Heikki Mannila

2011

Analyzing Word Frequencies in Large Text Corpora using Inter-arrival Times and Bootstrapping

Lijffijt, J., Papapetrou, P., Puolamäki, K. & Mannila, H., 2011, ECML PKDD The European conference of Machine learning and knowledge discovery in databases - Part II (ECML PKDD 2011) ECML PKDD. Berlin: Springer Gabler , p. 341-357

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › Scientific › peer-review

13 Citations (Scopus)

A Shapley-value Approach for Influence Attribution

Papapetrou, P., Gionis, A. & Mannila, H., 2011, The European Conference of Machine Learning and Principles and Practices of Knowledge Discovery in Databases (ECML PKDD). ACM

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › Scientific › peer-review

16 Citations (Scopus)

2010

Evaluating Query Result Significance in Databases via Randomizations

Ojala, M., Garriga, G., Gionis, A. & Mannila, H., 2010, SDM The 2010 SIAM International Conference on Data Mining (SDM '10) SDM. p. 906-917

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › Scientific › peer-review

11 Citations (Scopus)

Finding effectors in social networks

Lappas, T., Terzi, E., Gunopulos, D. & Mannila, H., 25 Jul 2010, Proceedings of the 16th ACM SIGKDD international conference on Knowledge discovery and data mining, KDD '10. ACM, p. 1059–1068 10 p.

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › Scientific › peer-review

Gaussian Clusters and Noise: An Approach Based on the Minimum Description Length Principle

Luosto, P., Kivinen, J. & Mannila, H., 2010, Discovery Science 2010. p. 251-256

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › Scientific › peer-review

1 Citation (Scopus)

2009

Applying electromagnetic field theory concepts to clustering with constraints

Hakkoymaz, H., Chatzimilioudis, G., Gunopulos, D. & Mannila, H., 2009, ECML/PKDD, Bled, Slovenia, Sept. 7-11, 2009. p. 485500

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › Scientific › peer-review

2 Citations (Scopus)

Finding links and initiators: A graph-reconstruction problem

Mannila, H. & Terzi, E., 2009, SDM 2009, Sparks, Nevada, USA, Apr. 30 - May 2, 2009. p. 12071217

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › Scientific › peer-review

6 Citations (Scopus)

Low-entropy set selection

Heikinheimo, H., Vreeken, J., Siebes, A. & Mannila, H., 2009, SDM 2009, Sparks, Nevada, USA, Apr. 30 - May 2, 2009. p. 569580

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › Scientific › peer-review

7 Citations (Scopus)

Tell Me Something I Don't Know: Randomization Strategies for Iterative Data Mining

Hanhijärvi, S., Ojala, M., Vuokko, N., Puolamäki, K., Tatti, N. & Mannila, H., 2009, The 15th ACM SIGKDD Conference on Knowledge Discovery and Data Mining (KDD09). p. 379-388

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › Scientific › peer-review

57 Citations (Scopus)

2008

Banded structure in binary matrices

Garriga, G., Junttila, E. & Mannila, H., 2008, The 14th ACM SIGKDD International Conference on Knowledge Discovery and Data Mining (KDD-2008), Las Vegas, Nevada, USA, Aug. 24-27, 2008. p. 292-300

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › Scientific › peer-review

12 Citations (Scopus)

Feature Selection in Taxonomies with Applications to Paleontology

Garriga, G. C., Ukkonen, A. & Mannila, H., 2008, Discovery Science, 11th International Conference, DS 2008, Budapest, Hungary, October 13-16, 2008. p. 112-123

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › Scientific › peer-review

6 Citations (Scopus)

Finding duplicate descriptors: algorithms for redescription mining

Miettinen, P., Gallo, A. & Mannila, H., 2008, SIAM Data Mining Conference 2008. p. 334-345

