Academic literature on the topic 'Conditional Search Space'

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Journal articles on the topic "Conditional Search Space"

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Bryce, D., S. Kambhampati, and D. E. Smith. "Planning Graph Heuristics for Belief Space Search." Journal of Artificial Intelligence Research 26 (May 30, 2006): 35–99. http://dx.doi.org/10.1613/jair.1869.

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Some recent works in conditional planning have proposed reachability heuristics to improve planner scalability, but many lack a formal description of the properties of their distance estimates. To place previous work in context and extend work on heuristics for conditional planning, we provide a formal basis for distance estimates between belief states. We give a definition for the distance between belief states that relies on aggregating underlying state distance measures. We give several techniques to aggregate state distances and their associated properties. Many existing heuristics exhibit
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Li, Jiaxing, Wei Liu, Chao Xue, et al. "Modeling All Response Surfaces in One for Conditional Search Spaces." Proceedings of the AAAI Conference on Artificial Intelligence 39, no. 17 (2025): 18323–32. https://doi.org/10.1609/aaai.v39i17.34016.

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Bayesian Optimization (BO) is a sample-efficient black-box optimizer commonly used in search spaces where hyperparameters are independent. However, in many practical AutoML scenarios, there will be dependencies among hyperparameters, forming a conditional search space, which can be partitioned into structurally distinct subspaces. The structure and dimensionality of hyperparameter configurations vary across these subspaces, challenging the application of BO. Some previous BO works have proposed solutions to develop multiple Gaussian Process models in these subspaces. However, these approaches
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BOKHONSKY, A. I. "SEARCH EXTREME FUNCTIONAL." Fundamental and Applied Problems of Engineering and Technology 4, no. 1 (2020): 144–49. http://dx.doi.org/10.33979/2073-7408-2020-342-4-1-144-149.

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Examples illustrate the developed procedure for checking the sufficient condition for the extremum of a functional (construction of its mathematical image); in the problem of the calculus of variations on a conditional extremum, the role of the Lagrange multiplier is estimated and the surface of the functional is constructed in terms of the parameters of variations of admissible functions of a normalized linear space.
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Park, Gunju, and Youngmin Yi. "CondNAS: Neural Architecture Search for Conditional CNNs." Electronics 11, no. 7 (2022): 1101. http://dx.doi.org/10.3390/electronics11071101.

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As deep learning has become prevalent and adopted in various application domains, the need for efficient convolution neural network (CNN) inference on diverse target platforms has increased. To address the need, a neural architecture search (NAS) technique called once-for-all, or OFA, which aims to efficiently find the optimal CNN architecture for the given target platform using genetic algorithm (GA), has recently been proposed. Meanwhile, a conditional CNN architecture, which allows early exits with auxiliary classifiers in the middle of a network to achieve efficient inference without accur
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Yuan, Xiaojian, Kejiang Chen, Jie Zhang, Weiming Zhang, Nenghai Yu, and Yang Zhang. "Pseudo Label-Guided Model Inversion Attack via Conditional Generative Adversarial Network." Proceedings of the AAAI Conference on Artificial Intelligence 37, no. 3 (2023): 3349–57. http://dx.doi.org/10.1609/aaai.v37i3.25442.

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Model inversion (MI) attacks have raised increasing concerns about privacy, which can reconstruct training data from public models. Indeed, MI attacks can be formalized as an optimization problem that seeks private data in a certain space. Recent MI attacks leverage a generative adversarial network (GAN) as an image prior to narrow the search space, and can successfully reconstruct even the high-dimensional data (e.g., face images). However, these generative MI attacks do not fully exploit the potential capabilities of the target model, still leading to a vague and coupled search space, i.e.,
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MALI, AMOL DATTATRAYA, and MINH TANG. "STATE-SPACE PLANNING WITH VARIANTS OF A*." International Journal on Artificial Intelligence Tools 15, no. 03 (2006): 433–64. http://dx.doi.org/10.1142/s0218213006002758.

