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The use of neural networks is permeating every area of signal processing. They can provide powerful means for solving many problems, especially in nonlinear, real-time, adaptive, and blind signal processing. The Handbook of Neural Network Signal Processing brings together applications that were previously scattered among various publications to provide an up-to-date, detailed treatment of the subject from an engineering point of view.
The authors cover basic principles, modeling, algorithms, architectures, implementation procedures, and well-designed simulation examples of audio, video, speech, communication, geophysical, sonar, radar, medical, and many other signals. The subject of neural networks and their application to signal processing is constantly improving. You need a handy reference that will inform you of current applications in this new area. The Handbook of Neural Network Signal Processing provides this much needed service for all engineers and scientists in the field.
Designing molecules and materials with desired properties is an
important prerequisite for advancing technology in our modern
societies. This requires both the ability to calculate accurate
microscopic properties, such as energies, forces and electrostatic
multipoles of specific configurations, as well as efficient
sampling of potential energy surfaces to obtain corresponding
macroscopic properties. Tools that can provide this are accurate
first-principles calculations rooted in quantum mechanics, and
statistical mechanics, respectively. Unfortunately, they come at a
high computational cost that prohibits calculations for large
systems and long time-scales, thus presenting a severe bottleneck
both for searching the vast chemical compound space and the
stupendously many dynamical configurations that a molecule can
assume. To overcome this challenge, recently there have been
increased efforts to accelerate quantum simulations with machine
learning (ML). This emerging interdisciplinary community
encompasses chemists, material scientists, physicists,
mathematicians and computer scientists, joining forces to
contribute to the exciting hot topic of progressing machine
learning and AI for molecules and materials. The book that has
emerged from a series of workshops provides a snapshot of this
rapidly developing field. It contains tutorial material explaining
the relevant foundations needed in chemistry, physics as well as
machine learning to give an easy starting point for interested
readers. In addition, a number of research papers defining the
current state-of-the-art are included. The book has five parts
(Fundamentals, Incorporating Prior Knowledge, Deep Learning of
Atomistic Representations, Atomistic Simulations and Discovery and
Design), each prefaced by editorial commentary that puts the
respective parts into a broader scientific context.
For 'Recent Progress in Brain and Cognitive Engineering' Brain and
Cognitive Engineering is a converging study field to derive a
better understanding of cognitive information processing in the
human brain, to develop "human-like" and neuromorphic artificial
intelligent systems and to help predict and analyze brain-related
diseases. The key concept of Brain and Cognitive Engineering is to
understand the Brain, to interface the Brain, and to engineer the
Brain. It could help us to understand the structure and the key
principles of high-order information processing on how the brain
works, to develop interface technologies between a brain and
external devices and to develop artificial systems that can
ultimately mimic human brain functions. The convergence of
behavioral, neuroscience and engineering research could lead us to
advance health informatics and personal learning, to enhance
virtual reality and healthcare systems, and to "reverse engineer"
some brain functions and build cognitive robots. In this book, four
different recent research directions are presented: Non-invasive
Brain-Computer Interfaces, Cognitive- and Neural-rehabilitation
Engineering, Big Data Neurocomputing, Early Diagnosis and
Prediction of Neural Diseases. We cover numerous topics ranging
from smart vehicles and online EEG analysis, neuroimaging for
Brain-Computer Interfaces, memory implantation and rehabilitation,
big data computing in cultural aspects and cybernetics to brain
disorder detection. Hopefully this will provide a valuable
reference for researchers in medicine, biomedical engineering, in
industry and academia for their further investigations and be
inspiring to those who seek the foundations to improve techniques
and understanding of the Brain and Cognitive Engineering research
field.
The twenty last years have been marked by an increase in available
data and computing power. In parallel to this trend, the focus of
neural network research and the practice of training neural
networks has undergone a number of important changes, for example,
use of deep learning machines. The second edition of the book
augments the first edition with more tricks, which have resulted
from 14 years of theory and experimentation by some of the world's
most prominent neural network researchers. These tricks can make a
substantial difference (in terms of speed, ease of implementation,
and accuracy) when it comes to putting algorithms to work on real
problems.
