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2,031 results for “transformation”
Dataset of miRNA-Disease Relations Extracted from Textual Data using Transformer-based Neural Networks
<p>Supplementary Data.</p>
A Unified Theoretical Framework for the Synergistic Integration of Transformers and Diffusion Models
<p>This paper introduces a novel, comprehensive theoretical framework for the synergistic integration of Transformer and Diffusion models, two paradigms that have independently revolutionized machine learning. We establish a fundamental correspondence between these models through a unified representation and a generalized dynamics equation, bridging the gap between their seemingly disparate architectures. Our key contributions include:</p> <p>(1) A unified mathematical formulation that encapsulates both Transformer and Diffusion processes;</p> <p>(2) A novel Diffusion-Enhanced Attention mechanism that incorporates Diffusion dynamics into Transformer attention;</p> <p>(3) Rigorous theoretical analyses including convergence guarantees, generalization bounds, and sample efficiency proofs for the integrated model.</p> <p>We provide detailed mathematical derivations and empirical validations across various tasks, demonstrating significant improvements over standalone models and existing hybrid approaches. This work lays the foundation for a new class of AI models that leverage the strengths of both paradigms, potentially leading to more powerful, efficient, and versatile AI systems. Our framework opens up new avenues for research in areas such as enhanced language modeling, advanced image generation, and multi-modal learning, paving the way for the next generation of AI technologies.</p>
Impact of atmospheric water-soluble iron on α-pinene-derived SOA formation and transformation in the presence of aqueous droplets
<p>The following data sets belong to the article "Impact of atmospheric water-soluble iron on α-pinene-derived SOA formation and transformation in the presence of aqueous droplets" The impact of water-soluble atmospheric iron on formation, growth and aging of secondary organic aerosol (SOA) is a controversial subject in the literature. Iron chemistry drives Fenton-like reactions in the aqueous phase which is dependent on pH. Flow reactor experiments in the dark and under humid conditions were conducted to investigate systematically the influence of ferrous iron in the aqueous phase on α-pinene SOA by online physical analysis and offline high-resolution mass spectrometry. In total 31 flow reactor experiments were conducted in four sets of experiments. All SMPS data and mass spectra in negative mode are uploaded sorted by set of experiments and figures in the paper. You can find the workflow of SMPS data analysis as well as the retention times of the target analysis in the paper and SI.</p>
Digital Transformation to Optimize the BBI (Proudly Made in Indonesia) National Movement for Tourism and Creative Economy Actors in the Borobudur Tourism Area, Salaman District, Magelang
<p>This material has presented on 2nd International Conference on Advanced Research in Engineering and Technology in October 25, 2023.</p>
JDIAZ - Navigating Digital Transformation and Technology Adoption: Data & High RES Images
<p>JDIAZ - Navigating Digital Transformation and Technology Adoption: Data & High RES Images</p> <p><strong>Navigating Digital Transformation and Technology Adoption: A Literature Review from Small and Medium Enterprises in Developing Countries</strong></p>
Creation of Surface Mesopores in Macroporous Silica via Partial Pseudomorphic Transformation
<p>Raw data to the manuscript </p> <p>Creation of Surface Mesopores in Macroporous Silica via Partial Pseudomorphic Transformation</p>
Human-driven land surface transformations are major influences in global drought propagation
<p>This upload contains two data sets </p> <p>1) oldata.zip : This dataset contains time series for soil moisture, groundwater, precipitation and evapotranspiration within Open loop simulations </p> <p>2) dadata.zip : This dataset contains time series for soil moisture, groundwater, precipitation and evapotranspiration within Data assimilation simulations </p>
DATABASE 03 School Transformation Process
Open the record for dataset details and reuse information.