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Significant advances have occurred in heuristic search for planning in the last eleven years. Many of these planners use A*-style search. We report on five sound and complete domain-independent forward state-space STRIPS planners in this paper. The planners are AWA* (Adjusted Weighted A*), MAWA* (Modified AWA*), AWA*-AC (AWA* with action conflict-based adjustment), AWA*-PD (AWA* with deleted preconditions-based adjustment), and AWA*-AC-LE (AWA*-AC with lazy evaluation). AWA* is the first planner to use node-dependent weighting in A*. MAWA*, AWA*-AC, AWA*-PD, and AWA*-AC-LE use conditional two-
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Marinescu, Radu, Akihiro Kishimoto, and Adi Botea. "Parallel AND/OR Search for Marginal MAP." Proceedings of the AAAI Conference on Artificial Intelligence 34, no. 06 (2020): 10226–34. http://dx.doi.org/10.1609/aaai.v34i06.6584.

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Marginal MAP is a difficult mixed inference task for graphical models. Existing state-of-the-art algorithms for solving exactly this task are based on either depth-first or best-first sequential search over an AND/OR search space. In this paper, we explore and evaluate for the first time the power of parallel search for exact Marginal MAP inference. We introduce a new parallel shared-memory recursive best-first AND/OR search algorithm that explores the search space in a best-first manner while operating with limited memory. Subsequently, we develop a complete parallel search scheme that only p
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Payne, R. D., N. Guha, Y. Ding, and B. K. Mallick. "A conditional density estimation partition model using logistic Gaussian processes." Biometrika 107, no. 1 (2019): 173–90. http://dx.doi.org/10.1093/biomet/asz064.

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Summary Conditional density estimation seeks to model the distribution of a response variable conditional on covariates. We propose a Bayesian partition model using logistic Gaussian processes to perform conditional density estimation. The partition takes the form of a Voronoi tessellation and is learned from the data using a reversible jump Markov chain Monte Carlo algorithm. The methodology models data in which the density changes sharply throughout the covariate space, and can be used to determine where important changes in the density occur. The Markov chain Monte Carlo algorithm involves
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Zeng, Zilin, Hongjun Zhang, Rui Zhang, and Youliang Zhang. "A Hybrid Feature Selection Method Based on Rough Conditional Mutual Information and Naive Bayesian Classifier." ISRN Applied Mathematics 2014 (March 30, 2014): 1–11. http://dx.doi.org/10.1155/2014/382738.

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We introduced a novel hybrid feature selection method based on rough conditional mutual information and Naive Bayesian classifier. Conditional mutual information is an important metric in feature selection, but it is hard to compute. We introduce a new measure called rough conditional mutual information which is based on rough sets; it is shown that the new measure can substitute Shannon’s conditional mutual information. Thus rough conditional mutual information can also be used to filter the irrelevant and redundant features. Subsequently, to reduce the feature and improve classification accu
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Gnad, Daniel, Jörg Hoffmann, and Martin Wehrle. "Strong Stubborn Set Pruning for Star-Topology Decoupled State Space Search." Journal of Artificial Intelligence Research 65 (July 17, 2019): 343–92. http://dx.doi.org/10.1613/jair.1.11576.

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Analyzing reachability in large discrete transition systems is an important sub-problem in several areas of AI, and of CS in general. State space search is a basic method for conducting such an analysis. A wealth of techniques have been proposed to reduce the search space without affecting the existence of (optimal) solution paths. In particular, strong stubborn set (SSS) pruning is a prominent such method, analyzing action dependencies to prune commutative parts of the search space. We herein show how to apply this idea to star-topology decoupled state space search, a recent search reformulat
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Dissertations / Theses on the topic "Conditional Search Space"

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Gamot, Juliette. "Algorithms for Conditional Search Space Optimal Layout Problems." Electronic Thesis or Diss., Université de Lille (2022-....), 2023. http://www.theses.fr/2023ULILB042.

