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Atomistic Topological Indices Applied to Benzodiazepines using Various Regression Methods
1998
Quantitative Structure-Activity Relationships
The use of atomic positionally independent molecular representations of a set of benzodiazepines is shown to yield a comparable structure-activity model than the traditional physicochemical representations ...
It appears that the complex interrelationships between elements of a simple molecular representation may be capable of encoding subtle molecular structural elements. ...
The ANN's used were three layer fully connected, feed forward networks which were trained by the use of back propagation. ...
doi:10.1002/(sici)1521-3838(199801)17:01<14::aid-qsar14>3.0.co;2-u
fatcat:jkq53ycn3raibop5bqxeobgwle
Navigating the Complex Compositional Landscape of High-Entropy Alloys
[article]
2021
arXiv
pre-print
The prospect of high-entropy alloys as a new class of functional materials with improved properties is featured in light of entropic effects. ...
This review article provides an overview of the data-driven methods published to date to tackle this exponentially hard problem of designing high-entropy alloys. ...
Three kinds of ML algorithms were used; (1) k-nearest neighbors (KNN) returned a prediction accuracy no larger than 68.6 %, (2) SVM returned an accuracy of 64.3 %, and (3) supervised multi-layer feed-forward ...
arXiv:2011.14403v2
fatcat:r424l7eprjdjvpogp3vo4x7dyu
Learning to compress and search visual data in large-scale systems
[article]
2019
arXiv
pre-print
These models are then extended to multi-layers, namely the RRQ and the ML-STC frameworks, where the latter is further evolved as a powerful deep neural network architecture with fast and sample-efficient ...
The problem of high-dimensional and large-scale representation of visual data is addressed from an unsupervised learning perspective. ...
Feed-forward neural networks A prominent instance of the prior decomposition of Eq. 2.13 is the family of feed-forward neural networks. ...
arXiv:1901.08437v1
fatcat:bqtixilyt5c7pb2uphjkkw5ivm
Progress in Speech Recognition for Romanian Language
[chapter]
2008
Advances in Robotics, Automation and Control
Typically, the classical MLPs have layered feed-forward architecture, with an input layer, one or more intermediate (hidden) layers, and one output layer. ...
The numbers of neurons in the hidden layer was experimentally determined, trying to achieve an optimum between the following two opposite requirements: (a) lower computing volume and more rapid process ...
Edited by Jesus Aramburo and Antonio Ramirez The book presents an excellent overview of the recent developments in the different areas of Robotics, Automation and Control. ...
doi:10.5772/5823
fatcat:gu7h52bzqzfjhiiusbfprx6pua
Population-Based Methods: PARTICLE SWARM OPTIMIZATION – Development of a General-Purpose Optimizer and Applications
[article]
2021
arXiv
pre-print
a parallel, cooperative exploration of the search-space by means of a population of individuals. ...
The main goal of this thesis consists of developing an optimizer that can perform reasonably well on most problems. ...
More precisely, the method is suitable for feed-forward networks, even if they are not organized in layers: …the network does not have to be organized in layers (any pattern of connectivity that permits ...
arXiv:2101.10901v1
fatcat:nbzmzhe6czg2njia3ek2x57r2u
From Shallow to Deep Interactions Between Knowledge Representation, Reasoning and Machine Learning (Kay R. Amel group)
[article]
2019
arXiv
pre-print
Some common concerns are identified and discussed such as the types of used representation, the roles of knowledge and data, the lack or the excess of information, or the need for explanations and causal ...
This paper is the first step of a work in progress aiming at a better mutual understanding of research in KRR and ML, and how they could cooperate. ...
[BHKS98] show for example how an instance of the Boolean satisfiability problem can be translated into a feed-forward network that parallelizes GSAT, a local-search algorithm for Boolean satisfiability ...
arXiv:1912.06612v1
fatcat:yfnx3pzs6jhxtggaylc76pwjc4
URSI National Committee Report: Commission 6. Radio Waves and Circuits. Part 1. Information Theory and Coding
1960
Journal of Research of the National Bureau of Standards Section D Radio Propagation
A number of counterexamples were found to common conjectures about optimum codes. ...
Blac kwell, Brei1uann, an d Thomasian, The capacity of a class of cha nnels, Ann. M at h. Stat. 30, 1229Stat. 30, (1959. ...
Literature of Dielectrics, Conference on ElecLrical In sulaLion, National Academy of Sciences-N aLio llal Research Council, Vols. 20, 21 , 22 [1956 Additional categories of phenomena involving " multiple ...
doi:10.6028/jres.064d.076
fatcat:as4o4awtpzaevjutixsygjqbpm
Evolution of functional specialization in a morphologically homogeneous robot
2009
Proceedings of the 11th Annual conference on Genetic and evolutionary computation - GECCO '09
Evolutionary robotics-the use of evolutionary algorithms to automate the production of autonomous robotshas been an active area of research for two decades. ...
