cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.7302/3bp3-wa36
title: Enhanced word embeddings using multi-semantic representation through lexical chains

description: The relationship between words in a sentence often tell us more about the underlying semantic content of a document than its actual words, individually. Recent publications in the natural language processing arena, more specifically using word embeddings, try to incorporate semantic aspects into their word vector representation by considering the context of words and how they are distributed in a document collection. In this work, we propose two novel algorithms, called Flexible Lexical Chain II and Fixed Lexical Chain II that combine the semantic relations derived from lexical chains, prior knowledge from lexical databases, and the robustness of the distributional hypothesis in word embeddings into a single decoupled system. In short, our approach has three main contributions: (i) unsupervised techniques that fully integrate word embeddings and lexical chains; (ii) a more solid semantic representation that considers the latent relation between words in a document; and (iii) lightweight word embeddings models that can be extended to any natural language task. Knowledge-based systems that use natural language text can benefit from our approach to mitigate ambiguous semantic representations provided by traditional statistical approaches. The proposed techniques are tested against seven word embeddings algorithms using five different machine learning classifiers over six scenarios in the document classification task. Our results show that the integration between lexical chains and word embeddings representations sustain state-of-the-art results, even against more complex systems.

Github: https://github.com/truas/LexicalChain_Builder
description: Title: Enhanced word embeddings using multi-semantic representation through lexical chains

document-vectors: The datasets benchmarks (documents) were converted into vectors using the referenced word embeddings models from this work. The proposed synset embeddings are located under synset-models folder
	Word embeddings used to parse documents -> document-vectors: word2vec (google news), LDA, glove, fastText, USE, ELMo - Details and descriptions are in the original paper linked to this dataset.

synset-models: synset corpus trained into a word2vec implementation (300 dimensions, CBOW training model, window size 15, minimum count 10, hierarchical softmax). Parameters not referenced use their default values (https://radimrehurek.com/gensim/models/word2vec.html )
	Techniques used: FLLC + MSSA-0R, FLLC + MSSA-1R, FLLC + MSSA-2R
					 FXLC2 + MSSA-0R, FXLC2 + MSSA-1R, FXLC2 + MSSA-2R
					 FXLC4 + MSSA-0R, FXLC4 + MSSA-1R, FXLC4 + MSSA-2R
					 FXLC8 + MSSA-0R, FXLC8 + MSSA-1R, FXLC8 + MSSA-2R
					 
The MSSA techniques used are based on the paper of title: Multi-Sense embeddings through a word sense disambiguation process from Ruas, Terry
description: Grosky, William
description: Aizawa, Akiko. https://github.com/truas/MSSA
DOI: 10.7302/ewaa-qm16
title: A template model explains jerboa gait transitions across a broad range of speeds

description: Jerboas (Jaculus jaculus) are bipedal hopping rodents that frequently transition between gaits (running, hopping, and skipping) throughout their entire speed range. It has been hypothesized that these non-cursorial bipedal gait transitions are likely to enhance their maneuverability and predator evasion ability. However, it is difficult to use the underlying dynamics of these locomotion patterns to predict gait transitions due to the large number of degrees of freedom expressed by the animals. To this end, we used empirical jerboa kinematics and dynamics to develop a unified Spring Loaded Inverted Pendulum model with defined passive swing leg motions. The simulated trajectories from the model precisely matched the experimental data. Jerboas were observed to apply different neutral swing leg angles during locomotion. By investigating the gait structure of the model with coupled and uncoupled neutral swing leg, we found two set of mechanism may explain the frequent gait transitions of jerboas.
description: The trajectories of jerboas motion were extracted using a DNN based posture tracking tool called DeepLabCut. Our model was implemented in MATLAB by integrating the system over a complete stride using the Runge-Kutta-Fehlberg Method160 (RKF) and solved for roots of the above equalities using the fsolve function of Matlab. We then build an optimization in Matlab using sequential quadratic programming(SQP) to get solutions of our model that matched the experimental data. After that, we implemented the numerical continuation problem using the predictor and corrector method to quickly explore the adjacent periodic solutions and their transitions to other gait patterns.
DOI: 10.7302/z2f18wx2
title: Multi-Stage Attack Graph Security Games: Heuristic Strategies, with Empirical Game-Theoretic Analysis --- Dataset