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Cette thèse s'inscrit dans le cadre de l'optimisation d'agencement, une étape importante dans la conception de systèmes multidisciplinaires complexes tels que les véhicules aérospatiaux. Les problèmes d'agencement optimal (OLP) consistent à trouver la meilleure disposition d'un ensemble de composants dans un système ou un espace, afin d'atteindre certains objectifs (réduction des coûts, amélioration des performances, etc.) tout en satisfaisant diverses contraintes (géométriques, fonctionnelles, etc.). Le traitement des OLP est encore un défi aujourd'hui, tant en termes de formulation que de ré
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Czajkowska, Anna Marzena. "Maximum entropy based evolutionary optimization of water distribution networks under multiple operating conditions and self-adaptive search space reduction method." Thesis, University of Strathclyde, 2016. http://digitool.lib.strath.ac.uk:80/R/?func=dbin-jump-full&object_id=27497.

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Books on the topic "Conditional Search Space"

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Severin, Timothy. The Spice Islands voyage: In search of Wallace. Little, Brown, 1997.

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Daley, Patricia. Gender & genocide in Burundi: The search for spaces of peace in the Great Lakes Region. James Currey, 2007.

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Through silences and empty spaces: A redhead's search for herself. Sid Harta Publishers, 2008.

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Migration and the Search for Home: Mapping Domestic Space in Migrants’ Everyday Lives. Palgrave Macmillan, 2017.

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Migration and the Search for Home: Mapping Domestic Space in Migrants' Everyday Lives. Palgrave Macmillan, 2016.

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Brindza, Ján, and Olga Grygorieva, eds. Book of Abstracts of the 5th International Scientific Conference Agrobiodiversity for Improving the Nutrition, Health, Quality of Life and Spiritual Human Development. Slovak University of Agriculture in Nitra, Slovakia, 2021. http://dx.doi.org/10.15414/2021.9788055224015.

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International conference aims to create more space and conditions for a broader discussion and search for all available solutions for the conservation and use of agrobiodiversity within the possibilities that research teams in individual countries and workplaces have. Research teams usually focus only on solving a specific biological problem of a plant species. That's right. But it would be appropriate for research teams to go beyond the research barriers and connect research results to practical applications, conditions and current societal challenges not only to improve nutrition, health and
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Kirichenko, Alexander. Greek Literature and the Ideal. Oxford University PressOxford, 2022. http://dx.doi.org/10.1093/oso/9780192866707.001.0001.

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Abstract The contention of this book is that the development of Greek literature was motivated by the need to endow political geography with a sense of purposeful structure. It views Greek literature as a crucial factor in the cultural production of space and Greek geography as a crucial factor in the production of literary meaning. Its focus is on the idealizing images that Greek literature created of three spatial patterns of power distribution—a decentralized network of aristocratically governed communities (archaic Greece), a democratic city controlling an empire (classical Athens), and a
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Aziz, Haris bin. Freedom of Expression Debates in Europe and the Muslim World after 9/11. The Rowman & Littlefield Publishing Group, 2023. https://doi.org/10.5040/9781666990898.

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Freedom of Expression Debates in Europe and the Muslim World after 9/11 discusses freedom of expression debates as it relates to Islam that emerged in Europe after 9/11 and subsequent Muslim reaction. The major controversies covered are the Jyllands-Posten (2005) cartoons in Denmark, the Charlie Hebdo caricatures and the attacks on its offices in 2015 in France, as well as Dutch film controversy of 2008 are analyzed at length. Socio-political conditions in respective countries in relation to Muslims are also taken into account along with detailed description of the background of each controver
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Vogt, Wendy A. Lives in Transit. University of California Press, 2018. http://dx.doi.org/10.1525/california/9780520298545.001.0001.