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Pattern Recognition - 28th DAGM Symposium, Berlin, Germany, September 12-14, 2006, Proceedings (Paperback, 2006 ed.)
Katrin Franke, Klaus-Robert Muller, Bertram Nickolay, Ralf Schafer
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R3,113
Discovery Miles 31 130
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Ships in 10 - 15 working days
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This book constitutes the refereed proceedings of the 28th
Symposium of the German Association for Pattern Recognition, DAGM
2006. The book presents 32 revised full papers and 44 revised
poster papers together with 5 invited papers. Topical sections
include image filtering, restoration and segmentation, shape
analysis and representation, recognition, categorization and
detection, computer vision and image retrieval, machine learning
and statistical data analysis, biomedical data analysis, and
more.
The development of "intelligent" systems that can take decisions
and perform autonomously might lead to faster and more consistent
decisions. A limiting factor for a broader adoption of AI
technology is the inherent risks that come with giving up human
control and oversight to "intelligent" machines. For sensitive
tasks involving critical infrastructures and affecting human
well-being or health, it is crucial to limit the possibility of
improper, non-robust and unsafe decisions and actions. Before
deploying an AI system, we see a strong need to validate its
behavior, and thus establish guarantees that it will continue to
perform as expected when deployed in a real-world environment. In
pursuit of that objective, ways for humans to verify the agreement
between the AI decision structure and their own ground-truth
knowledge have been explored. Explainable AI (XAI) has developed as
a subfield of AI, focused on exposing complex AI models to humans
in a systematic and interpretable manner. The 22 chapters included
in this book provide a timely snapshot of algorithms, theory, and
applications of interpretable and explainable AI and AI techniques
that have been proposed recently reflecting the current discourse
in this field and providing directions of future development. The
book is organized in six parts: towards AI transparency; methods
for interpreting AI systems; explaining the decisions of AI
systems; evaluating interpretability and explanations; applications
of explainable AI; and software for explainable AI.
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xxAI - Beyond Explainable AI - International Workshop, Held in Conjunction with ICML 2020, July 18, 2020, Vienna, Austria, Revised and Extended Papers (Paperback, 1st ed. 2022)
Andreas Holzinger, Randy Goebel, Ruth Fong, Taesup Moon, Klaus-Robert Muller, …
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R1,465
Discovery Miles 14 650
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Ships in 10 - 15 working days
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This is an open access book.Statistical machine learning (ML) has
triggered a renaissance of artificial intelligence (AI). While the
most successful ML models, including Deep Neural Networks (DNN),
have developed better predictivity, they have become increasingly
complex, at the expense of human interpretability (correlation vs.
causality). The field of explainable AI (xAI) has emerged with the
goal of creating tools and models that are both predictive and
interpretable and understandable for humans. Explainable AI is
receiving huge interest in the machine learning and AI research
communities, across academia, industry, and government, and there
is now an excellent opportunity to push towards successful
explainable AI applications. This volume will help the research
community to accelerate this process, to promote a more systematic
use of explainable AI to improve models in diverse applications,
and ultimately to better understand how current explainable AI
methods need to be improved and what kind of theory of explainable
AI is needed. After overviews of current methods and challenges,
the editors include chapters that describe new developments in
explainable AI. The contributions are from leading researchers in
the field, drawn from both academia and industry, and many of the
chapters take a clear interdisciplinary approach to
problem-solving. The concepts discussed include explainability,
causability, and AI interfaces with humans, and the applications
include image processing, natural language, law, fairness, and
climate science.