description: In this work , we study the problem of allocating limited security countermeasures to protect network data from cyber-attacks, for scenarios modeled by Bayesian attack graphs. 
We consider multi-stage interactions between a network administrator and cybercriminals, formulated as a security game. 
We propose parameterized heuristic strategies for the attacker and defender and provide detailed analysis of their time complexity. 
Our heuristics exploit the topological structure of attack graphs and employ sampling methods to overcome the computational complexity in predicting opponent actions. 
Due to the complexity of the game, we employ a simulation-based approach and perform empirical game analysis over an enumerated set of heuristic strategies. 
Finally, we conduct experiments in various game settings to evaluate the performance of our heuristics in defending networks, in a manner that is robust to uncertainty about the security environment.
description: Empirical Game-Theoretic Analysis Online
DOI: 10.7302/75eh-5s19
title: Systematic review of the impact of acellular dermal matrix on aesthetics and patient satisfaction in tissue expander-to-implant breast reconstructions [Literature Search Files]

description: The dataset includes all citations considered for inclusion in the systematic review. The citations are accessible in Endnote (enlx), as well as through the primary citation export files from each database. The literature search strategies are included for reproducibility and transparency purposes. See the published methods for more information.
description: The data in this work originate from the literature searches of several citation databases, including MEDLINE (Ovid), Embase (Elsevier), CINAHL (EBSCOhost), and Cochrane Central Register of Controlled Trials (Wiley).
DOI: 10.7302/sm06-qz10
title: Atmospheric CO2 time series derived from CESM NEP and GEOS-Chem pulse response CO2

description: -CESM_bdrd _NEP_pulse_response_CO2.nc contains time series from the ‘FullyCoupled’ simulation
-CESM_bdrcs_NEP_pulse_response_CO2.nc contains time series from the ‘NoRad’ simulation
-CESM_bdrd_pftcon_NEP_pulse_response_CO2.nc contains data from t
description: Imprints of atmospheric CO2 from 22 terrestrial source regions were calculated at 41 points corresponding to the locations of NOAA CO2 observation sites(1) by convolving area-weighted monthly mean terrestrial net ecosystem productivity (NEP) from 3 CESM Extended Concentration Pathway (ECP) simulations(2) interpolated to a 1x1 degree grid with monthly atmospheric CO2 from simulations run using the GEOS-Chem model (version 9.1.2).

Summing over regions 1:20 (excluding the Arctic and Antarctic regions) gives the total contribution from source region to the CO2 at each sample site. 

1.	Monthly CO2 flask observations are available at: ftp://aftp.cmdl.noaa.gov/data/trace_gases/co2/flask/surface/ 
2.	 Access to the monthly CESM ECP output files is available from NCAR CISL upon request: https://www2.cisl.ucar.edu/user-support/allocations/
DOI: 10.7302/xmrr-gq80
title: Lexical documents Tiefo-N language of Burkina Faso

description: Our project, mainly on Dogon languages of Mali, has branched out to Burkina Faso with emphasis on documentation of the most endangered languages. Tiefo-N was studied on an emergency basis since it was down to two aging competent speakers. For additional comments and links to a reference grammar, see the readme file.
description: Regular lexical elicitation of the Tiefo-N language generated during a larger linguistic fieldwork project. The presentation separates nouns, adjectives, numerals, “other,” verbs and places (toponyms) to permit customized formats for each category.
DOI: 10.7302/jnkz-az17
title: Example Data and Code for "Real-Time Linear Prediction of Simultaneous and Independent Movements of Two Finger Groups Using an Intracortical Brain-Machine Interface"

description: This data is a subset of the data used to generate components of all figures in the manuscript and supplement in Nason et al., 2021, Neuron. The purpose of the study was to demonstrate the first-ever simultaneous brain-control of two independent groups of fingers in one hand with some analysis of cortical tuning to finger movements in nonhuman primates. This advises future brain-machine interfaces for the control of finger movements with humans. All of the data is contained in .mat files, which can be commonly opened by Matlab and the Python scipy library. The Matlab packages (and versions) used for the manuscript are: MATLAB (9.4), Signal Processing Toolbox (8.0), Statistics and Machine Learning Toolbox (11.3), and Curve Fitting Toolbox (3.5.7).
description: This data and code set includes examples that can be used to generate all figures in the manuscript. There is data from two nonhuman primates performing a two degree-of-freedom finger task using a manipulandum or a brain-machine interface to control a virtual hand to hit targets presented for the fingers (see supplemental videos in the publication link). There is data from two styles of the task. 1) Center-out, which is most of the data, is when every other pair of targets was presented at a rest location (center) for the two fingers, and in between were a random pair of targets where at least one was not at rest (out). 2) Random is when the pairs of targets are randomly placed individually along the range of motion of the fingers, but not separated by more than 50% of the range of motion. Data for both types of the task include the spiking band power measurements (Nason et al., Nature BME, 2020) synchronized with measurements of finger flexion and target information.
DOI: 10.7302/k2hs-nh21
title: Ferric iron triggers greenalite formation in simulated Archean seawater Dataset