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Propelled by structural conditions of violence and everyday insecurity, each year tens of thousands of people from Guatemala, Honduras and El Salvador leave their homes in search of a more secure future. For those en route to the United States, they must first cross Mexico where transnational and state security regimes funnel them into clandestine routes where they encounter abuse, injury, extortion, police profiling, sexual violence and kidnapping. As unauthorized gendered and racialized others, migrants become implicated within a state-criminal nexus that profits from their plight. Moving be
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Aspden, Richard, and Jenny Gregory. Morphology. Oxford University Press, 2016. http://dx.doi.org/10.1093/med/9780199668847.003.0011.

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The study of joint morphology can help us to understand the risk factors for osteoarthritis (OA), how it progresses, and aids in developing imaging biomarkers for study of the disease. OA results in gross structural changes in affected joints. Growth of osteophytes, deformation of joint components, and loss of joint space where cartilage has broken down are all characteristics of the disorder. Certain bone shapes as well as malalignment predispose people to future OA, or may be a marker for early OA. Geometrical measures, such as the alpha angle or Wiberg’s CE angle, used to be the primary too
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Book chapters on the topic "Conditional Search Space"

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Shknai, Oleh, Oleg Sova, Olena Nechyporuk, Oleksii Nalapko, Oleksiy Buyalo, and Anna Lyashenko. "A set of methods for enhancing the efficiency of information processing in intelligent decision support systems." In DECISION SUPPORT SYSTEMS: MATHEMATICAL SUPPORT. TECHNOLOGY CENTER PC, 2025. https://doi.org/10.15587/978-617-8360-13-9.ch3.

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This section of the study proposes a set of methods to enhance the efficiency of information processing in intelligent decision support systems. The authors suggest the following methods:– a method for managing information flows in intelligent decision support systems using a population-based algorithm;– a method for evaluating the timeliness of processing diverse data types in decision support systems;– a method for assessment and forecasting in intelligent decision support systems. The novelty of the proposed methods lies in:– determining the initial population of agents and their starting p
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Bu, Lei, Zhunyi Xie, Lecheng Lyu, et al. "BRICK: Path Enumeration Based Bounded Reachability Checking of C Program (Competition Contribution)." In Tools and Algorithms for the Construction and Analysis of Systems. Springer International Publishing, 2022. http://dx.doi.org/10.1007/978-3-030-99527-0_22.

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AbstractBRICK is a bounded reachability checker for embedded C programs. BRICK conducts a path-oriented style checking of the bounded state space of the program, that enumerates and checks all the possible paths of the program in the threshold one by one. To alleviate the path explosion problem, BRICK locates and records unsatisfiable core path segments during the checking of each path and uses them to prune the search space. Furthermore, derivative free optimization based falsification and loop induction are introduced to handle complex program features like nonlinear path conditions and loop
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Ferreira, Margarida, Miguel Terra-Neves, Miguel Ventura, Inês Lynce, and Ruben Martins. "FOREST: An Interactive Multi-tree Synthesizer for Regular Expressions." In Tools and Algorithms for the Construction and Analysis of Systems. Springer International Publishing, 2021. http://dx.doi.org/10.1007/978-3-030-72016-2_9.

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AbstractForm validators based on regular expressions are often used on digital forms to prevent users from inserting data in the wrong format. However, writing these validators can pose a challenge to some users.We present Forest, a regular expression synthesizer for digital form validations. Forest produces a regular expression that matches the desired pattern for the input values and a set of conditions over capturing groups that ensure the validity of integer values in the input. Our synthesis procedure is based on enumerative search and uses a Satisfiability Modulo Theories (SMT) solver to
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Yang, Jiahua, and Yi Zheng. "Quantifying Uncertainties in Model Updating Following Bayesian Approach Using a Parameter Space-Search Algorithm." In Lecture Notes in Civil Engineering. Springer Nature Singapore, 2024. http://dx.doi.org/10.1007/978-981-97-2417-8_8.

