Relevant bibliographies by topics / Binary output

Contents

  1. Journal articles
  2. Dissertations / Theses
  3. Books
  4. Book chapters
  5. Conference papers
  6. Reports

Academic literature on the topic 'Binary output'

Author: Grafiati
Published: 13 April 2024
Last updated: 31 July 2025

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Journal articles on the topic "Binary output"

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Anashin, Vladimir. "Discreteness causes waves." Facta universitatis - series: Physics, Chemistry and Technology 14, no. 3 (2016): 143–96. http://dx.doi.org/10.2298/fupct1603143a.

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In the paper, we show that matter waves can be derived from discreteness and causality. Namely we show that matter waves can naturally be ascribed to finite discrete causal systems, the Mealy automata having binary input/output which are bit sequences. If assign real numerical values (?measured quantities?) to bit sequences, the waves arise as a correspondence between the numerical values of input sequences (?impacts?) and output sequences (?system-evoked responses?). We show that among all discrete causal systems with arbitrary (not necessarily binary) inputs/outputs, only the ones with binar
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Agarwal, Ishani, Miroslav Saraivanov, and Marek Perkowski. "Synthesis of binary-input multi-valued output optical cascades." Quantum Information & Computation 24, no. 15&16 (2024): 1283–312. https://doi.org/10.26421/qic24.15-16-2.

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This paper extends the decomposition from the group theory based methods of Sasao and Saraivanov to design binary input multivalued output quantum cascades realized with optical NOT, SWAP, and Fredkin Gates. We present this method for 3, 5, and 7-valued outputs, but in general it can be used for odd prime-valued outputs. The method can be extended to realize hybrid functions with different valued outputs. A class of local transformations is presented that can simplify the final cascade circuits. Using these simplifying transformations, we present an upper bound on the maximum number of gates i
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Moreno, E. G., B. Iniguez, M. Roca, J. Segura, and S. Sureda. "CMOS radiation sensor with binary output." IEEE Transactions on Nuclear Science 42, no. 3 (1995): 174–78. http://dx.doi.org/10.1109/23.387358.

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Yang, Sibo, Shusheng Wang, Lanyin Sun, Zhongxuan Luo, and Yuan Bao. "Output Layer Structure Optimization for Weighted Regularized Extreme Learning Machine Based on Binary Method." Symmetry 15, no. 1 (2023): 244. http://dx.doi.org/10.3390/sym15010244.

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In this paper, we focus on the redesign of the output layer for the weighted regularized extreme learning machine (WRELM). For multi-classification problems, the conventional method of the output layer setting, named “one-hot method”, is as follows: Let the class of samples be r; then, the output layer node number is r and the ideal output of s-th class is denoted by the s-th unit vector in Rr (1≤s≤r). Here, in this article, we propose a “binarymethod” to optimize the output layer structure: Let 2p−1<r≤2p, where p≥2, and p output nodes are utilized and, simultaneously, the ideal outputs are
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Ren, Xiao Guang, Yu Hua Tang, and Xin Hai Xu. "Format Optimization for Periodical Snapshot Output in CFD Simulation." Applied Mechanics and Materials 457-458 (October 2013): 910–18. http://dx.doi.org/10.4028/www.scientific.net/amm.457-458.910.

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Computational Fluid Dynamics (CFD) simulation often needs to periodically output the intermediate results to files in the form of snapshots for visualization or restart, which seriously impacts the performance. Traditional CFD simulation takes ASCII format with typesetting in the snapshot output process, which results in precision loss of the data in the snapshot array and more storage space occupancy than the original binary format. In this paper, we propose the binary non-typesetting format optimization for the snapshot output in CFD simulation, aiming at eliminating the impact of ASCII form
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Gurevich, Yuri, and Saharon Shelah. "Time polynomial in input or output." Journal of Symbolic Logic 54, no. 3 (1989): 1083–88. http://dx.doi.org/10.2307/2274767.

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AbstractWe introduce the class PIO of functions computable in time that is polynomial in max {the length of input, the length of output}, observe that there is no notation system for total PIO functions but there are notation systems for partial PIO functions, and give an algebra of partial PIO functions from binary strings to binary strings.
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Xue, Aijun, and Xiaodan Wang. "Cost-sensitive design of error correcting output codes." Proceedings of the Institution of Mechanical Engineers, Part C: Journal of Mechanical Engineering Science 232, no. 10 (2017): 1871–81. http://dx.doi.org/10.1177/0954406217709303.