Particular focus is given to methods which evolve not only the control policies of manually-designed robots, but instead evolve both the control policy and physical form of the robot. ...
Additionally CTRNNs contain recurrent connections, and thus are capable of a form of memory, in contrast to traditional feed-forward ANNs where such connections are not allowed. ...
doi:10.1145/1569901.1569915
dblp:conf/gecco/AuerbachB09
fatcat:pj7filcoufc7tb23ux3agpra5u
Cascading Network Failure in Power Grid Blackouts
[chapter]
2014
Encyclopedia of Systems and Control
Cascading failure consists of complicated sequences of dependent failures and can cause large blackouts. ...
The emerging risk analysis, simulation, and modeling of cascading blackouts are briefly surveyed, and key references are suggested. ...
may lead one to look at remediation alternatives such as: retuning controller parameters or process reengineering to reduce delays or implementation of feed-forward control or attribute poor performance ...
doi:10.1007/978-1-4471-5102-9_264-1
fatcat:slhzrvsilfephprfzlkkccbyma
Cooperative Manipulators
[chapter]
2015
Encyclopedia of Systems and Control
Cascading failure consists of complicated sequences of dependent failures and can cause large blackouts. ...
The emerging risk analysis, simulation, and modeling of cascading blackouts are briefly surveyed, and key references are suggested. ...
may lead one to look at remediation alternatives such as: retuning controller parameters or process reengineering to reduce delays or implementation of feed-forward control or attribute poor performance ...
doi:10.1007/978-1-4471-5058-9_175
fatcat:gzo7xen4ynezhesyrpsldzj5bi
Learning to compress and search visual data in large-scale systems
2018
Feed-forward neural networks A prominent instance of the prior decomposition of Eq. 2.13 is the family of feed-forward neural networks. ...
Residual networks As the number of layers increases, training of feed-forward networks becomes increasingly involved. ...
Based on the two practical decoding schemes proposed for reconstruction of STC, its multi-layer extension was the ML-STC and the ML-STC-Procrustean. ...
doi:10.13097/archive-ouverte/unige:114990
fatcat:zww5hmmjm5hwrbrttf4irpfmd4
Chemical Vapor Deposition (CVD)
[chapter]
2016
Encyclopedia of Nanotechnology
Synonyms Electrostatic RF MEMS switches; Micromechanical switches; RF MEMS switches Definition Capacitive micro-electro-mechanical systems (MEMS) switches are a special type of micromachined switches that ...
their ultralow loss (<0.1-0.2 dB up to 40 GHz), high isolation (>20-50 dB for frequencies beyond 10 GHz), very high linearity (>66 dBm third-order intercept point), and nearzero power consumption ($tens of ...
In this respect, the FPMD has represented a huge step forward. ...
doi:10.1007/978-94-017-9780-1_345
fatcat:hqqkocm2sne5jp32r7akdjceyi
Cell Micro-patterning
[chapter]
2016
Encyclopedia of Nanotechnology
Synonyms Electrostatic RF MEMS switches; Micromechanical switches; RF MEMS switches Definition Capacitive micro-electro-mechanical systems (MEMS) switches are a special type of micromachined switches that ...
their ultralow loss (<0.1-0.2 dB up to 40 GHz), high isolation (>20-50 dB for frequencies beyond 10 GHz), very high linearity (>66 dBm third-order intercept point), and nearzero power consumption ($tens of ...
In this respect, the FPMD has represented a huge step forward. ...
doi:10.1007/978-94-017-9780-1_100152
fatcat:msyahfwivvcxhol3nltwdi546e
Award Winners and Abstracts of the 30th Anniversary Symposium of The Protein Society, Baltimore, MD, July 16-19, 2016
2016
Protein Science
While the KGDHc is a key enzyme in the Krebs cycle, it is also the major producer of reactive oxygen species (ROS) in the mitochondrion as well as a very sensitive target of ROS. ...
Developing potent and specific inhibitors of the Grb7 breast cancer target using phosphotyrosine mimetics and bicyclic peptides 1 Department of Medical Biochemistry, Semmelweis University, Budapest, Hungary ...
and the multi-layered local structure of active sites: Key features in natural and designed enzymes Timothy A. ...
doi:10.1002/pro.3026
pmid:27783432
pmcid:PMC5081090
fatcat:c4k7luvl4vczfpol76ycqo4nji
Control of Malaria Vector Mosquitoes by Insecticide-Treated Combinations of Window Screens and Eave Baffles
2017
Emerging Infectious Diseases
to: claudio.lazzari@univ-tours.fr Institut de Recherche sur la Biologie de l'Insecte, UMR CNRS -Université François Rabelais, Tours, France
Acknowledgements We thank Jiannong Xu, Jewelna Osei-Poku, Anne ...
step of this study. ...
Such studies have played an invaluable role in improving malaria control and have, in turn, revealed another layer of complexity. ...
doi:10.3201/eid2305.160662
pmid:28418299
pmcid:PMC5403053
fatcat:vzcmomysebd5rnwvlimgx77d6m
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