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AbstractModel updating aims to provide accurate models to reveal possible structural damage information for structural health monitoring (SHM). Uncertainties always exist in model updating due to incomplete information in measurement and modeling. These uncertainties usually cause the problem of non-uniqueness, i.e., multiple equivalent models can fit the experimental data the same well. Locating all these equivalent models and including them for representing structural dynamics is a challenging task. This work employs a Bayesian probabilistic framework for model updating, so that the uncertai
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Pohl, Ethel Baraona, and Cesar Reyes. "Post-Political Attitudes on Immigration, Utopias and the Space Between Us." In The Funambulist Papers, Volume 1. punctum books, 2013. https://doi.org/10.21983/p3.0053.1.05.

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Geopolitical space has always been a conflicted and fragile topic. Borders and frontiers are changing so fast that sometimes one’s sociopolitical status can change from “citizen” to “immigrant” or re-main “immigrant” much of your life. We are getting used to words like refugee, enclave, war, borders, limits. This critical condition is not a minor problem. The International Migration Report 2006 states that in 2005, there were nearly 191 million international migrants world-wide, about three percent of the world population, a rise of 26 million since 1990. This is one of the biggest political p
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Mieli, Micol. "Exploring “Planned Serendipity” and On-site Information Behavior on Smartphones." In Information and Communication Technologies in Tourism 2022. Springer International Publishing, 2022. http://dx.doi.org/10.1007/978-3-030-94751-4_36.

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AbstractThe paper explores tourists’ smartphone-related information behavior on site in light of the concept of “planned serendipity”. The ability to gather information at anytime and anywhere can deeply influence tourists’ behavior, their information needs and the outcomes of their travel plans. In this study, the concept of planned serendipity is used to suggest that the outcome of travel information behavior on site is not entirely planned nor entirely serendipitous. The study employs the Experience Sampling Method (ESM) in combination with qualitative interviews, which allow the researcher
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Zhang, Qi, Linxue Li, Nan Ma, Yunxiang Shan, and William W. Braham. "Characterizing the Solution Space of Building Shading System Through Computational and Parametric Feed-Forward Design Approach." In Computational Design and Robotic Fabrication. Springer Nature Singapore, 2024. http://dx.doi.org/10.1007/978-981-99-8405-3_24.

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AbstractBuilding shading systems play an important role in controlling solar heat gains, which can mitigate the impact of climate change on indoor environment. Effectively reducing cooling demand in summer and heating demand in winter requests further development of seasonally regulated shading systems. The main problem is to find a way that consumes less energy while reaching better comfort, which demonstrates potential for conducting an extensive search to parametrize configuration of shading. This paper aims to investigate the effects of building shading systems on energy and thermal perfor
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Daberkow, Andreas, Stephan Groß, Christopher Fritscher, and Stefan Barth. "An Energy Efficiency Comparison of Electric Vehicles for Rural–Urban Logistics." In Small Electric Vehicles. Springer International Publishing, 2021. http://dx.doi.org/10.1007/978-3-030-65843-4_7.

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AbstractIn many small and medium-sized businesses in rural–urban areas, delivery services to and from customers, suppliers, and distributed locations are required regularly. In contrast to purely urban commercial centres, the distances here are larger. The aim of this paper is to identify opportunities for substituting combustion-engine logistics with lightweight electric commercial vehicles and the limitations thereto, describing an energy efficiency comparison and improvement process for a defined logistics application. Thus, the area of Heilbronn-Franconia and its transport conditions are p
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Tàbara, J. David. "The TIPPING+ Project Journey." In Springer Climate. Springer International Publishing, 2024. http://dx.doi.org/10.1007/978-3-031-50762-5_1.

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AbstractThis chapter introduces and provides the research background of the several contributions of this book. It does so first by briefly reviewing the previous conceptual developments that over the course of two decades eventually led to the EU-funded project TIPPING+. The goal of the project was to improve our understanding of the enabling conditions and complex processes for fast structural sustainable transformations in coal and carbon intensive regions (CCIRs) using the notion of positive tipping points as a boundary concept able to bring together the insights of various social science
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Dobrocky, Tomas, and Àlex Rovira. "Problem Solving Disorders of CSF." In IDKD Springer Series. Springer Nature Switzerland, 2024. http://dx.doi.org/10.1007/978-3-031-50675-8_2.