Der in den letzten Jahren vollzogene Dbergang yom Verkiiufer- zum
Kaufermarkt zwingt viele Unternehmen des Maschinen- und Anlagenbaus
ihre strategische Ausrichtung zu iiberdenken. Indikatoren des
Wandlungsprozesses sind wachsende Forderungen der Kunden nach
kundenspezifischen Liisungen, komplexen Produk- ten und hoher
Qualitat bei kurzen Lieferzeiten, hoher Termintreue und niedrigen
Preisen /l/. Um in dem geanderten Umfeld bestehen zu kiinnen,
miissen sich die Unternehmen dem Kauferverhalten anpassen /2/. Die
in der Vergangenheit nach rein funktionalen Grundsatzen gestalteten
Organisa- tions!.trukturen in den technisch indirekt-produktiven
Bereichen verursachen durch Trennung der einzelnen Fachbereiche
-wie Vertrieb, Konstruktion, Produktion und Materialwirtschaft -
eine Vielzahl von Schnittstellen im Auftragsdurchlauf bei einem
geringen Auftrags- und Kundenbezug. Steigerungen der
Auftragskomplexitat und -flexibilitat kiinnen nur durch die
Bereitstellung zusatzlicher Kapazitaten im Unter- nehmen erreicht
werden. Der Preisdruck yom Markt fordert deshalb Strategien, die
neben einer Flexibilisierung geringere Kosten verursachen, die
tagerbestande senken und eine hohe Qualitat der Produkte
sicherstellen. Die Einfiihrung ganzheitlicher Strukturen in allen
Auftragsabwicklungs-Bereichen mit iiberschaubaren, dezentralen und
eigenverantwortlichen Einheiten bietet vielen Unternehmen die
Moglichkeit, das gewiinschte Ziel einer verbesserten Lieferbereit-
sehaft bei verkiirzten Durchlaufzeiten und reduzierten Bestanden zu
erreichen. Hier- zu muB die Anfragen- und Auftragsbearbeitung von
der Angebotserstellung bis zur Auslieferung in ihrer Aufbau- und
Ablauforganisation konsequent auf die Bearbei- tung der
Kundenauftrage ausgerichtet sein /3/.
Dieser Buchtitel ist Teil des Digitalisierungsprojekts Springer
Book Archives mit Publikationen, die seit den Anfangen des Verlags
von 1842 erschienen sind. Der Verlag stellt mit diesem Archiv
Quellen fur die historische wie auch die disziplingeschichtliche
Forschung zur Verfugung, die jeweils im historischen Kontext
betrachtet werden mussen. Dieser Titel erschien in der Zeit vor
1945 und wird daher in seiner zeittypischen politisch-ideologischen
Ausrichtung vom Verlag nicht beworben.
Dieser Buchtitel ist Teil des Digitalisierungsprojekts Springer
Book Archives mit Publikationen, die seit den Anfangen des Verlags
von 1842 erschienen sind. Der Verlag stellt mit diesem Archiv
Quellen fur die historische wie auch die disziplingeschichtliche
Forschung zur Verfugung, die jeweils im historischen Kontext
betrachtet werden mussen. Dieser Titel erschien in der Zeit vor
1945 und wird daher in seiner zeittypischen politisch-ideologischen
Ausrichtung vom Verlag nicht beworben.
Dieser Buchtitel ist Teil des Digitalisierungsprojekts Springer
Book Archives mit Publikationen, die seit den Anfangen des Verlags
von 1842 erschienen sind. Der Verlag stellt mit diesem Archiv
Quellen fur die historische wie auch die disziplingeschichtliche
Forschung zur Verfugung, die jeweils im historischen Kontext
betrachtet werden mussen. Dieser Titel erschien in der Zeit vor
1945 und wird daher in seiner zeittypischen politisch-ideologischen
Ausrichtung vom Verlag nicht beworben.
Dieser Buchtitel ist Teil des Digitalisierungsprojekts Springer
Book Archives mit Publikationen, die seit den Anfangen des Verlags
von 1842 erschienen sind. Der Verlag stellt mit diesem Archiv
Quellen fur die historische wie auch die disziplingeschichtliche
Forschung zur Verfugung, die jeweils im historischen Kontext
betrachtet werden mussen. Dieser Titel erschien in der Zeit vor
1945 und wird daher in seiner zeittypischen politisch-ideologischen
Ausrichtung vom Verlag nicht beworben.