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › Scientific › peer-review

Finding Total and Partial Orders from Data for Seriation

Mannila, H., 2008, Discovery Science. Springer, p. 16-25

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › Scientific › peer-review

11 Citations (Scopus)

Macadamia: Master's Programme in Machine Learning and Data Mining

Raiko, T., Puolamäki, K., Karhunen, J., Hollmén, J., Honkela, A., Kaski, S., Mannila, H., Oja, E. & Simula, O., 2008, Teaching Machine Learning - Workshop on Open Problems and New Directions. Jacquemont, S. & Higuera, C. D. L. (eds.). Saint-'Etienne

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › Scientific › peer-review

Mining Association Rules of Simple Conjunctive Queries

Goethals, B., Page, W. L. & Mannila, H., 2008, SIAM Data Mining Conference 2008. p. 96-107

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › Scientific › peer-review

21 Citations (Scopus)

Randomization of real-valued matrices for assessing the significance of data mining results

Ojala, M., Vuokko, N., Kallio, A., Haiminen, N. & Mannila, H., 2008, SIAM Data Mining Conference 2008. p. 494-505

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › Scientific › peer-review

15 Citations (Scopus)

Standing Out in a Crowd: Selecting Attributes for Maximum Visibility

Miah, M., Hristidis, V., Das, G. & Mannila, H., 2008, International Conference on Data Engineering (ICDE 2008). p. 356-365

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › Scientific › peer-review

49 Citations (Scopus)

2007

A Random Walk Approach to Sampling Hidden Databases

Dasgupta, A., Das, G. & Mannila, H., 2007, 2007 ACM SIGMOD International Conference on Management of Data (SIGMOD 2007), Beijing, China, June 11-14, 2007. p. 629-640

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › Scientific › peer-review

73 Citations (Scopus)

Finding low-entropy sets and trees from binary data

Heikinheimo, H., Hinkkanen, E., Mannila, H., Mielikäinen, T. & Seppänen, J. K., 2007, 13th ACM SIGKDD International Conference on Knowledge Discovery and Data Mining (KDD), San Jose, California, USA, August 12-15, 2007. p. 350-359

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › Scientific › peer-review

31 Citations (Scopus)

Finding outlying items in sets of partial rankings

Ukkonen, A. & Mannila, H., 2007, Knowledge Discovery in Databases: PKDD 2007, 11th European Conference on Principles and Practice of Knowledge Discovery in Databases, Warsaw, Poland. p. 265-276

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › Scientific › peer-review

6 Citations (Scopus)

Nestedness and segmented nestedness

Mannila, H. & Terzi, E., 2007, 13th ACM SIGKDD International Conference on Knowledge discovery and data mining (KDD 2007), San Jose, California, Aug. 12-15, 2007. p. 480-489

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › Scientific › peer-review

26 Citations (Scopus)

Recurrent predictive models for sequence segmentation

Hyvonen, S., Gionis, A. & Mannila, H., 2007, Advances in Intelligent Data Analysis VII (IDA 2007), Ljubljana, Slovenia, Sept. 6-8, 2007. p. 195-206

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › Scientific › peer-review

2006

Algorithms for Discovering Bucket Orders from Data

Gionis, A., Mannila, H., Puolamäki, K. & Ukkonen, A., 2006, 12th ACM SIGKDD International Conference on Knowledge Discovery and Data Mining, Philadelphia, USA, August 20-23, 2006. p. 561-566

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › Scientific › peer-review

48 Citations (Scopus)

Analysis of Linux evolution using aligned source code segments

Rasinen, A., Hollmén, J. & Mannila, H., 2006, Ninth International Conference on Discovery Science, Barcelona, Spain, October, 2006. Lavrac, N., Todorovski, L. & Jantke, K. P. (eds.). Springer Gabler , p. 209-218

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › Scientific › peer-review

1 Citation (Scopus)

Assessing Data Mining Results via Swap Randomization

Gionis, A., Mannila, H., Mielikäinen, T. & Tsaparas, P., 2006, 12th ACM SIGKDD International Conference on Knowledge Discovery and Data Mining, Philadelphia, USA, August 20-23, 2006. p. 167-176

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › Scientific › peer-review

Constrained Hidden Markov Models for Population-based Haplotyping

Landwehr, N., Mielikäinen, T., Eronen, L., Toivonen, H. & Mannila, H., 2006, Probabilistic Modeling and Machine Learning in Structural and Systems Biology (PMSB 2006), Tuusula, Finland, June 17-18, 2006.