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AbstractSpontaneous Intracranial Hypotension (SIH)Spontaneous intracranial hypotension (SIH) is a debilitating medical condition, which is perpetuated by the continuous loss of cerebrospinal fluid (CSF) at the level of the spine, and is the top differential diagnosis for patients presenting with orthostatic headache. Neuroimaging plays a crucial role in the diagnostic work-up and monitoring SIH, as it provides objective data in the face of various clinical symptoms and very often a normal opening pressure on lumbar puncture. Brain MRI frequently demonstrates typical signs of CSF depletion and
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Conference papers on the topic "Conditional Search Space"

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Takeda, Kazuhiro, Masaru Kondo, Muthu Karuppasamy, Mohamed S. H. Salem, and Shinobu Takizawa. "Design of Experiments Algorithm for Comprehensive Exploration and Rapid Optimization in Chemical Space." In The 35th European Symposium on Computer Aided Process Engineering. PSE Press, 2025. https://doi.org/10.69997/sct.101968.

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Bayesian optimization is known to be able to search for the optimal conditions based on a small number of experiments. However, these experiments are insufficient to understand the experimental condition space. In contrast, we report the development of an algorithm that combines a low-confounding definitive screening design with Bayesian optimization, allowing for rapid optimization and ensuring sufficient experiments to understand the experimental condition space with a low confounding.
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Guo, Changfang, Liuzhu Ma, Yaoquan Gao, Mingcheng Zuo, and Wenhua Jiao. "Reconstruction Optimization Design with Incomplete Projection Condition Based on Search Space Pruning and Multi-population Dynamic Adjustment Strategy." In 2025 2nd International Conference on Electronic Engineering and Information Systems (EEISS). IEEE, 2025. https://doi.org/10.1109/eeiss65394.2025.11085848.

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Katebah, Mary A., Ma�moun Al-Rawashdeh, and Patrick Linke. "Beyond Yield: Assessing Reaction System Performance using Economics." In Foundations of Computer-Aided Process Design. PSE Press, 2024. http://dx.doi.org/10.69997/sct.167342.

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Early stage exploration of reaction systems, including catalyst selection, operating conditions� specifications, reactor design, and optimization, is critical in the engineering field. It is general practice in the reaction engineering field to explore systems against certain performance metrics, of which yield is one of the most commonly utilized objectives. While the yield provides a quantitative measure of how efficiently reactants are converted into target product(s), its definition is ambiguous, particularly in the presence of side/ incomplete reactions, and multiple products. Most of the
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Niermann, Christian. "SPAACE - 3D Audio Support for Confined Area Operations." In Vertical Flight Society 74th Annual Forum & Technology Display. The Vertical Flight Society, 2018. http://dx.doi.org/10.4050/f-0074-2018-12741.

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A major challenge in aviation and cockpit design is data overload. Especially in the visual channel and associated breakdowns in monitoring systems. These problems are expected to worsen with new and advancing complex missions, which will require pilots to manage increased amounts of data and adopt new responsibilities. Multimodal approaches and especially new developed 3D audio systems have the potential to become a major part. Current cockpits convey audio only as warning- or information-sound. This paper documents a helicopter simulator study to test a new developed 3D audio system to suppo
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Valdez, Sofia, Nicholas Rodriguez, and Carolyn Seepersad. "Latent Variable Representations for Interactive Structural Design Exploration." In ASME 2022 International Design Engineering Technical Conferences and Computers and Information in Engineering Conference. American Society of Mechanical Engineers, 2022. http://dx.doi.org/10.1115/detc2022-91076.

