Analysis of switching dynamics with competing support vector machines

IEEE Transactions on Neural Networks
Ming-Wei ChangRuby Chiu-Hsing Weng

Abstract

We present a framework for the unsupervised segmentation of switching dynamics using support vector machines. Following the architecture by Pawelzik et al., where annealed competing neural networks were used to segment a nonstationary time series, in this paper, we exploit the use of support vector machines, a well-known learning technique. First, a new formulation of support vector regression is proposed. Second, an expectation-maximization step is suggested to adaptively adjust the annealing parameter. Results indicate that the proposed approach is promising.

References

Jul 15, 1977·Science·M C Mackey, L Glass
Aug 20, 1990·Physical Review Letters·K RoseG C Fox
Aug 10, 2000·Biological cybernetics·J KohlmorgenK Pawelzik
Aug 23, 2001·Neural Computation·C C Chang, C J Lin
Feb 5, 2008·IEEE Transactions on Neural Networks·K R MüllerB Schölkopf
Jan 1, 1991·IEEE Transactions on Neural Networks·S Haykin, C Deng

❮ Previous
Next ❯

Citations

Sep 8, 2011·Journal of Biomedical Optics·Narahara Chari DingariMichael S Feld
May 21, 2011·SAR and QSAR in Environmental Research·M TodorovO Mekenyan
May 4, 2010·Journal of Medical Systems·Serhat Ozekes, Onur Osman
Feb 7, 2007·IEEE Transactions on Neural Networks·Yi-Hung Liu, Yen-Ting Chen
Oct 18, 2013·Clinical EEG and Neuroscience·Paulo Afonso Medeiros KandaRenato Anghinah

❮ Previous
Next ❯

Related Concepts

Trending Feeds

COVID-19

Coronaviruses encompass a large family of viruses that cause the common cold as well as more serious diseases, such as the ongoing outbreak of coronavirus disease 2019 (COVID-19; formally known as 2019-nCoV). Coronaviruses can spread from animals to humans; symptoms include fever, cough, shortness of breath, and breathing difficulties; in more severe cases, infection can lead to death. This feed covers recent research on COVID-19.

Blastomycosis

Blastomycosis fungal infections spread through inhaling Blastomyces dermatitidis spores. Discover the latest research on blastomycosis fungal infections here.

Nuclear Pore Complex in ALS/FTD

Alterations in nucleocytoplasmic transport, controlled by the nuclear pore complex, may be involved in the pathomechanism underlying multiple neurodegenerative diseases including Amyotrophic Lateral Sclerosis and Frontotemporal Dementia. Here is the latest research on the nuclear pore complex in ALS and FTD.

Applications of Molecular Barcoding

The concept of molecular barcoding is that each original DNA or RNA molecule is attached to a unique sequence barcode. Sequence reads having different barcodes represent different original molecules, while sequence reads having the same barcode are results of PCR duplication from one original molecule. Discover the latest research on molecular barcoding here.

Chronic Fatigue Syndrome

Chronic fatigue syndrome is a disease characterized by unexplained disabling fatigue; the pathology of which is incompletely understood. Discover the latest research on chronic fatigue syndrome here.

Evolution of Pluripotency

Pluripotency refers to the ability of a cell to develop into three primary germ cell layers of the embryo. This feed focuses on the mechanisms that underlie the evolution of pluripotency. Here is the latest research.

Position Effect Variegation

Position Effect Variagation occurs when a gene is inactivated due to its positioning near heterochromatic regions within a chromosome. Discover the latest research on Position Effect Variagation here.

STING Receptor Agonists

Stimulator of IFN genes (STING) are a group of transmembrane proteins that are involved in the induction of type I interferon that is important in the innate immune response. The stimulation of STING has been an active area of research in the treatment of cancer and infectious diseases. Here is the latest research on STING receptor agonists.

Microbicide

Microbicides are products that can be applied to vaginal or rectal mucosal surfaces with the goal of preventing, or at least significantly reducing, the transmission of sexually transmitted infections. Here is the latest research on microbicides.

Related Papers

Neural Networks : the Official Journal of the International Neural Network Society
J K SuykensB De Moor
Neural Networks : the Official Journal of the International Neural Network Society
Vladimir Cherkassky, Yunqian Ma
IEEE Transactions on Neural Networks
Chen-Chia ChuangChih-Ching Hsiao
© 2021 Meta ULC. All rights reserved