description: Laboratory experiments were conducted to compare iron precipitation under completely ferruginous conditions with solutions that contain a low amount of oxidized iron, which can be seen as a proxy for iron oxidation in the environment.;Some XRD files are from a copper source (Cu_XRD) and others are from a cobalt source (Co_XRD). 
description: Samples were prepared and analyzed anoxically on an XploRA PLUS Raman spectrometer mounted on an Olympus BX41 microscope. Concentrated precipitate was placed in Kapton tubes and shipped to the McMaster Analytical X-Ray Diffraction Facility (MAX) for X-ray diffraction (XRD). These samples were analyzed on a Bruker D8 DISCOVER cobalt source tube XRD with a DAVINCI.DESIGN diffractometer.
description: For more information see also accompanying readme
description: methods are listed in  full in Ferric iron triggers greenalite formation in simulated Archean seawater by Hinz et al., 2021.
DOI: 10.7302/z2pc30m0
title: Anthropogenic Aerosol indirect effects in cirrus clouds

description: This data set contains the scripts and data sets needed to create the 9 figures in the referenced publication.
description: The study used data generated from model simulations, satellite and aircraft observations.
DOI: 10.6084/m9.figshare.19536760.v1
title: Neural Effects of Sham-Controlled Alpha Auditory Entrainment in Fragile X Syndrome: Pilot Study

description: Source data for manuscript
DOI: 10.7302/1663-7p66
title: Data from Editorial on Impact of Special Collections in JGR Space Physics

description: Journals sometimes focus the attention of the research community by having a special collection, sometimes an entire special issue, devoted to a single topic. A reasonable question to ask is whether the extra effort of organizing, promoting, and maintaining the special collection is worthwhile. The paper that this data set accompanies examines paper impact in the Journal of Geophysical Research Space Physics, separating the special collection papers from the non-special-collection submissions. The conclusion is that special collections are worth the extra work.
description: Citation and download data were retrieved from Wiley Journal Insights, a proprietary platform operated by Wiley. Download data was retrieved from Wiley Online Library and includes download activity of the past five years of all papers published in that journal. Citation data is from Clarivate Analytics and includes citations to papers by papers indexed in Web of Science. Download and citation data used in this analysis was retrieved 31 August 2019 and analyzed in Excel.
DOI: 10.7302/cvn3-eq83
title: Dataset of apatite and zircon (U-Th)/He thermochronologic analyses from the Rio Grande Rift, Colorado and New Mexico, USA to accompany Abbey and Niemi, 2019, Tectonics.

description: These data were produced in the scope of research into the timing, rate, and magnitude of extensional exhumation along the length of the Rio Grande Rift in Colorado and New Mexico.  The low-temperature (apatite and zircon (U-Th)/He) thermochronometric ages presented in this data set are sensitive to near-surface temperatures (~80C and 180C, respectively) and record the progressive exhumation of the rock mass from which the samples were collected towards the Earth's surface.  These thermochronometric ages, and the differences between them, provide insight into the absolute timing, exhumation rate and total magnitude of exhumation on the normal faults that bound the Rio Grande Rift.;The QTQt program mentioned (Version QTQt64R5.6.2a was used for the data presented in this deposit) is not openly available for download, but is described in the Gallagher 2012 publication referenced, and can be requested from its author. For more information on the request process and a user guide, see http://www.iearth.org.au/codes/QTQt/ 
description: Data for determining apatite and zircon (U-Th)/He ages for rock samples from the Rio Grande Rift, Colorado and New Mexico. Individual apatite and zircon grains were extracted from rock samples using standard crushing, magnetic, and density techniques. Individual apatite and zircon mineral grains were hand-selected under a microscope and encapsulated in Nb foil tubes. The quantity of naturally occurring 4He in each grain was measured via laser heating on an ASI Alphachron Helium Instrument at the University of Michigan by isotope dilution mass spectrometry.  Individual grain packets were subsequently dissolved in HNO3 and the quantity of U, Th, and Sm in each grain were measured by inductively-coupled plasma mass spectrometry at the University of Arizona. The (U-Th-Sm)/He thermochronologic ages derived from these data were determined using the standard radiogenic age equations, solved using a Matlab script. Age errors are propagated from analytical uncertainties. Age corrections due to alpha-ejection follow standard protocols.
DOI: 10.7302/rfqx-1q37
title: Literature search files for Firearm violence among LGBTQ+ communities: A scoping review and future directions

