (8)
- Learning, Mining, or Modeling? A Case Study from Paleocology (1998) (8)
- Attribute Selection (2010) (8)
- Sleep Musicalization: Automatic Music Composition from Sleep Measurements (2012) (8)
- Data mining in bioinformatics: report on BIOKDD'03 (2003) (8)
- BASS: Bayesian Analyzer of Event Sequences (1996) (7)
- Expanding and Weighting Stereotypical Properties of Human Characters for Linguistic Creativity (2017) (7)
- Interaction Evaluation for Human-Computer Co-Creativity (2015) (7)
- Towards transformational creation of novel songs (2019) (7)
- BIOKDD 2002: recent advances in data mining for bioinformatics (2002) (7)
- Team Association Analysis for Named Entity Filtering (2012) (7)
- Review of network abstraction techniques (2009) (6)
- Adaptive System (2010) (6)
- The Use of Weighted Graphs for Large-Scale Genome Analysis (2014) (6)
- Association Rule (2010) (6)
- Software Newsroom – an approach to automation of news search and editing (2013) (6)
- Novelty-Seeking Multi-Agent Systems (2016) (6)
- TreeDT: gene mapping by tree disequilibrium test (2001) (5)
- Discovery of Novel Term Associations in a Document Collection (2012) (5)
- Biomine: A Network-Structured Resource of Biological Entities for Link Prediction (2012) (5)
- Efficient Algorithms Association for Discovering Rules (1994) (5)
- Rule Discovery in Alarm Databases (1996) (5)
- Computational creativity beyond machine learning. (2020) (5)
- Data mining for gene mapping (2005) (5)
- Arts, News, and Poetry - The Art of Framing (2014) (4)
- Named Entity Filtering Based on Concept Association Graphs (2013) (4)
- Frequent Itemset (2010) (4)
- Let Everything Turn Well in Your Wife (2013) (4)
- Proceedings of the 3nd ACM SIGKDD Workshop on Data Mining in Bioinformatics (BIOKDD 2003), August 27th, 2003, Washington, DC, USA (2003) (3)
- Revising Probabilistic Prolog Programs (2007) (3)
- A model for mining relevant and non-redundant information (2012) (3)
- Mining Relaxed Graph Properties in Internet (2004) (3)
- Arts, News, Poetry — The Art of Framing (2014) (3)
- Machine Learning: ECML 2002: 12th European Conference on Machine Learning (2002) (3)
- A Baseline Document Planning Method for Automated Journalism (2021) (2)
- Bias Variance Decomposition (2010) (2)
- Principles of data mining and knowledge discovery : 6th European Conference, PKDD 2002, Helsinki, Finland, August 19-23, 2002 : proceedings (2002) (2)
- Novel Query Suggestions: Initial Work Report (2014) (2)
- Casual Poetry Creators: A Design Pattern and Internal Evaluation Measures (2022) (2)
- Unsupervised Learning of Cross-Lingual Symbol Embeddings Without Parallel Data (2019) (2)
- Patterns and Logic for Reasoning with Networks (2012) (2)
- Data Musicalization (2018) (2)
- Semantic Subgroup Discovery and Cross-Context Linking for Microarray Data Analysis (2012) (2)
- Anytime Algorithm (2010) (2)
- Basket Analysis (2010) (2)
- Bassist a tool for MCMC simulation of statistical models (1998) (2)
- One Line at a Time - Generation and Internal Evaluation of Interactive Poetry (2022) (2)
- Bellman Equation (2010) (1)
- Biomine: predicting links between biological entities using network models of heterogeneous databases (2012) (1)
- Towards Data-Driven Generation of Visualizations for Automatically Generated News Articles (2018) (1)
- Retrieval of Relevant and Non-redundant Nodes ∗ (2012) (1)
- Bias-Variance-Covariance Decomposition (2010) (1)
- Frequent Pattern (2010) (1)
- Proceedings of the 6th European Conference on Principles of Data Mining and Knowledge Discovery (2002) (1)
- Conceptual Representations for Concept Creation (2019) (1)
- Q3E: Q 3 Emulator Agent. (1994) (1)
- Network Analysis: Overview (2012) (1)
- Principles of Data Mining and Knowledge Discovery - 6th European Conference, PKDD 2002, LNCS 2431 (2002) (1)
- Agent-Based Simulation Models (2010) (1)
- False Negative (2010) (1)
- ArNePo: Arts, News & Poetry (2013) (1)
- Attribute-Value Learning (2010) (1)
- Novel Query Suggestions (2014) (1)
- Basic Lemma (2010) (1)
- Soul Music: Making music of your dreams (2013) (1)
- Blog Mining (2010) (1)
- Postal Address (2020) (1)
- Q3E: Q/sub 3/ Emulator Agent (1994) (1)
- Proceedings of the 1st International Conference on Data Mining in Bioinformatics (2001) (0)
- The procedure for downloading the information element to the wireless terminal (2003) (0)
- First-Order Predicate Logic (2010) (0)
