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A Semi-Supervised Framework for MMMs-Induced Fuzzy Co-Clustering with Virtual Samples

Daiji Tanaka, Katsuhiro Honda, Seiki Ubukata, Akira Notsu
2016 Advances in Fuzzy Systems  
In this research, the virtual sample approach is adopted in semi-supervised fuzzy co-clustering, where the goal is to reveal object-item pairwise cluster structures from cooccurrence information among  ...  Although the goal of clustering is to reveal structural information from unlabeled datasets, in cases with partial structural supervisions, semi-supervised clustering is expected to improve partition quality  ...  FCCMM [16] is an MMMs-induced fuzzy co-clustering model, in which the degree of object partition fuzziness can be tuned with an adjustable penalty weight on the K-L information-based penalty.  ... 
doi:10.1155/2016/5206048 fatcat:3fcylf2lj5az5hoymfjyyid5am

Vol. 3, No. 2 (Full Issue)

2004 Journal of Modern Applied Statistical Methods  
Elegant derivations, as well as articles with no take-home message to practitioners, have low priority.  ...  Articles based on Monte Carlo (and other computer-intensive) methods designed to evaluate new or existing techniques or practices, particularly as they relate to novel applications of modern methods to  ...  Acknowledging the fact that dependence of the random number generation libraries on specific linkers, debuggers, compilers, operating systems and computing platforms may create problems in practice, these  ... 
doi:10.22237/jmasm/1099267200 fatcat:qnwt3jqxh5cx5bzccudf7fmvyi

Special issue on information reuse and integration

2007 IEEE Transactions on Systems Man and Cybernetics Part B (Cybernetics)  
Learners were evaluated using analysis of variance models based on their performance as the level of injected noise, the number of attributes with noise, and the percentage of minority instances containing  ...  In this study, we identify learners (from a total of 11 classification algorithms) with robust performance in the presence of low quality imbalanced measurement data.  ...  Acknowledgement The work on dissertation was supervised by prof. dr. Janez Brest and prof. dr. Viljem Žumer.  ... 
doi:10.1109/tsmcb.2007.912701 fatcat:xvhlaf4m3vhcdb2cicqtfrug6m

Erkennung visueller Konzepte in Bildern und Videos

Markus Mühling
2015
Based on the observation that scale-invariant feature transform (SIFT) descriptors with different spatial extents yield large performance differences, a novel concept detection system is proposed that  ...  Comparative experimental results demonstrate the superior performance of the proposed systems on the Mediamill and on the VOC Challenge.  ...  (2π x λ + ϕ) (4. 24) with x = x cos θ + y cos θ, y = −x sin θ + y cos θ.  ... 
doi:10.17192/z2014.0483 fatcat:ol6cciz6gjczbltidl2pl26px4

Towards emergent replicators in a molecular artificial chemistry [article]

Thomas Young, University Of Canterbury
2017
We focus on one aspect of this: the emergence of simple replicators from a lower-level foundation in an artificial chemistry.  ...  The investigation is founded on ToyWorld, a highly-modular artificial chemistry that allows us to explore the effect of different combinations of modules, such as for reactant or product selection, upon  ...  An extension would be to co-opt the idea of concept drift from time series analysis to induce an abrupt change with probability p at each generation. Each change would therefore form a new 'concept'.  ... 
doi:10.26021/3395 fatcat:yic7pl2a6naajcvw5xhe4zdkyi

Proceedings, MSVSCC 2017

2017
Proceedings of the 11th Annual Modeling, Simulation & Visualization Student Capstone Conference held on April 20, 2017 at VMASC in Suffolk, Virginia.  ...  Margaret Mulvey, for helping us with the revisions on the paper, allowing us to use her room to work on the model, and coordinating our meetings with Dr. Tolk with our mentorship coordinator, Mrs.  ...  ACKNOWLEDGMENTS ACKNOWLEDGEMENTS This research was supported by the Turing High Performance Computing cluster at Old Dominion University.  ... 
doi:10.25776/zjc7-vp17 fatcat:ty74lwf3izapxbovjb7tazwkza

Disrupting surveillance: critical software design-led practice to obfuscate and reveal surveillance economies and knowledge monopolies [article]

Hadi Mehrpouya, University Of Edinburgh, Chris Speed, Craig Martin
2021
Based on a review of philosophy of technology and especially as it relates to Science and Technology Studies (STS), I reflect on some of the underlying conditions that made possible the existence of modern  ...  The four critical design works included in this investigation offer alternative possibilities for critical engagement with, and interpretation of, [...]  ...  My nerve endings sizzle with pseudo-information, my blood stream swirls and eddies with the hate and thick dark rage. My head pounds with a clamour of tweeting trolls. A: Mmm-hmmm. I see.  ... 
doi:10.7488/era/1188 fatcat:dqzfuxychfafdabx4yhz3c5ioe