description: The search data supports a literature review project on Firearm violence among LGBTQ+ communities. The data included in the dataset are the reproducible search strategies (txt file) and the exported results of all citations from all databases (txt, ris, and.nbib files). These searches and exported result files contain all citations originating from the database searches that were considered for inclusion. 
description: Comprehensive searches were run in PubMed, Embase, CINAHL, PsycInfo, LGBT Life, and Scopus. The search strategies were documented, as were the complete result sets from all searches. The resulting citations were moved to the citation manager Endnote X9 (Clarivate Analytics). Duplicates were removed in the program and results were exported to Rayyan for screening.
DOI: 10.5281/zenodo.10345691
title: Oxnead Church

description: Source: Objaverse 1.0 / Sketchfab
DOI: 10.5281/zenodo.10345693
title: Painted wall fragment 6

description: 3D model created from a 2D public domain image. The imagery is superimposed on both sides to emphasis the fragments colour. Dimensions are relatively accurate.

[Wall painting fragment](https://www.metmuseum.org/art/collection/search/253338?searchField=All&sortBy=Relevance&ao=on&showOnly=openAccess&ft=roman+wall+fragment&offset=0&rpp=80&pos=8) via The Metropolitan Museum of Art is licensed under CC0 1.0

Source: Objaverse 1.0 / Sketchfab
DOI: 10.5281/zenodo.10345694
title: Painted wall fragment 6

description: 3D model created from a 2D public domain image. The imagery is superimposed on both sides to emphasis the fragments colour. Dimensions are relatively accurate.

[Wall painting fragment](https://www.metmuseum.org/art/collection/search/253338?searchField=All&sortBy=Relevance&ao=on&showOnly=openAccess&ft=roman+wall+fragment&offset=0&rpp=80&pos=8) via The Metropolitan Museum of Art is licensed under CC0 1.0

Source: Objaverse 1.0 / Sketchfab
DOI: 10.5281/zenodo.10345697
title: ROI022-131-06

description: Point Fragment collected in Allen County, Indiana

Catalog #: 12-Al-1157-26

Uploaded by: Carson Wright

Christine Thompson, Kiera Mcwhinney, and Kevin C. Nolan, 2021. ROI022-131-06, 3D Model .ply file. Recovered as part of Report of Investigations 22, *The Archaeological Resources of the Maumee River Valley, Allen County, Indiana*, James Mohow

Source: Objaverse 1.0 / Sketchfab
DOI: 10.5281/zenodo.10345698
title: ROI022-131-06

description: Point Fragment collected in Allen County, Indiana

Catalog #: 12-Al-1157-26

Uploaded by: Carson Wright

Christine Thompson, Kiera Mcwhinney, and Kevin C. Nolan, 2021. ROI022-131-06, 3D Model .ply file. Recovered as part of Report of Investigations 22, *The Archaeological Resources of the Maumee River Valley, Allen County, Indiana*, James Mohow

Source: Objaverse 1.0 / Sketchfab
DOI: 10.5281/zenodo.10345699
title: Gullane Old Church of St Andrew Headstone

description: Old CHurch of St Andrew, Gullane, East Lothian, Scotland

Source: Objaverse 1.0 / Sketchfab
DOI: 10.5281/zenodo.10345700
title: Gullane Old Church of St Andrew Headstone

description: Old CHurch of St Andrew, Gullane, East Lothian, Scotland

Source: Objaverse 1.0 / Sketchfab
DOI: 10.5281/zenodo.10345701
title: Jaw's harp

description: Inventory number:
MT-E/1869
2nd half of 20th century, Poland
District Museum in Tarnów

https://muzea.malopolska.pl/en/objects-list/1342

Source: Objaverse 1.0 / Sketchfab
DOI: 10.5281/zenodo.10345702
title: Jaw's harp

description: Inventory number:
MT-E/1869
2nd half of 20th century, Poland
District Museum in Tarnów

https://muzea.malopolska.pl/en/objects-list/1342

Source: Objaverse 1.0 / Sketchfab
DOI: 10.5281/zenodo.10345703
title: Mainz um 800, J8

description: Source: Objaverse 1.0 / Sketchfab
DOI: 10.5281/zenodo.10345704
title: Mainz um 800, J8

description: Source: Objaverse 1.0 / Sketchfab
DOI: 10.5281/zenodo.10345705
title: Lost Data, 'Aphrodite' Reconstruction

description: Aphrodite crouching at her bath (better) by HoangHiepVu is licensed under CC Attribution