- Unobtrusive Online Monitoring of Sleep at Home Paalasmaa (0)
- Rule Discovery in Alarm Databases Rule Discovery in Alarm Databases (1996) (0)
- Koodike A composition by Computer and Lotta Wennäkoski: A composition by Computer and Lotta Wennäkoski (2015) (0)
- Average-Cost Neuro-Dynamic Programming (2010) (0)
- No Time Like the Present (2019) (0)
- TreeDT (2001) (0)
- ECML 2002 - 12th European Conference on Machine Learning, LNCS 2430 (2002) (0)
- Verfahren zur steuerung der funktionsweise einer mobilen einrichtung durch erkennen von benutzungssituationen (2002) (0)
- Analytical Learning (2010) (0)
- Named Entity Filtering Based on Concept (2013) (0)
- Sleep Musicalization: An interactive web installation (2012) (0)
- Feedforward Recurrent Network (2010) (0)
- Associative Bandit Problem (2010) (0)
- First-Order Regression Tree (2010) (0)
- Content Technologies Contents a Word from the Guest Editor Knowledge-based Recommendations of Media Content -case Magazine Articles 169 Learning User Profiles in Mobile News Recommendation Upcv -distributed Recommendation System Based on Token Exchange (2014) (0)
- Klusterointiseminaarin raporttimalli: lopullinen raportti (2002) (0)
- ConCreTe Concept Creation Technology Project Number : 611733 Small or Medium-Scale Focused Research Project ICT-Future and Emerging Technologies ( FET ) D 2 . 1 : Review of Conceptual Representations University of Helsinki Version : Final (0)
- Batch Learning (2010) (0)
- Specifying and simulating complex models using Bassist. (1999) (0)
- Average-Payoff Reinforcement Learning (2010) (0)
- Towards Transformational Creation of Novel Songs Toivanen (0)
- Towards Transformational Creation of Novel Songs Toivanen , Jukka M . 2019-01-02 (0)
- Belief State Markov Decision Processes (2010) (0)
- Approximate Dynamic Programming (2011) (0)
- Bottom Clause (2010) (0)
- Functional Trees (2010) (0)
- Segmentation of paleoecological spatio-temporal count data (2004) (0)
- Bootstrap Sampling (2009) (0)
- Live improvisation session with Musicreatures (2015) (0)
- Bandit Problem with Side Observations (2010) (0)
- Average-Cost Optimization (2010) (0)
- Improved Methods for Finding Association Rules Improved Methods for Finding Association Rules (1994) (0)
- Bandit Problem with Side Information (2010) (0)
- Systeme et procede fournissant des recommandations contextuelles a des services numeriques (2003) (0)
- Bayes Net (2010) (0)
- A probabilistic database and its application to biological link mining (2007) (0)
- mappingstudy designs in high throughput association An empirical comparison of case-control and trio (2006) (0)
- HS mielipide: Luova tekoäly pystyy muuhunkin kuin matkimiseen: Luovuuden keskeinen kriteeri on uutuus tai yllättävyys (2019) (0)
- Frequent Set (2010) (0)
- Bilingual Lexicon Extraction (2010) (0)
- Bounded Differences Inequality (2010) (0)
- Feature Extraction (2021) (0)
- Absolute Error Loss (2010) (0)
- Efficient Markovian algorithms for haplotype reconstruction (2005) (0)
- Holocene climate records from aquatic organisms in Finnish Lapland; comparison of various models and proxies (2002) (0)
- Proceedings of the ACM SIGKDD Workshop on Data Mining in Bioinformatics (BIOKDD 2001) (2001) (0)
- Reconstructing past climate from organism-based fossil assemblages by applying Bayesian statistics (2000) (0)
- Bayes Adaptive Markov Decision Processes (2010) (0)
- DRAFT : accepted for publication in ' New Generation of Data Mining Applications ' (2004) (0)
- Personal Research Assistant for Online Exploration of Historical News (2020) (0)
- LayerFolding: discovering creative links in word association networks (2016) (0)
- Datatieteen maisterikoulutus Helsingin yliopistossa (2017) (0)
- Learn in g, M in in g, or M o d elin g? A Case Study from Paleoecology (1998) (0)
- Creation automatique d'une liste de lecture personnelle avec retour implicite d'informations depuis l'utilisateur (2004) (0)
- As urve yo fd ata mining methods for linkage disequilibrium mapping (2006) (0)
- Breakeven Point (2010) (0)
- Chapter 10 Probabilistic Inductive Querying Using ProbLog (2010) (0)
- Let Everything Turn Well in Your Wife " Valitutti (0)
- LayerFolding (2016) (0)
- Opening Remarks (2003) (0)
- Combining phenotypic and genotypic data to discover multiple disease genes (2005) (0)
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