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Many real world applications involve multiclass cost-sensitive learning problems. However, some well-worked binary cost-sensitive learning algorithms cannot be extended into multiclass cost-sensitive learning directly. It is meaningful to decompose the complex multiclass cost-sensitive classification problem into a series of binary cost-sensitive classification problems. So, in this paper we propose an alternative and efficient decomposition framework, using the original error correcting output codes. The main problem in our framework is how to evaluate the binary costs for each binary cost-se
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Yum, Bong-Jin, and Seong-Jun Kim. "On parameter design of binary-input-and-binary-output dynamic systems." Quality and Reliability Engineering International 9, no. 6 (1993): 471–76. http://dx.doi.org/10.1002/qre.4680090603.

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Ram, L. Adithya, V. Ajay Kumar, H. Karthik, and Sudhir Dakey. "Analysis of 1-bit Full Adders in Cadence 45nm Technology." International Journal for Research in Applied Science and Engineering Technology 12, no. 5 (2024): 5836–44. http://dx.doi.org/10.22214/ijraset.2024.62995.

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Abstract: A full adder is a digital circuit that performs the arithmetic operation of addition on three binary digits, producing a sum and a carry output. Unlike a half adder, which adds only two binary digits and produces a sum and carry, a full adder considers an additional carry input from a previous less significant bit addition. The full adder's design includes three inputs: A, B, and Cin (carry-in), and two outputs: Sum (sum) and Cout (carry-out). The sum output Sum is derived by XOR-ing the three inputs, while the carry-out Cout is obtained by considering the majority function of the in
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PÉREZ ARCILA, MAURICIO, and MARTIN ALONSO TAMAYO VELEZ. "IMPLEMENTATION OF LEBESGUE SAMPLING METHOD AND DIGITAL SENSORS FOR CONTROLLING THE LEVEL VARIABLE IN A CONTINUOUS SYSTEM." DYNA NEW TECHNOLOGIES 8, no. 1 (2021): [14 P.]. http://dx.doi.org/10.6036/nt10248.

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This study aims to show that the continuous control from a level system can be efficiently measured and controlled using capacitive digital binary sensors, which in this case, replace the measurement signal from an analog differential pressure transmitter in a level control system. The binary sensors low cost and the digital output they process allow the reproduction of a correct signal and the estimation of a variable for controlling the water level inside the process tank through a proportional pneumatic level control valve, which receives the control signal from the Lebesgue sampling estima
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Dissertations / Theses on the topic "Binary output"

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Grama, Keshava. "Binary matrix for pedestrian tracking in infrared images." Thesis, Edinburgh Napier University, 2013. http://researchrepository.napier.ac.uk/Output/6153.

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The primary goal of this thesis is to present a robust low compute cost pedestrian tracking system for use with thermal infra-red images. Pedestrian tracking employs two distinct image analysis tasks, pedestrian detection and path tracking. This thesis will focus on benchmarking existing pedestrian tracking systems and using this to evaluate the proposed pedestrian detection and path tracking algorithm. The first part of the thesis describes the imaging system and the image dataset collected for evaluating pedestrian detection and tracking algorithms. The texture content of the images from the
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Chapin, Patrick Samuel. "Analysis of experiments to validate computer models with binary output." [Ames, Iowa : Iowa State University], 2009. http://gateway.proquest.com/openurl?url_ver=Z39.88-2004&rft_val_fmt=info:ofi/fmt:kev:mtx:dissertation&res_dat=xri:pqdiss&rft_dat=xri:pqdiss:3389285.

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Ozkan, Ugur. "Application of the constrained implicants set concept to the minimization of binary functions." Thesis, Monterey, California : Naval Postgraduate School, 1990. http://handle.dtic.mil/100.2/ADA239470.

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Thesis (M.S. in Electrical and Computer Engineering)--Naval Postgraduate School, September 1990.<br>Thesis Advisor(s): Yang, Chyan ; Butler, Jon T. "September 1990." Description based on title screen as viewed on March 22, 2010. Author(s) subject terms: Constrained Implicants Set Concept, Binary Minimization. Includes bibliographical references (p. 75-76). Also available in print.
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Oualla, Hicham. "Contributions à l'identification en boucle ouverte/fermée des systèmes à base de données binaires." Electronic Thesis or Diss., Normandie, 2022. http://www.theses.fr/2022NORMC229.