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Abstract Additive manufacturing and topology optimization are complementary technologies that enable unprecedented levels of design freedom for realizing complex structures. This increasing design freedom is accompanied by increasing complexity, such that it can become difficult for either computational algorithms or human designers alone to search these expansive design spaces effectively. Our previous work laid the foundation for an interactive design framework that enables human designers to use their expertise and intuition to guide computational algorithms quickly towards promising soluti
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Drobyshevski, Y., H. Wadhwa, and J. R. Whelan. "Response Based Design Metocean Conditions for an FPSO by the Extremum Search Within Joint Metocean PDF." In ASME 2015 34th International Conference on Ocean, Offshore and Arctic Engineering. American Society of Mechanical Engineers, 2015. http://dx.doi.org/10.1115/omae2015-41658.

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The response based analysis of a floating system aims at the prediction of extreme N-year return period responses by analysing their statistics in site-specific metocean conditions. After the extreme responses have been determined the inverse problem is solved: the most probable design metocean conditions (DMC) should be determined which cause these responses. The most probable DMC associated with a given response can be determined by using the joint probability density function (PDF) of metocean parameters. Mathematically, the most probable DMC is equivalent to a “design point”, at which the
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Shi, Qinzhong, Ichiro Hagiwara, and Futoshi Takashima. "The Most Probable Optimal Design Method for Global Optimization." In ASME 1999 Design Engineering Technical Conferences. American Society of Mechanical Engineers, 1999. http://dx.doi.org/10.1115/detc99/dac-8635.

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Abstract In this study, to find the global optimum efficiently, holographic neural network is introduced to be an activate function of response surface methodology. Since the accuracy of approximation function near the global optimal design is merely important, techniques to search the region of containing the global optimal design using conditional random seeds, and techniques for finding more, accurate approximation near the global optimal design, using holographic neural network are exploited. In the study, the proposed approach called the most probable optimal design (MPOD) method to pick
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Ji, Ke, Peng Wang, Wenjun Ke, et al. "Domain-Hierarchy Adaptation via Chain of Iterative Reasoning for Few-shot Hierarchical Text Classification." In Thirty-Third International Joint Conference on Artificial Intelligence {IJCAI-24}. International Joint Conferences on Artificial Intelligence Organization, 2024. http://dx.doi.org/10.24963/ijcai.2024/698.

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Recently, various pre-trained language models (PLMs) have been proposed to prove their impressive performances on a wide range of few-shot tasks. However, limited by the unstructured prior knowledge in PLMs, it is difficult to maintain consistent performance on complex hierarchically dependent tasks, especially when the downstream data is extremely scarce. The main challenge is how to transfer the unstructured semantic space in PLMs to the downstream domain hierarchy. Unlike previous work on hierarchical text classification (HTC) which directly performs multi-label classification or uses graph
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Meshreki, Mouhab, Karim Hamza, Ashraf O. Nassef, and Helmi Attia. "Optimization of the Cutting Conditions for High Speed Drilling of Woven Composites." In ASME 2013 International Design Engineering Technical Conferences and Computers and Information in Engineering Conference. American Society of Mechanical Engineers, 2013. http://dx.doi.org/10.1115/detc2013-12992.

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The present work proposes a new algorithm for the optimization of cutting parameters in the high speed drilling of woven composites. The cutting parameters under consideration are the feed rate and the spindle speed. Three performance parameters are to be minimized. These are the exit delamination, the surface roughness and the thrust force. These performance parameters are observed experimentally. One of the challenges that face the experimental testing of these parameters is the high cost of the drilling tools and specimen materials. Therefore, the minimization of the number of experimental
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Dong, Ming, and Jianzhong Cha. "Timed Petri Nets and Heuristic Search-Based FMS Scheduling." In ASME 1996 Design Engineering Technical Conferences and Computers in Engineering Conference. American Society of Mechanical Engineers, 1996. http://dx.doi.org/10.1115/96-detc/dac-1063.