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › Scientific › peer-review

Finding Trees from Unordered 0-1 Data

Heikinheimo, H., Mannila, H. & Seppänen, J. K., 2006, 10th European Conference on Principles and Practice of Knowledge Discovery in Databases, Berlin, Germany, September 18-22, 2006. Fürnkranz, J., Scheffer, T. & Spiliopoulou, M. (eds.). Springer, p. 175-186

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › Scientific › peer-review

2 Citations (Scopus)

Optimal Segmentation using Tree Models

Gwadera, R., Gionis, A. & Mannila, H., 2006, 2006 IEEE International Conference on Data Mining, Hong Kong, December 18-22, 2006. p. 244-253

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › Scientific › peer-review

12 Citations (Scopus)

Segmentation and Dimensionality Reduction

Bingham, E., Gionis, A., Haiminen, N., Hiisilä, H., Mannila, H. & Terzi, E., 2006, 2006 SIAM Conference on Data Mining, Bethesda, Maryland, USA, April 20-22, 2006. p. 372-383

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › Scientific › peer-review

The Discrete Basis Problem

Miettinen, P., Mielikäinen, T., Gionis, A., Das, G. & Mannila, H., 2006, 10th European Conference on Principles and Practice of Knowledge Discovery in Databases (PKDD) 2006, Berlin, Germany, September 18-22. 2006.

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › Scientific › peer-review

What is the dimension of your binary data?

Tatti, N., Mielikäinen, T., Gionis, A. & Mannila, H., 2006, 2006 IEEE International Conference on Data Mining, Hong Kong, December 18-22, 2006. p. 603-612

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › Scientific › peer-review

2005

A Hidden Markov Technique for Haplotype Reconstruction

Rastas, P., Koivisto, M., Mannila, H. & Ukkonen, E., 2005, Algorithms in Bioinformatics: 5th International Workshop, WABI 2005, Lecture Notes in Computer Science, 3692. Berlin: Springer, p. 140-151

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › Scientific › peer-review

Clustering Aggregation

Gionis, A., Mannila, H. & Tsaparas, P., 2005, 21st International Conference on Data Engineering (ICDE) 2005, Tokyo, Japan, April 5-8, 2005. p. 341-352

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › Scientific › peer-review

Finding Partial Orders from Unordered 0-1 Data

Ukkonen, A., Fortelius, M. & Mannila, H., 2005, Eleventh ACM SIGKDD International Conference on Knowledge Discovery and Data Mining, Chicago, Illinois, USA, August 21-24, 2005. Grossman, R., Bayardo, R. & Bennett, K. P. (eds.). p. 285-293

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › Scientific › peer-review

17 Citations (Scopus)

Mining Chains of Relations

Afrati, F., Das, G., Gionis, A., Mannila, H., Mielikäinen, T. & Tsaparas, P., 2005, ICDM 2005, 5th International Conference on Data Mining, Houston, Texas, USA, November 27-30, 2005. p. 553-556

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › Scientific › peer-review

Parameter-Free Spatial Data Mining Using MDL

Papadimitriou, S., Gionis, A., Tsaparas, P., Vaisanen, R. A., Mannila, H. & Faloutsos, C., 2005, ICDM 2005, 5th International Conference on Data Mining, Houston, Texas, USA, November 27-30, 2005. p. 346-353

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › Scientific › peer-review

2004

Approximating a Collection of Frequent Sets

Afrati, F., Gionis, A. & Mannila, H., 2004, 10th International Conference on Knowledge Discovery and Data Mining (KDD), Seattle, Washington, USA, Aug. 22-25, 2004.

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › Scientific › peer-review

Clustered Segmentations

Gionis, A., Mannila, H. & Terzi, E., 2004, 3rd Workshop on Mining Temporal and Sequential Data (TDM), Seattle, Washington, USA, Aug. 22-25, 2004.

