Artificial quantum neural networks

In the computational approach to quantum neural network research,[1][2] scientists try to combine artificial neural network models (which are widely used in machine learning for the important task of pattern classification) with the advantages of quantum information in order to develop more efficient algorithms (for a review, see [3]). One important motivation for these investigations is the difficulty to train classical neural networks, especially in big data applications. The hope is that features of quantum computing such as quantum parallelism or the effects of interference and entanglement can be used as resources. Since the technological implementation of a quantum computer is still in a premature stage, such quantum neural network models are mostly theoretical proposals that await their full implementation in physical experiments.

Quantum neural network research is still in its infancy, and a conglomeration of proposals and ideas of varying scope and mathematical rigor have been put forward. Most of them are based on the idea of replacing classical binary or McCulloch-Pitts neurons with a qubit (which can be called a “quron”), resulting in neural units that can be in a superposition of the state ‘firing’ and ‘resting’.

Quantum Deep Learning

Nathan Wiebe, Ashish Kapoor, Krysta M. Svore

In recent years, deep learning has had a profound impact on machine learning and artificial intelligence. At the same time, algorithms for quantum computers have been shown to efficiently solve some problems that are intractable on conventional, classical computers. We show that quantum computing not only reduces the time required to train a deep restricted Boltzmann machine, but also provides a richer and more comprehensive framework for deep learning than classical computing and leads to significant improvements in the optimization of the underlying objective function. Our quantum methods also permit efficient training of full Boltzmann machines and multi-layer, fully connected models and do not have well known classical counterparts.

Quantum Physics (quant-ph); Learning (cs.LG); Neural and Evolutionary Computing (cs.NE)

Cite as:

arXiv:1412.3489 [quant-ph]

(or arXiv:1412.3489v2 [quant-ph] for this version)

Submission history

From: Nathan Wiebe [view email]

[v1] Wed, 10 Dec 2014 23:05:16 GMT (411kb,D)

[v2] Fri, 22 May 2015 00:20:28 GMT (192kb,D)

RSCy2018 - Published by SPIE

ʽSixth International Conference on Remote Sensing and Geoinformation of Environmentʼ 26-29 March, 2018 - Cyprus

Due to additional requests, the abstract submission date is extended until 10 February, 2018, which is the final submission date. The review process has already begun and the notification date for author acceptance of their abstract remains the same (15 February, 2018).

The Organizing Committee of the ‘Sixth International Conference on Remote Sensing and Geoinformation of Environment’ invite you to join us in Cyprus on March 26-29, 2018 to network with leading experts in the field of Remote Sensing and Geo-information. The conference will take place at the Aliathon Holiday Village in Paphos, Cyprus.

The Technical Program is open to all topics in Remote Sensing and Geo-information of Environment and related techniques and applications.

We look forward to seeing you in Paphos, the European Capital of Culture 2017!!!

The Organizing Committee of the RSCy2018

Workshops include:

Copernicus Information and Training Session

Remote sensing and Earth observation applications (organized with EXCELSIOR)

Information Extraction from Laser Scanning Data Workshop (organized with the ISPRS WG III/5)

Earth Observation for the Coastal and Marine Environment (organized with SEO-DWARF)

ATHENA Workshop on Geo information systems (GIS)

The parts of speech disambiguation in corpora is most challenging area in Natural Language Processing. However, some works have been done in the past to overcome the problem of bilingual corpora disambiguation forHindi using Hidden Markov Model and Neural Network. In this paper, Quantum Neural Network (QNN) forHindi parts of speech tagger has been used.To analyze the effectiveness of the proposed approach, 2600 sentences of news items having 11500 words from various newspapers have been evaluated. During simulations and evaluation, the accuracy upto 99.13% is achieved, which is significantly better in comparison with other existing approaches for Hindi parts of speech tagging.

November 22, 2017

The U.S. and China are leading the race toward productive quantum computing, but it’s early enough that ultimate leadership is still something of an open question. The latest geo-region to throw its hat in the quantum computing ring is Japan. The nation will begin offering public access to a prototype quantum device over the internet for free starting Nov. 27 at

As reported by Japanese news outlets this week, Tokyo-based NTT along with the National Institute of Informatics and the University of Tokyo are working on a quantum computing device that exploits the properties of light. Backed with state investment, the quantum neural network (QNN) prototype is reported to be capable of prolonged operation at room temperature. The system consists of a 1km long optical fiber loop, a special optical amplifier called a PSA, and an FPGA. (See video below for a detailed explanation of how it all works.)

Singalong time. Everyone join in!

Hey there Delilah What's it like in New York City? I'm a thousand miles away But girl, tonight you look so pretty Yes you do

Also, to blame for the bedroom debacle of 2008. Mind control making people get divorced. This is the real deal.

So who wants to be my lawyer? This is the evidence.

Don't say I didn't warn you. Reality. Honey.

Read the thread and put A to B

Apples and Oranges.

Mind control. from Dr Obama's lab.

The son-o-bish took Criminals with more abilities than normal in terms of Psychic ability, Experimented on them, tore up their life, and made them what you now call the "Forgotten" or "Degenerates".



The use of music as an aid to programming, which forms a significant

aspect of the operation experienced first hand by "Mr. Coffee" and

described in his account reprinted directly following this section, has

been consistently commented on by certain researchers, including Preston

Nichols. Music provides access to the deeper, subconscious, emotional,

nonlinear/logical portions of the psyche. As shown so clearly by

"psychedelic" pioneers Tim Leary and Richard Alpert in their

government-sponsored LSD research (some which occurred at Montauk

AFS)--"set and setting" are crucial in determining the impact and

outcome of an LSD trip...and a mind programming operation. Music, as an

especially emotional art form, could be utilized very effectively

(albeit diabolically!) to assist in amplifying, intensifying and

boosting the impact of certain programming operations and experiences.

