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Multiple Time Series Fusion Based on LSTM An Application to CAP A Phase Classification Using EEG

Mendonça, Fábio, Mostafa, Sheikh Shanawaz, Freitas, Diogo, Morgado-Dias, Fernando, Ravelo-García, Antonio G.

arXiv.org Artificial Intelligence

Biomedical decision making involves multiple signal processing, either from different sensors or from different channels. In both cases, information fusion plays a significant role. A deep learning based electroencephalogram channels' feature level fusion is carried out in this work for the electroencephalogram cyclic alternating pattern A phase classification. Channel selection, fusion, and classification procedures were optimized by two optimization algorithms, namely, Genetic Algorithm and Particle Swarm Optimization. The developed methodologies were evaluated by fusing the information from multiple electroencephalogram channels for patients with nocturnal frontal lobe epilepsy and patients without any neurological disorder, which was significantly more challenging when compared to other state of the art works. Results showed that both optimization algorithms selected a comparable structure with similar feature level fusion, consisting of three electroencephalogram channels, which is in line with the CAP protocol to ensure multiple channels' arousals for CAP detection. Moreover, the two optimized models reached an area under the receiver operating characteristic curve of 0.82, with average accuracy ranging from 77% to 79%, a result which is in the upper range of the specialist agreement. The proposed approach is still in the upper range of the best state of the art works despite a difficult dataset, and has the advantage of providing a fully automatic analysis without requiring any manual procedure. Ultimately, the models revealed to be noise resistant and resilient to multiple channel loss.


Holly Herndon's Infinite Art

The New Yorker

Last fall, the artist and musician Holly Herndon visited Torreciudad, a shrine to the Virgin Mary associated with the controversial Catholic group Opus Dei, in Aragón, Spain. The sanctuary, built in the nineteen-seventies, sits on a cliff overlooking an inviting blue reservoir, in a remote area just south of the Pyrenees. Herndon and her husband, Mathew Dryhurst, had been on a short vacation in the mountains nearby. They were particularly taken with an exhibit of Virgin Mary iconography from around the world: a faceless, abstract stone carving from Cameroon; a pale, blue-eyed statuette from Ecuador; a Black Mary from Senegal, dressed in an ornate gown of blue and gold. Moving from art work to art work, the couple discussed Mary's "embedding."


Looking for Art in the James Webb Telescope

The New Yorker

In the film "2001: A Space Odyssey," an astronaut travels through a seeming tunnel of light. Earlier this summer, Artechouse, an organization producing immersive, technology-based art, started offering a science-backed version of a similar trip at its New York venue. The show, titled "Beyond the Light," is a looping twenty-six-minute journey through space and other realms inspired by images from the James Webb Space Telescope (J.W.S.T.). Artechouse began talks with NASA about a show in 2018, and started pulling this one together earlier this year, after the first images captured by J.W.S.T. were released to the public last July. More than sixteen thousand years ago, cave explorers in what's now Lascaux, France, painted animals that are believed to represent the constellations.


AI artwork is difficult the boundaries of curation - Channel969

#artificialintelligence

In only a few years, the variety of artworks produced by self-described AI artists has dramatically elevated. A few of these works have been offered by giant public sale homes for dizzying costs and have discovered their manner into prestigious curated collections. Initially spearheaded by a couple of technologically educated artists who adopted pc programming as a part of their artistic course of, AI artwork has just lately been embraced by the lots, as picture technology expertise has grow to be each simpler and simpler to make use of with out coding abilities. The AI artwork motion rides on the coattails of technical progress in pc imaginative and prescient, a analysis space devoted to designing algorithms that may course of significant visible info. A subclass of pc imaginative and prescient algorithms, known as generative fashions, occupies heart stage on this story.


Design for Mediation Choreography Workshop Experience

#artificialintelligence

Mediation choreography workshop is a practice and training session to improve bodily confidence, comfort, awareness and dialogue during social interactions focused on the self-presentation development in children and youngsters. The workshop teaches non-verbal mediation and dialogue: Body postures, Expressions and Form aggregations inspired from the museum sculptures. During the workshop, mediation choreography experts help young participants to improvise and feel the quality of our bodily perception, performance and presentation. Disclaimer: The description of Mediation choreography is my understanding as a foreigner in the French city, Strasbourg. I participated in the workshop among native speakers.


Why Digital Art?

#artificialintelligence

As digital art becomes commonplace, it is necessary for its digital artists to have staked a claim on the origin of their reason for being in it. Being in a camp that feigns some interest in how changing technology influences art's presence on electronic devices, overall, is a good place to start. Most artists have started to appropriate the position on art that it's anything that is perceptible and certified as their own original work. What's arguably behind every impulse to believe an art work has value is proof that what is presented is an original. So going down the digital art rabbit hole may or may not be a good reason to be in it.


Will AI ever be able to make a joke?

#artificialintelligence

Not too long ago I made a post that simplified what AI is for people who are not so acquainted with tech. If you missed it, it's here (also a locked post). This is a step further in the discourse. There is too much hype about the future with a fully developed AI. It is said that AI will transform work as we know it.


Will AI ever be able to make a joke? – David O. – Medium

#artificialintelligence

Not too long ago I made a post that simplified what AI is for people who are not so acquainted with tech. If you missed it, it's here (also a locked post). This is a step further in the discourse. There is too much hype about the future with a fully developed AI. It is said that AI will transform work as we know it.


Reflective visualization and verbalization of unconscious preference

Maeno, Yoshiharu, Ohsawa, Yukio

arXiv.org Artificial Intelligence

A new method is presented, that can help a person become aware of his or her unconscious preferences, and convey them to others in the form of verbal explanation. The method combines the concepts of reflection, visualization, and verbalization. The method was tested in an experiment where the unconscious preferences of the subjects for various artworks were investigated. In the experiment, two lessons were learned. The first is that it helps the subjects become aware of their unconscious preferences to verbalize weak preferences as compared with strong preferences through discussion over preference diagrams. The second is that it is effective to introduce an adjustable factor into visualization to adapt to the differences in the subjects and to foster their mutual understanding.