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Cette thèse est consacrée à l'identification des systèmes à base de données binaires. Dans un premier temps, une présentation succincte de l'ensemble des méthodes d'identification des systèmes basé sur l'utilisation des données binaires existant dans la littérature est donnée. Dans la suite nous nous sommes intéressé au problème d'identification en boucle ouverte des systèmes à sortie et entrée binaires. Nous proposons des méthodes permettant l'identification des systèmes RIF et plus complexes les RII ayant une entrée et sortie binaires. Ces méthodes sont analysées et testées par des exemples
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Ataman, Kaan. "Learning to rank by maximizing the AUC with linear programming for problems with binary output." Diss., University of Iowa, 2007. http://ir.uiowa.edu/etd/151.

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Chaudhari, Pragat. "Analytical Methods for the Performance Evaluation of Binary Linear Block Codes." Thesis, University of Waterloo, 2000. http://hdl.handle.net/10012/904.

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The modeling of the soft-output decoding of a binary linear block code using a Binary Phase Shift Keying (BPSK) modulation system (with reduced noise power) is the main focus of this work. With this model, it is possible to provide bit error performance approximations to help in the evaluation of the performance of binary linear block codes. As well, the model can be used in the design of communications systems which require knowledge of the characteristics of the channel, such as combined source-channel coding. Assuming an Additive White Gaussian Noise channel model, soft-output Log Li
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Mestrah, Ali. "Identification de modèles sous forme de représentation d'état pour les systèmes à sortie binaire." Electronic Thesis or Diss., Normandie, 2023. http://www.theses.fr/2023NORMC255.

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Cette thèse porte sur la modélisation paramétrique des systèmes linéaires invariants à partir de mesures binaires de la sortie. Ce problème demodélisation est abordée via l’usage des méthodes des sous-espaces. Ces méthodes permettent l’estimation de modèles sous forme de représentation d’état,un des avantages de ces méthodes étant que leur mise en œuvre ne nécessite pas la connaissance préalable de l’ordre du système. Ces méthodes ne sontinitialement pas adaptées au traitement de données binaires, l’objectif de cette thèse est ainsi leur adaptation à ce contexte d’identification. Dans cette th
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Medvedieva, S. O., I. V. Bogach, V. A. Kovenko, С. О. Медведєва, І. В. Богач, and В. А. Ковенко. "Neural networks in Machine learning." Thesis, ВНТУ, 2019. http://ir.lib.vntu.edu.ua//handle/123456789/24788.

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В статті розглянуті основи роботи з нейронними мережами, особливу увагу приділено моделі мережі під назвою «перцептрон», запровадженої Френком Розенблаттом. До того ж було розкрито тему найпоширеніших мов програмування, що дозволяють втілити нейронні мережі у життя, шляхом створення програмного забезпечення, пов`язаного з ними.<br>The paper covers the basic principles of Neural Networks’ work. Special attention is paid to Frank Rosenblatt’s model of the network called “perceptron”. In addition, the article touches upon the main programming languages used to write software for Neural Networks
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FALEH, MOHAMAD SALEH. "Conception, realisation et caracterisation de transistors bipolaires de puissance a heterojonction gainp/gaas et comparaison avec les tbh's gaalas/gaas." Toulouse 3, 1998. http://www.theses.fr/1998TOU30027.

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L'objet de cette these est la conception, la realisation et la caracterisation de transistors bipolaires de puissance a heterojonction gainp/gaas et la comparaison avec les tbhs gaalas/gaas. Le premier chapitre presente d'abord un rappel des principales proprietes des materiaux gainp et gaas utilises dans la fabrication des tbh etudies. Il examine ensuite les parametres physiques et technologiques qui influent sur les performances statiques et dynamiques. Un modele electrique petit signal permettant la description precise du comportement du transistor est presente. L'influence des effets therm
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Hui-LiangYu and 游輝亮. "Dual Path Binary Neural Network with Adaptive Output Range." Thesis, 2018. http://ndltd.ncl.edu.tw/handle/nuydfp.