Brain Manipulation From a Distance

Last year, in October, the congresman Denis J. Kucinich introduced in the American Congress a bill, obliging the American president to get engaged in the negotiations aimed at the ban of space based weapons. In this bill the definition of a weapon system includes: any other unacknowledged or as yet undeveloped means inflicting death or injury on, or damaging or destroying, a person (or the biological life, bodily health, mental health, or physical and economic well-being of a person) through the use of land-based, sea-based, or space-based systems using radiation, electromagnetic, psychotronic, sonic, laser, or other energies directed at individual persons or targeted populationsor the purpose of information war, mood management, or mind control of such persons or populations" (12). As in all legislative acts quoted in this article the bill counts with sound, light or electromagnetic stimulation of human brain. Psychotronic weapons remain, at least for a layman uninformed of secret military research, in the sphere of science fiction, since so far none of the published scientific experiments was presented in the way which would allow for its replication.

Nailed It!

That it is feasible to manipulate human behavior with the use of subliminal, either sound or visual, messages is now generally known. This is why in most of the countries the use of such technologies, without consent of the user, is banned. Devices using light for the stimulation of the brain show another way how the light flashing in certain frequencies could be used for the manipulation of human psychic life. As for the sound, a report on the device transmitting a beam of sound waves, which can hear only persons at whom the beam of sound waves is targeted, appeared last year in the world newspapers. The beam is formed by a combination of sound and ultrasound waves which causes that a person targeted by this beam hears the sound inside of his head. Such a perception could easily convince the human being that it is mentally ill. The acts presented in this article suggest that with the development of technology and knowledge of the functioning of human brain new ways of manipulation of human mind keep emerging. One of them seems to be the electromagnetic energy.

The research team showed that music engages the areas of the brain involved with paying attention, making predictions and updating the event in memory. Peak brain activity occurred during a short period of silence between musical movements - when seemingly nothing was happening.

Beyond understanding the process of listening to music, their work has far-reaching implications for how human brains sort out events in general.

The researchers caught glimpses of the brain in action using functional magnetic resonance imaging, or fMRI, which gives a dynamic image showing which parts of the brain are working during a given activity. The goal of the study was to look at how the brain sorts out events, but the research also revealed that musical techniques used by composers 200 years ago help the brain organize incoming information.

"In a concert setting, for example, different individuals listen to a

piece of music with wandering attention, but at the transition point

between movements, their attention is arrested," said the paper's senior

author Vinod Menon, PhD, associate professor of psychiatry and

behavioral sciences and of neurosciences.

"I'm not sure if the baroque composers would have thought of it in this

way, but certainly from a modern neuroscience perspective, our study

shows that this is a moment when individual brains respond in a tightly

synchronized manner," Menon said.

The team used music to help study the brain's attempt to make sense of

the continual flow of information the real world generates, a process

called event segmentation. The brain partitions information into

meaningful chunks by extracting information about beginnings, endings

and the boundaries between events.

There are so many who misunderstand and call this schizophrenic babble.

Hard to tell shills form ignorance from mental illness from childhood innocence.

To anyone who actually understands, just let it be known you aren't the only one working on this.

That is true, so is this. I saw what the mamilian machine merging with AI at source, then at once I came alive.

The entire system has been developed after about 50 years (!) of neuro-electromagnetic human experimentations, claimed to be involuntary, but there is no evidence to support this claim. According to many scientists involved in this program (their names are not revealed for obvious reasons), within a few years it is expected that DNA microchips, under the guise of medical breakthroughs that will be presented to launch the disease cure processes on speed and efficiency, will be implanted in the humanoid cereberum, which would make it inherently controllable. R.N.M. will then have the ability to read and govern a person’s emotional mental procedures along with the involuntary and visions.

At present, around the world, supercomputers are watching millions of people at the same time, with the speed of 20 terabits per second, particularly in countries like USA, Japan, Israel and a number of European countries. A similar program is supposedly under way in Russia.

How does R.N.M. work? It employs a set of programs functioning at different levels, like:

The signals intelligence system which applies electromagnetic frequencies (EMF), to excite the brain for the system and the electronic brain link (EBL).

The Brain Stimulation system that has been planned as particle emission intelligence, which means receiving information from unintentionally created electromagnetic waves in the environment. However, it is not related to radioactivity or nuclear detonation.

The recording machines that have electronic equipment to examine electrical action in human beings from afar. This computer-generated brain charting can always record all electrical events in the cerebrum.

The recording aid system deciphers individual brain maps for security purposes.

Remote monitoring of high-risk patients using artificial intelligence

US 5357427 A


Method and system for remote monitoring of high-risk patients using artificial intelligence. A plurality of high-risk patients can be simultaneously monitored without patient intervention. A patient hears questions in the doctor's voice at each monitoring encounter and responds. The patient's responses are recorded at a remote central monitoring station and can be analyzed on line or later. Artificial intelligence (AI) and voice technology (DECvoice) are combined to present to the patient, during a monitoring session or encounter, questions which would be selected from a plurality of different recorded questions. Questions to the patient are chosen using AI, based on the patient's response, by parsing. The monitor could take several forms such as for e.g., uterine activity strips, glucometers, blood pressure cuffs, pulse monitors, electroencephalographs, etc. Preferably, four telephone lines are dedicated to each patient, one for the monitor, one for the voice, one as a back up and one to sense failures. Dual tone matrix frequency signals (DTMF) may be used for transmission of monitored signals and other information which can be recognized by DECvoice, which is but one example of the voice technology which can be used.