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › Scientific › peer-review

Dense Itemsets

Seppänen, J. & Mannila, H., 2004, Tenth ACM SIGKDD International Conference on Knowledge Discovery and Data Mining (KDD-2004), Seattle, WA, USA, August 22-25, 2004. Ronny Kohavi, J. G. (ed.). p. 683-688

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › Scientific › peer-review

Geometric and Combinatorial Tiles in 0-1 Data

Gionis, A., Mannila, H. & Seppänen, J. K., 2004, 8th European Conference on Principles and Practice of Knowledge Discovery in Databases (PKDD 2004), Pisa, Italy, September 20-24, 2004. p. 173-184

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › Scientific › peer-review

Hidden markov modelling techniques for haplotype analysis

Koivisto, M., Kivioja, T., Mannila, H., Rastas, P. & Ukkonen, E., 2004, Algorithmic Learning Theory: 15th International Conference, ALT 2004, Padova, Italy, October 2-5, 2004. Proceedings. Springer, p. 37-52 16 p. (Lecture Notes in Computer Science; vol. 3244).

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › Scientific › peer-review

2 Citations (Scopus)

Relational Link-Based Ranking

Geerts, F., Mannila, H. & Terzi, E., 2004, 30th International Conference on Very Large Data Bases (VLDB'04), Toronto, Canada, August 29 - September 3, 2004.

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › Scientific › peer-review

Subspace Clustering of Binary Data - A Probabilistic Approach

Patrikainen, A. & Mannila, H., 2004, SIAM Data Mining 2004, Workshop on Clustering High-Dimensional Data, Lake Buena Vista, Florida, USA, April 22-24, 2004.

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › Scientific › peer-review

2003

A Simple Algorithm for Topic Identification in 0-1 Data

Seppänen, J. K., Bingham, E. & Mannila, H., 2003, Knowledge Discovery in Databases: PKDD 2003, 7th European Conference on Principles and Practice of Knowledge Discovery in Databases, Cavtat-Dubrovnik, Croatia, September 22-26, 2003. p. 423-434

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › Scientific › peer-review

16 Citations (Scopus)

Finding Recurrent Sources in Sequences

Gionis, A. & Mannila, H., 2003, ACM ReCOMB 2003, Berlin, Germany, April 10-13, 2003. W. Miller, M. V. & S. Istrail, P. P. (eds.). p. 123-130

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › Scientific › peer-review

Fragments of Order

Gionis, A., Kujala, T. & Mannila, H., 2003, ACM SIGKDD 2003, Washington, D.C., USA, August 24-27, 2003. Domingos et al., P. (ed.). p. 129-136

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › Scientific › peer-review

Mixture Models and Frequent Sets: Combining Global and Local Methods for 0-1 Data

Hollmén, J., Seppänen, J. K. & Mannila, H., 2003, Third SIAM International Conference on Data Mining, San Francisco, CA, USA, May 1-3, 2003. Barbará, D. & Kamath, C. (eds.). Society for Industrial and Applied Mathematics (SIAM), p. 289-293

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › Scientific › peer-review

Rule Discovery and Probabilistic Modeling for Onomastic Data

Leino, A., Mannila, H. & Pitkänen, R-L., 2003, Knowledge Discovery in Databases: PKDD 2003, 7th European Conference on Principles and Practice of Knowledge Discovery in Databases, Cavtat-Dubrovnik, Croatia, September 22-26, 2003. p. 291-302

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › Scientific › peer-review

2 Citations (Scopus)

The Pattern Ordering Problem

Mielikäinen, T. & Mannila, H., 2003, Knowledge Discovery in Databases: PKDD 2003, 7th European Conference on Principles and Practice of Knowledge Discovery in Databases, Cavtat-Dubrovnik, Croatia, September 22-26, 2003. p. 327-338

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › Scientific › peer-review

2002

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, H., 2002, Pacific Symposium on Biocomputing 2003, Kauai, Hawaii, January 3-7, 2003. R.B. Altman, A. K. D. (ed.). World Scientific, p. 502-513

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › Scientific › peer-review

Heikki Mannila

Research output

Search results