This is a reproduction of a book published before 1923. This book
may have occasional imperfections such as missing or blurred pages,
poor pictures, errant marks, etc. that were either part of the
original artifact, or were introduced by the scanning process. We
believe this work is culturally important, and despite the
imperfections, have elected to bring it back into print as part of
our continuing commitment to the preservation of printed works
worldwide. We appreciate your understanding of the imperfections in
the preservation process, and hope you enjoy this valuable book.
++++ The below data was compiled from various identification fields
in the bibliographic record of this title. This data is provided as
an additional tool in helping to ensure edition identification:
++++ Tropen: Der Mythos Der Reise: Urkunden Eines Deutschen
Ingenieurs Robert Muller Hugo Schmidt, 1915 South America; Tropics
This is a reproduction of a book published before 1923. This book
may have occasional imperfections such as missing or blurred pages,
poor pictures, errant marks, etc. that were either part of the
original artifact, or were introduced by the scanning process. We
believe this work is culturally important, and despite the
imperfections, have elected to bring it back into print as part of
our continuing commitment to the preservation of printed works
worldwide. We appreciate your understanding of the imperfections in
the preservation process, and hope you enjoy this valuable book.
++++ The below data was compiled from various identification fields
in the bibliographic record of this title. This data is provided as
an additional tool in helping to ensure edition identification:
++++ Die Politiker Des Geistes: Sieben Situationen Robert Muller S.
Fischer, 1917
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The Beauty Jungle (DVD)
Ian Hendry, Janette Scott, Ronald Fraser, Edmund Purdom, Jean Claudio, …
1
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R272
R134
Discovery Miles 1 340
Save R138 (51%)
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Out of stock
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1960s British comedy drama in which a young woman finds a new
career as a beauty queen. Attractive typist Shirley Freeman
(Janette Scott) is encouraged by newspaper man Don Mackenzie (Ian
Hendry) to enter a beauty pageant while on vacation. After winning
she decides to quit her job and become a full-time contestant,
proving to be very successful. However, her success won't last
forever...
This is a reproduction of a book published before 1923. This book
may have occasional imperfections such as missing or blurred pages,
poor pictures, errant marks, etc. that were either part of the
original artifact, or were introduced by the scanning process. We
believe this work is culturally important, and despite the
imperfections, have elected to bring it back into print as part of
our continuing commitment to the preservation of printed works
worldwide. We appreciate your understanding of the imperfections in
the preservation process, and hope you enjoy this valuable book.
++++ The below data was compiled from various identification fields
in the bibliographic record of this title. This data is provided as
an additional tool in helping to ensure edition identification:
++++ Einleitung In Die Gesellschaftsbiologie: Fur Gebildete
Bearbeitet Robert Muller Ferdinand Enke, 1909
This is an EXACT reproduction of a book published before 1923. This
IS NOT an OCR'd book with strange characters, introduced
typographical errors, and jumbled words. This book may have
occasional imperfections such as missing or blurred pages, poor
pictures, errant marks, etc. that were either part of the original
artifact, or were introduced by the scanning process. We believe
this work is culturally important, and despite the imperfections,
have elected to bring it back into print as part of our continuing
commitment to the preservation of printed works worldwide. We
appreciate your understanding of the imperfections in the
preservation process, and hope you enjoy this valuable book.
This scarce antiquarian book is a selection from Kessinger
Publishing's Legacy Reprint Series. Due to its age, it may contain
imperfections such as marks, notations, marginalia and flawed
pages. Because we believe this work is culturally important, we
have made it available as part of our commitment to protecting,
preserving, and promoting the world's literature. Kessinger
Publishing is the place to find hundreds of thousands of rare and
hard-to-find books with something of interest for everyone!
This is an EXACT reproduction of a book published before 1923. This
IS NOT an OCR'd book with strange characters, introduced
typographical errors, and jumbled words. This book may have
occasional imperfections such as missing or blurred pages, poor
pictures, errant marks, etc. that were either part of the original
artifact, or were introduced by the scanning process. We believe
this work is culturally important, and despite the imperfections,
have elected to bring it back into print as part of our continuing
commitment to the preservation of printed works worldwide. We
appreciate your understanding of the imperfections in the
preservation process, and hope you enjoy this valuable book.
|
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