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碩士<br>國立成功大學<br>資訊工程學系<br>106<br>In recent years, deep neural networks (DNNs) have achieved state-of-the-art results in the fields of image recognition, semantic segmentation and machine translation. However, powerful DNNs usually have a large number of parameters and complex calculations. For instance, ImageNet classification challenge winner in 2012, Alex Net, has a model size of about 249MB and 60 million parameters, which needs to perform about 1.5 billion FLOPs to classify a 224 x 224 image. While perform such complex computations, GPUs based machines usually used to speed up training pro
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Books on the topic "Binary output"

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Behrooz, Anahit. Mapping Middle-earth. Bloomsbury Publishing Plc, 2024. http://dx.doi.org/10.5040/9781350290792.

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In this cutting-edge study of Tolkien’s most critically neglected maps, Anahit Behrooz examines how cartography has traditionally been bound up in facilitating power. Far more than just illustrations to aid understanding of the story, Tolkien’s corpus of maps are crucial to understanding the broader narratives between humans and their political and environmental landscapes within his legendarium. Undertaking a diegetic literary analysis of the maps as examples of Middle-earth’s own cultural output, Behrooz reveals a sub-created tradition of cartography that articulates specific power dynamics
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Nakai, You. Reminded by the Instruments. Oxford University Press, 2021. http://dx.doi.org/10.1093/oso/9780190686765.001.0001.

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David Tudor (1926–1996) is remembered today in two guises: as an extraordinary pianist of postwar avant-garde music who worked closely with composers like John Cage and Karlheinz Stockhausen, influencing the development of graphic notation and indeterminacy; and as a spirited pioneer of live-electronic music who realized idiosyncratic performances based on the interaction of homemade modular instruments, inspiring an entire generation of musicians. However, the fact that Tudor himself did not talk or write much about what he was doing, combined with the esoteric nature of electronic circuits a
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Hoste, Eric A. J., John A. Kellum, and Norbert Lameire. Definitions, classification, epidemiology, and risk factors of acute kidney injury. Edited by Norbert Lameire. Oxford University Press, 2018. http://dx.doi.org/10.1093/med/9780199592548.003.0220_update_001.

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The lack of a precise biochemical definition of acute kidney injury (AKI) resulted in at least 35 definitions in the medical literature, which gave rise to a wide variation in reported incidence and clinical significance of AKI, impeded a meaningful comparison of studies.The first part of this chapter describes and discusses different definitions and classification systems of AKI. Patient outcome and the need for renal replacement therapy are directly related to the severity of AKI, an observation that supports the use of a categorical staging system rather than a simple binary descriptor. The
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Khatun, Samia. Australianama. Oxford University Press, 2019. http://dx.doi.org/10.1093/oso/9780190922603.001.0001.

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Australian deserts remain dotted with the ruins of old mosques. Beginning with a Bengali poetry collection discovered in a nineteenth-century mosque in the town of Broken Hill, Samia Khatun weaves together the stories of various peoples colonized by the British Empire to chart a history of South Asian diaspora. Australia has long been an outpost of Anglo empires in the Indian Ocean world, today the site of military infrastructure central to the surveillance of 'Muslim-majority' countries across the region. Imperial knowledges from Australian territories contribute significantly to the Islamic-
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Book chapters on the topic "Binary output"

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Ye, Tao, and Xuefeng Zhu. "Binary Coded Output Support Vector Machine." In Intelligent Computing Theories and Technology. Springer Berlin Heidelberg, 2013. http://dx.doi.org/10.1007/978-3-642-39482-9_6.

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Babu, Hafiz Md Hasan. "Multiple-Valued Input Binary-Valued Output Functions." In VLSI Circuits and Embedded Systems. CRC Press, 2022. http://dx.doi.org/10.1201/9781003269182-11.

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Sun, Qilin, Yan Liu, Zhengxue Li, Sibo Yang, Wei Wu, and Jiuwu Jin. "The Binary Output Units of Neural Network." In Advances in Neural Networks – ISNN 2013. Springer Berlin Heidelberg, 2013. http://dx.doi.org/10.1007/978-3-642-39065-4_31.

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Laisney, François, Michael Lechner, and Winfried Pohlmeier. "Semi-Nonparametric Estimation of Binary Choice Models Using Panel Data: An Application to the Innovative Activity of German Firms." In Output and Employment Fluctuations. Physica-Verlag HD, 1994. http://dx.doi.org/10.1007/978-3-642-57989-9_7.