Source: Objaverse 1.0 / Sketchfab
DOI: 10.5281/zenodo.10345706
title: Lost Data, 'Aphrodite' Reconstruction

description: Aphrodite crouching at her bath (better) by HoangHiepVu is licensed under CC Attribution

Source: Objaverse 1.0 / Sketchfab
DOI: 10.5281/zenodo.10345707
title: Megalithic Tomb from "Rügen", Germany

description: Created from around 400 Images (Sony Cybershot RX-100 VM) using Blender, Meshroom and InstantMeshes.

Source: Objaverse 1.0 / Sketchfab
DOI: 10.5281/zenodo.10345708
title: Megalithic Tomb from "Rügen", Germany

description: Created from around 400 Images (Sony Cybershot RX-100 VM) using Blender, Meshroom and InstantMeshes.

Source: Objaverse 1.0 / Sketchfab
DOI: 10.5281/zenodo.10345709
title: dorayaki

description: どら焼き

Source: Objaverse 1.0 / Sketchfab
DOI: 10.5281/zenodo.10345710
title: dorayaki

description: どら焼き

Source: Objaverse 1.0 / Sketchfab
DOI: 10.5281/zenodo.10345713
title: Female head from a facade of a Wertheim store

description: **Female head from the facade of the Wertheim department store in Leipziger Straße, Berlin**

Collection: Part of the sculpture collection at the city museum of Berlin, Germany. The collection consists of 3.000 objects of which a third are portrait busts of famous Berlin artists, scholars, politicians and rulers.

Model: The model is based only on 48 photographs taken from one angle in order to test the platform and RealityCapture. The figure had to be fixed by a small wooden piece underneath which is still in the model.

See the object in our database: https://sammlung-online.stadtmuseum.de/Details/Index/441804

CC-BY-Attribution: Stadtmuseum Berlin | Oliver Ziebe

Source: Objaverse 1.0 / Sketchfab
DOI: 10.5281/zenodo.10345714
title: Female head from a facade of a Wertheim store

description: **Female head from the facade of the Wertheim department store in Leipziger Straße, Berlin**

Collection: Part of the sculpture collection at the city museum of Berlin, Germany. The collection consists of 3.000 objects of which a third are portrait busts of famous Berlin artists, scholars, politicians and rulers.

Model: The model is based only on 48 photographs taken from one angle in order to test the platform and RealityCapture. The figure had to be fixed by a small wooden piece underneath which is still in the model.

See the object in our database: https://sammlung-online.stadtmuseum.de/Details/Index/441804

CC-BY-Attribution: Stadtmuseum Berlin | Oliver Ziebe

Source: Objaverse 1.0 / Sketchfab
DOI: 10.5281/zenodo.10345715
title: ROI010-143-01

description: Point Fragments collected in Huntington County, Indiana.

Catalog #: 12-Hu-626-9

Uploaded by: Carson Wright

Christine Thompson, Kiera McWhinney, Mary Swartz, and Kevin C. Nolan, 2021. ROI010-143-01, 3D Model .ply file. Recovered as part of Report of Investigations 10, *An Archaeological Assessment of Huntington Reservoir: Identification, Prediction, Impact*, William Wepler and Donald Cochran

Source: Objaverse 1.0 / Sketchfab
DOI: 10.5281/zenodo.10345718
title: Iberian Ceramic, Castilla-La Mancha, Spain

description: Iberian ceramic container with stamped and painted decoration from the  site of  Alarcos, Ciudad Real,  Castilla-La Mancha, Spain.  Iron Age. In the collection of the Ciudad Real Museum.  Catalog number DO000098. Processed in Reality Capture from 830 images.

Provenience: Santuary

Date: 4th-3rd Centuries BCE

Citation:  "aTempora Talavera de la Reina. Seis mil años de cerámica en Castilla-La Mancha", 2018: 300.

This work is part of the collaboration agreement signed in 2020 between the Junta de Comunidades de Castilla-La Mancha and Global Digital Heritage for the digitization of the Cultural Heritage of Castilla-La Mancha region. We want to publicly thank the collaboration of the Museum of Ciudad Real, especially by its director José Ignacio de la Torre.

Source: Objaverse 1.0 / Sketchfab