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Abstract In this paper, FMS scheduling problems are modeled by timed Petri nets. The timed Petri nets can model the important characteristics of FMSs such as routing flexibility, shared resources, precedence relationships among operations, concurrency, synchronization and lot sizes. So the Petri net model of an FMS scheduling problem which reflects the given constraints would limit the search within the feasible schedule space. By making use of a heuristic scheduling algorithm which satisfies the lower bound condition of the algorithm A*, the search space can be further reduced and an optimal
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Reports on the topic "Conditional Search Space"

1

Weinschenk, Craig, and Jack Regan. Analysis of Search and Rescue Tactics in Single-Story Single-Family Homes Part II: Kitchen and Living Room Fires. UL's Fire Safety Research Institute, 2022. http://dx.doi.org/10.54206/102376/zkxw6893.

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Prior full-scale fire service research on the residential fireground has focused the impact of ventilation and suppression tactics on fire dynamics. This study builds upon prior research by conducting 10 experiments a purpose-built single-story, single-family residential structure to quantify the im- pact of how search and rescue tactics are coupled with ventilation and suppression actions and timing. Each fully furnished structure included four bedrooms, 2 bathrooms and an open-floor kitchen and living room. The structures were instrumented to quantify post-ignition toxic gas and thermal cond
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2

Weinschenk, Craig. Analysis of Search and Rescue Tactics in Single-Story Single-Family Homes Part I: Bedroom Fires. UL's Fire Safety Research Institute, 2022. http://dx.doi.org/10.54206/102376/dptn2682.

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Abstract:
Prior full-scale fire service research on the residential fireground has focused the impact of ventilation and suppression tactics on fire dynamics. This study builds upon prior research by conducting 11 experiments a purpose-built single-story, single-family residential structure to quantify the im- pact of how search and rescue tactics are coupled with ventilation and suppression actions and timing. Each fully furnished structure included four bedrooms, 2 bathrooms and an open-floor kitchen and living room. The structures were instrumented to quantify post-ignition toxic gas and thermal cond
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3

Weinschenk, Craig, and Keith Stakes. Analysis of Search and Rescue Tactics in Single-Story Single-Family Homes Part III: Tactical Considerations. UL's Fire Safety Research Institute, 2022. http://dx.doi.org/10.54206/102376/xsla7995.

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Prior full-scale fire service research on the residential fireground has focused the impact of ventilation and suppression tactics on fire dynamics. This study builds upon prior research by conducting 21 experiments in two identical purpose-built single-story, single-family residential structures to quantify the impact of how search and rescue tactics are coupled with ventilation and suppression actions and timing. Each fully furnished structure included four bedrooms, 2 bathrooms and an open-floor kitchen and living room. The structures were instrumented to quantify post-ignition toxic gas an
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4

Kerber, Steve, and Robin Zevotek. Fire Service Summary Report: Study of Residential Attic Fire Mitigation Tactics and Exterior Fire Spread Hazards on Firefighter Safety. UL Firefighter Safety Research Institute, 2014. http://dx.doi.org/10.54206/102376/pxtq2256.

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Attic fires pose many hazards for the fire service. When a fire occurs in an attic, it is common it goes unnoticed/reported until smoke or flames are visible from the outside of the structure. Because they take longer to detect, attic fires are more dangerous for firefighters and residents. In a fire situation, the attic ventilation system, which is designed to reduce moisture accumulation by drawing fresh air low from the eaves and exhausting moisture laden warm air near the peak, create an optimal fire growth and spread situation by supplying oxygen to the fire and exhausting hot gases. An e
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5

Kerber, Steve, and Robin Zevotek. Study of Residential Attic Fire Mitigation Tactics and Exterior Fire Spread Hazards on Firefighter Safety Released. UL Firefighter Safety Research Institute, 2014. http://dx.doi.org/10.54206/102376/lihb1439.

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Abstract:
Attic fires pose many hazards for the fire service. When a fire occurs in an attic, it is common it goes unnoticed/reported until smoke or flames are visible from the outside of the structure. Because they take longer to detect, attic fires are more dangerous for firefighters and residents. In a fire situation, the attic ventilation system, which is designed to reduce moisture accumulation by drawing fresh air low from the eaves and exhausting moisture laden warm air near the peak, create an optimal fire growth and spread situation by supplying oxygen to the fire and exhausting hot gases. An e
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