FIGURE 1. Myrmecium fuscum Dahl, 1907 in Myrmecium colombianum (Poinar, 2024) n. comb.-the second known fossilized castianeirine spider, illustration of a further specimen of Myrmecium in Colombian copal and notes on transformational ant mimicry and evolution of the genus
FIGURE 1. Myrmecium fuscum Dahl, 1907, female, Chairo, La Paz Department, Bolivia: A. Lateral view, arrow indicates the large hump over leg IV insertion which is characteristic of the species group; B. Dorsal view, arrows indicate the three deep lateral carapace constrictions, diagnostic feature for the genus; scale bars 1 mm. C. Dorsal habitus of minor worker of Crematogaster sp., possible model of juvenile Myrmecium sp., Villa Tunari, Bolivia. D. Dorsal habitus of juvenile of Myrmecium sp. in Colombian copal (no further information available; photo source: FossilEra (2024), copyright Matt Heaton). Ontogenetic transformation in Myrmecium bifasciatum Taczanowski, 1874, Villa Tunari, Bolivia: E. Dorsal habitus of juvenile, length between 2–3 mm, recently hatched from the egg sac, the abdomen becomes more Crematogaster-like (teardrop-shaped) after feeding; F. Dorsal habitus of mother, length about 7 mm.
Data for "Directed crystalline symmetry transformation of blue-phase liquid crystals by reverse electrostriction"
<p>Experimental and numerical data associated with the paper "Directed crystalline symmetry transformation of blue-phase liquid crystals by reverse electrostriction."</p>
Statistical data - Waste management sector transformation and its impact towards JGT in Montenegro
<p>The dataset represents statistical data collected and interpreted by the authors in the framework of the research titled "<span>Waste Management Sector Transformation </span><span>and its Impact towards JGT in Montenegro"</span></p> <p>The dataset contains tables and graphs that are employed within the research and may be accessed by the general public in compliance with the Creative Commons Attribution license. The datasheets include:</p> <ol> <li>Typical of RDF recovered from municipal solid wastes generated in industrialized nations</li> <li>Waste types are used as fuels in EU-27 cement kilns</li> <li>GHG performance of typical fuels</li> <li>Amount of waste generated and managed per inhabitant in Montenegro</li> <li>Population and waste in targeted municipalities</li> <li>Amount of waste generated and collected in the study area</li> <li>Number of Inhabitants in targeted municipalities</li> <li>Waste quantities (in tons) in (a) Old Royal Capital Cetinje; (b) Danilovgrad and (c) Podgorica</li> </ol>
The Toybox Dataset of Visual Object Transformations-Part 3: Vehicles
<p>We introduce a new video dataset called Toybox for computer vision research. Videos in Toybox come from first-person, wearable camera recordings of common household objects and toys being manually manipulated to undergo structured transformations like rotations and translations. This part three of the three-part dataset. Part three contains videos of toy vehicles: car, truck, airplane and helicopter. Part one and two include animals and households, respectively.</p>
Construction of mutator plasmid, transformation and complementation
New Insight:To get successful complementation and expression of your proteinof interest in H. pylori, it is necessary to grow single colony from the transformants and propagate it to grow pure cultures. Following growth of pure culture expression of complemented protein could be screened. Growing mixed population of H. pylori after transformation may lead to unsuccessful expression of the protein of interest. This may be due to the reason that non expressing bacterial colonies growth over could dominate the actual expressing colonies.