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Chen, Yi, and Long Huang. "Inputs and Outputs." In MATLAB Roadmap to Applications. Springer Nature Singapore, 2025. https://doi.org/10.1007/978-981-97-8788-3_7.

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Abstract Understand the various file formats supported by MATLAB for input and output operations, including MAT-files, spreadsheet files, binary files, image files, text files, audio files, video files, JSON files, HDF5 files, XML files, and database files.
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Lin, Yi, Lucas M. Tabajara, and Moshe Y. Vardi. "ZDD Boolean Synthesis." In Tools and Algorithms for the Construction and Analysis of Systems. Springer International Publishing, 2022. http://dx.doi.org/10.1007/978-3-030-99524-9_4.

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AbstractMotivated by applications in boolean-circuit design, boolean synthesis is the process of synthesizing a boolean function with multiple outputs, given a relation between its inputs and outputs. Previous work has attempted to solve boolean functional synthesis by converting a specification formula into a Binary Decision Diagram (BDD) and quantifying existentially the output variables. We make use of the fact that the specification is usually given in the form of a Conjunctive Normal Form (CNF) formula, and we can perform resolution on a symbolic representation of a CNF formula in the for
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Morvai, Gusztáv. "Guessing the Output of a Stationary Binary Time Series." In Contributions to Statistics. Physica-Verlag HD, 2003. http://dx.doi.org/10.1007/978-3-642-57410-8_18.

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Schirmer, Pascal A., and Iosif Mporas. "Binary versus Multiclass Deep Learning Modelling in Energy Disaggregation." In Springer Proceedings in Energy. Springer International Publishing, 2021. http://dx.doi.org/10.1007/978-3-030-63916-7_6.

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AbstractThis paper compares two different deep-learning architectures for the use in energy disaggregation and Non-Intrusive Load Monitoring. Non-Intrusive Load Monitoring breaks down the aggregated energy consumption into individual appliance consumptions, thus detecting device operation. In detail, the “One versus All” approach, where one deep neural network per appliance is trained, and the “Multi-Output” approach, where the number of output nodes is equal to the number of appliances, are compared to each other. Evaluation is done on a state-of-the-art baseline system using standard perform
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Galán, Gerhard, and Juris Muñoz. "A new input-output function for binary hopfield neural networks." In Lecture Notes in Computer Science. Springer Berlin Heidelberg, 1999. http://dx.doi.org/10.1007/bfb0098187.

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Lautre, Nitin Kumar. "Mapping of WEDM Output from Designed Experiments to Binary Symmetric Channel." In Proceedings of Ninth International Congress on Information and Communication Technology. Springer Nature Singapore, 2024. http://dx.doi.org/10.1007/978-981-97-3562-4_39.

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Conference papers on the topic "Binary output"

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Kumar, Santosh, and Ayan Palchaudhuri. "Leveraging Dual Output LUTs with Pipelining for Efficient BCD to Binary Converter on FPGA." In 2025 38th International Conference on VLSI Design and 2025 24th International Conference on Embedded Systems (VLSID). IEEE, 2025. https://doi.org/10.1109/vlsid64188.2025.00097.

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Guo, Zhixia, Sitao Li, Jiaxiong Ye, Ruan Yu, Qiyang Xu, and Guoping Zhang. "Binary optical resonator with flattop output." In Optical Systems Design and Production, edited by Fritz Merkle. SPIE, 1999. http://dx.doi.org/10.1117/12.360043.

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Moskowitz, Ira S., Paul Cotae, Pedro N. Safier, and Daniel L. Kang. "Capacity bounds and stochastic resonance for binary input binary output channels." In 2012 Computing, Communications and Applications Conference (ComComAp). IEEE, 2012. http://dx.doi.org/10.1109/comcomap.2012.6154003.

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Shari, Shahrouz, A. Korhan Tanc, and Tolga M. Duman. "LDPC code design for binary-input binary-output Z interference channels." In 2015 IEEE International Symposium on Information Theory (ISIT). IEEE, 2015. http://dx.doi.org/10.1109/isit.2015.7282622.

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Swanson, Gary J., James R. Leger, and Wilfrid B. Veldkamp. "Tandem Binary Structures for Increased Coupling Efficiency of Laser Beams." In Holography. Optica Publishing Group, 1986. http://dx.doi.org/10.1364/holography.1986.tud5.

