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Bisociative Knowledge Discovery 2012
- Michael R. Berthold:
Bisociative Knowledge Discovery - An Introduction to Concept, Algorithms, Tools, and Applications. Lecture Notes in Computer Science 7250, Springer 2012, ISBN 978-3-642-31829-0
Bisociation
- Michael R. Berthold:
Towards Bisociative Knowledge Discovery. 1-10 - Werner Dubitzky, Tobias Kötter, Oliver Schmidt, Michael R. Berthold:
Towards Creative Information Exploration Based on Koestler's Concept of Bisociation. 11-32 - Tobias Kötter, Michael R. Berthold:
From Information Networks to Bisociative Information Networks. 33-50
Representation and Network Creation
- Christian Borgelt:
Network Creation: Overview. 51-53 - Marc Segond, Christian Borgelt:
Selecting the Links in BisoNets Generated from Document Collections. 54-65 - Matjaz Jursic, Borut Sluban, Bojan Cestnik, Miha Grcar, Nada Lavrac:
Bridging Concept Identification for Constructing Information Networks from Text Documents. 66-90 - Teemu Hynönen, Sébastien Mahler, Hannu Toivonen
:
Discovery of Novel Term Associations in a Document Collection. 91-103 - Marc Segond, Christian Borgelt:
Cover Similarity Based Item Set Mining. 104-121 - Angelika Kimmig, Esther Galbrun, Hannu Toivonen
, Luc De Raedt
:
Patterns and Logic for Reasoning with Networks. 122-143
Network Analysis
- Hannu Toivonen
:
Network Analysis: Overview. 144-146 - Anton Dries
, Siegfried Nijssen, Luc De Raedt
:
BiQL: A Query Language for Analyzing Information Networks. 147-165 - Fang Zhou, Sébastien Mahler, Hannu Toivonen
:
Review of BisoNet Abstraction Techniques. 166-178 - Fang Zhou, Sébastien Mahler, Hannu Toivonen
:
Simplification of Networks by Edge Pruning. 179-198 - Hannu Toivonen
, Fang Zhou, Aleksi Hartikainen, Atte Hinkka:
Network Compression by Node and Edge Mergers. 199-217 - Laura Langohr
, Hannu Toivonen
:
Finding Representative Nodes in Probabilistic Graphs. 218-229 - Tobias Kötter, Michael R. Berthold:
(Missing) Concept Discovery in Heterogeneous Information Networks. 230-245 - Kilian Thiel, Michael R. Berthold:
Node Similarities from Spreading Activation. 246-262 - Uwe Nagel, Kilian Thiel, Tobias Kötter, Dawid Piatek, Michael R. Berthold:
Towards Discovery of Subgraph Bisociations. 263-284
Exploration
- Andreas Nürnberger
:
Exploration: Overview. 285-286 - Tatiana Gossen, Marcus Nitsche, Stefan Haun, Andreas Nürnberger
:
Data Exploration for Bisociative Knowledge Discovery: A Brief Overview of Tools and Evaluation Methods. 287-300 - Stefan Haun, Tatiana Gossen, Andreas Nürnberger
, Tobias Kötter, Kilian Thiel, Michael R. Berthold:
On the Integration of Graph Exploration and Data Analysis: The Creative Exploration Toolkit. 301-312 - Ingrid Petric, Bojan Cestnik, Nada Lavrac, Tanja Urbancic:
Bisociative Knowledge Discovery by Literature Outlier Detection. 313-324 - Borut Sluban, Matjaz Jursic, Bojan Cestnik, Nada Lavrac:
Exploring the Power of Outliers for Cross-Domain Literature Mining. 325-337 - Matjaz Jursic, Bojan Cestnik, Tanja Urbancic, Nada Lavrac:
Bisociative Literature Mining by Ensemble Heuristics. 338-358
Applications and Evaluation
- Igor Mozetic
, Nada Lavrac:
Applications and Evaluation: Overview. 359-363 - Lauri Eronen, Petteri Hintsanen, Hannu Toivonen
:
Biomine: A Network-Structured Resource of Biological Entities for Link Prediction. 364-378 - Igor Mozetic
, Nada Lavrac, Vid Podpecan, Petra Kralj Novak, Helena Motaln, Marko Petek
, Kristina Gruden
, Hannu Toivonen
, Kimmo Kulovesi:
Semantic Subgroup Discovery and Cross-Context Linking for Microarray Data Analysis. 379-389 - Laura Langohr
, Vid Podpecan, Marko Petek
, Igor Mozetic
, Kristina Gruden
:
Contrast Mining from Interesting Subgroups. 390-406 - Angelika Kimmig, Fabrizio Costa
:
Link and Node Prediction in Metabolic Networks with Probabilistic Logic. 407-426 - Dragana Miljkovic, Vid Podpecan, Miha Grcar, Kristina Gruden
, Tjasa Stare, Marko Petek
, Igor Mozetic
, Nada Lavrac:
Modelling a Biological System: Network Creation by Triplet Extraction from Biological Literature. 427-437 - Oliver Schmidt, Janez Kranjc, Igor Mozetic
, Paul Thompson, Werner Dubitzky:
Bisociative Exploration of Biological and Financial Literature Using Clustering. 438-451 - Trevor Martin, Hongmei He
:
Bisociative Discovery in Business Process Models. 452-471 - Sebastian Stober, Stefan Haun, Andreas Nürnberger
:
Bisociative Music Discovery and Recommendation. 472-483
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