Supplementary Material: Effectiveness of Performance Visualizations for Declarative Model Transformations
<p>We performed a case study to evaluate whether our performance visualizations developed for the declarative transformation language Henshin are suitable for performing a root cause analysis. Our study consisted of four parts. 1) Participants completed a questionnaire that collected data on their demographics and knowledge of model transformations. 2) The participants watched a video explaining the basics of models, Henshin, and our performance visualizations. 3) The study participants solved four different tasks one after the other. Guided by a questionnaire, they carried out a root cause analysis. 4) Finally, in a short interview session, we asked the participants about their assessment of the comprehensibility and usefulness of the visualizations.</p> <p>In total, 18 participants took part in our study. Our results show that most participants could correctly read and interpret the information provided by the visualizations. The majority of our participants could propose a performance optimization based on the visualizations that optimized the execution of a transformation.</p> <p>This data set contains our study material, which is necessary to repeat the study, our raw and processed data.</p>
zMAP toolset: model-based analysis of large-scale proteomic data via a variance stabilizing z-transformation
<p>Data and code used to generate the analyses and figures in paper "zMAP toolset: model-based analysis of large-scale proteomic data via a variance stabilizing z-transformation" are provided here.</p>
Dataset accompanying "Integrated nowcasting of convective precipitation with Transformer-based models using multi-source data"
<p>Dataset accompanying the article <a href="https://arxiv.org/abs/2409.10367" target="_blank" rel="noopener">Integrated nowcasting of convective precipitation with Transformer-based models using multi-source data</a>. </p> <p>Contains almost 8000 events that are sampled from the summer months (where convective precipitation events are most likely to occur) of 2019-2023, centred over Austria.</p> <p>Each sample has a temporal span of 4 hours with a spatial extent of 400 x 700 km, with following data streams:</p> <ul> <li>4 MSG infrared channels with central wavelengths of 6.2, 7.3, 8.7, and 10.8 μm</li> <li>Rain rates mosaicked from ground-based radar observations</li> <li>Lightning data from ground-based observations</li> <li>INCA precipitation analysis</li> <li>INCA convective available potential energy (CAPE) estimates</li> </ul> <p>The dataset is accompanied by elevation and coordinate information. </p> <p>Please refer to the manuscript and the <a href="https://github.com/caglarkucuk/earthformer-multisource-to-inca">GitHub repository</a> for further information and helper code for reading the data files.</p>
Data from the article titled: Transforming into community. Development process of the Algarabía Occupational Center as an expanded community of practice Transforming into community. Development process of the Algarabía Occupational Center as an expanded community of practice
<p>Project PID2020-117020GB-I00 , funded by : Ministerio de Ciencia e Innovación de España/<br>AEI/10.13039/501100011033 and by the predoctoral contracts grant for the training of PhD implemented by<br>the [grant number PRE2021-098075]</p>
DrugBLIP: Exploring the Protein-Molecule Interaction Mechanisms with a Multi-task Learning Graph Transformer
Open the record for dataset details and reuse information.
First-principle Heterogeneous Memristor Based Fourier Transform
<p>The datasets generated and analyzed during First-principle Heterogeneous Memristor Based Fourier Transform</p>
Improved global soil salinity and sodicity mapping through Box-Cox-based sample transformation and feature optimization
<p>We introduce a novel framework that leverages the Box-Cox transformation to address the skewed distribution of samples and incorporates additional critical predictors to enhance the accuracy of soil salinity (measured as electrical conductivity of the saturated soil extract, ECe) and sodicity (measured as exchangeable sodium percentage, ESP) estimates.</p> <p>We provide high-resolution (1 km × 1 km) global maps of soil salinity and sodicity from 1980 to 2022 in GeoTIFF file format for each year.</p> <p>Note: the scale factor for ECe and ESP maps is 0.001</p>
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Allen Brain Atlas
Allen Brain Atlas is an Allen Institute collection of brain map atlases, datasets, APIs, and analysis tools covering mouse, human, and non-human primate brain resources.
Annotated Behaviour and Observability Dataset (ABODe)
ABODe is a University of Edinburgh DataShare dataset for behavior classification in group-housed mice using home-cage video, identities, bounding boxes, ground-plate positions, and annotator labels.
DANDI Archive for NWB datasets
DANDI is a BRAIN Initiative archive for publishing and sharing neurophysiology data, including electrophysiology, optophysiology, and behavioral data packaged as NWB and related standards.
International Brain Laboratory public data
The International Brain Laboratory public data releases expose standardized mouse decision-making experiments, including Neuropixels recordings, widefield calcium imaging, behavior, and session metadata accessed through the ONE API.
OpenNeuro
OpenNeuro is a free, open platform for sharing neuroimaging datasets, with public search, dataset pages, and download paths for web, S3, DataLad, and the OpenNeuro CLI.