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Binary phase gratings have been investigated for use as beam splitters (1), multiplexers, and shapers (2). More recently, binary phase gratings have been used as beam couplers (3), coupling a large fraction of the outputs from an array of semiconductor lasers into a single gaussian output. The binary element is used to both split and combine the electric field inside of a complex external cavity. This technique overcomes the output power limitation of optical facet damage from single laser diodes.
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Qian, Jing, Feifei Gao, Shi Jin, Ling Xing, and Junhui Zhao. "Capacity of Ambient Backscatter Communications with Binary Input and Binary Output Channel." In GLOBECOM 2018 - 2018 IEEE Global Communications Conference. IEEE, 2018. http://dx.doi.org/10.1109/glocom.2018.8647136.

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Moskowitz, Ira S., Paul Cotae, and Pedro N. Safier. "Algebraic information theory and stochastic resonance for binary-input binary-output channels." In 2012 46th Annual Conference on Information Sciences and Systems (CISS). IEEE, 2012. http://dx.doi.org/10.1109/ciss.2012.6310786.

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Cao, Jun, and Huimin Ma. "Regression-based parameter optimization for binary output systems." In 2015 3rd International Conference on Information and Communication Technology (ICoICT ). IEEE, 2015. http://dx.doi.org/10.1109/icoict.2015.7231473.

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Yue, Tinghai. "The characterizations of binary vector-output plateaued functions." In 2010 IEEE International Conference on Wireless Communications, Networking and Information Security (WCNIS). IEEE, 2010. http://dx.doi.org/10.1109/wcins.2010.5541807.

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Yue, Tinghai. "A construction of binary vector-output plateaued functions." In 2010 IEEE International Conference on Wireless Communications, Networking and Information Security (WCNIS). IEEE, 2010. http://dx.doi.org/10.1109/wcins.2010.5541808.

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Reports on the topic "Binary output"

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Farhi, Edward, and Hartmut Neven. Classification with Quantum Neural Networks on Near Term Processors. Web of Open Science, 2020. http://dx.doi.org/10.37686/qrl.v1i2.80.

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We introduce a quantum neural network, QNN, that can represent labeled data, classical or quantum, and be trained by supervised learning. The quantum circuit consists of a sequence of parameter dependent unitary transformations which acts on an input quantum state. For binary classification a single Pauli operator is measured on a designated readout qubit. The measured output is the quantum neural network’s predictor of the binary label of the input state. We show through classical simulation that parameters can be found that allow the QNN to learn to correctly distinguish the two data sets. W
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Sinclair, Samantha, and Sally Shoop. Automated detection of austere entry landing zones : a “GRAIL Tools” validation assessment. Engineer Research and Development Center (U.S.), 2022. http://dx.doi.org/10.21079/11681/45265.

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The Geospatial Remote Assessment for Ingress Locations (GRAIL) Tools software is a geospatial product developed to locate austere entry landing zones (LZs) for military aircraft. Using spatial datasets like land classification and slope, along with predefined LZ geometry specifications, GRAIL Tools generates binary suitability filters that distinguish between suitable and unsuitable terrain. GRAIL Tools combines input suitability filters, searches for LZs at user‐defined orientations, and plots results. To refine GRAIL Tools, we: (a) verified software output; (b) conducted validation assessmen
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Yang, Yu, Hen-Geul Yeh, and Bryan Aguirre. Fuel Cell System Development for Heavy Duty Vehicles. Mineta Transportation Institute, 2025. https://doi.org/10.31979/mti.2025.2441.

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As California advances its ambitious goals for transportation electrification to combat climate change, hydrogen-powered fuel cells are emerging as a viable solution for overcoming the challenges of heavy-duty vehicles, offering an efficient alternative to lithium-ion batteries because they produce minimal chemical, thermal, and carbon emissions. One type of hydrogen fuel cell technology called proton exchange membrane fuel cells (PEMFCs) has garnered the most attention due to its distinct advantages, including relatively low operating temperatures (60–80 °C) and reliable performance at high c
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Introduction to Logistic Regression. Instats Inc., 2025. https://doi.org/10.61700/wv7k7szs2az2b1994.

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Abstract:
This one-day seminar provides a comprehensive introduction to logistic regression, a critical technique for analyzing binary outcome variables in various research fields. Participants will gain practical skills in data preparation, model fitting, and the interpretation of logistic regression outputs, enhancing their ability to tackle complex data analysis challenges in their academic work.
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