cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.21227/wc78-mt44
title: Dataset for Simultaneous Multi-Subject Activity Classification Through Wi-Fi Signals

description: Recent advances in Wi-Fi sensing have ushered in a plethora of pervasive applications in home surveillance, remote healthcare, road safety, and home entertainment, among others. Most of the existing works are limited to the activity classification of a single human subject at a given time. Conversely, a more realistic scenario is to achieve simultaneous, multi-subject activity classification. The first key challenge in that context is that the number of classes grows exponentially with the number of subjects and activities. Moreover, it is known that Wi-Fi sensing systems struggle to adapt to new environments and subjects. To address both issues, we propose SiMWiSense, the first framework for simultaneous multi-subject activity classification based on Wi-Fi that generalizes to multiple environments and subjects. We address the scalability issue by using the Channel State Information (CSI) computed from the device positioned closest to the subject. We experimentally prove this intuition by confirming that the best accuracy is experienced when the CSI computed by the transceiver positioned closest to the subject is used for classification. To address the generalization issue, we develop a brand-new few-shot learning algorithm named Feature Reusable Embedding Learning (FREL). Through an extensive data collection campaign in 3 different environments and 3 subjects performing 20 different activities simultaneously, we demonstrate that SiMWiSense achieves classification accuracy of up to 97%, while FREL improves the accuracy by 85% in comparison to a traditional Convolutional Neural Network (CNN) and up to 20% when compared to the state-of-the-art few-shot embedding learning (FSEL), by using only 15 seconds of additional data for each class. For reproducibility purposes, we share our 200 GB dataset and code repository: https://github.com/kfoysalhaque/SiMWiSense
DOI: 10.15468/dl.3krr2x
title: Occurrence Download

description: A dataset containing 144 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Lepisorus boninensis Ching"
 ]
}

 The dataset includes 144 records from 20 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0044359-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.knzmbz
title: Occurrence Download

description: A dataset containing 944 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((129.49044 -15.00972,135.43057 -15.00972,135.43057 -10.81607,129.49044 -10.81607,129.49044 -15.00972))",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "TaxonKey is Dasyurus hallucatus Gould, 1842",
 "Year 2000-2024"
 ]
}

 The dataset includes 944 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0044360-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.kg8tdq
title: Occurrence Download

description: A dataset containing 21 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Litsea kurzii King ex Hook.fil."
 ]
}

 The dataset includes 21 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0044361-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.v9h8mt
title: Occurrence Download

description: A dataset listing the 36 species recorded in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-77.04647 -12.02604,-77.046 -12.02551,-77.04667 -12.0249,-77.04621 -12.02434,-77.04621 -12.0239,-77.04654 -12.02322,-77.04687 -12.02253,-77.04723 -12.02243,-77.04742 -12.02168,-77.0473 -12.02142,-77.0467 -12.0211,-77.04662 -12.02071,-77.04635 -12.02002,-77.04653 -12.01958,-77.04608 -12.01907,-77.0464 -12.01856,-77.04618 -12.01832,-77.04643 -12.01806,-77.04678 -12.01824,-77.04722 -12.01756,-77.04774 -12.01772,-77.04809 -12.01687,-77.04829 -12.01629,-77.04836 -12.01578,-77.04937 -12.01465,-77.05185 -12.01506,-77.0513 -12.01738,-77.05097 -12.01785,-77.05109 -12.01866,-77.05071 -12.02118,-77.05052 -12.02226,-77.05027 -12.02276,-77.04872 -12.02407,-77.04728 -12.02528,-77.04678 -12.02579,-77.04647 -12.02604))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset's 36 records were derived from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0044327-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.3n94m7
title: Occurrence Download

description: A dataset containing 52 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Leucadendron flexuosum I.Williams"
 ]
}

 The dataset includes 52 records from 16 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0044362-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jp7wej
title: Occurrence Download

description: A dataset containing 16 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Lophiolepis gagnidzei (Kharadze) Bures, Del Guacchio, Iamonico & P.Caputo"
 ]
}

 The dataset includes 16 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0044363-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.10887459
title: DCASE 2024 Task 9: Language-Queried Audio Source Separation | Pre-trained Weights for the Baseline System

description: == Descriptions ==

We trained the AudioSep [1] model using the development set (Clotho and augmented FSD50K datasets) for 200k steps with a batch size of 16 using one Nvidia A100 GPU (around 1 day). Model details can be found in the AudioSep paper.

Pre-trained weights for the baseline system:



audiosep_16k,baseline,step=200000.ckpt


Baseline codebase:



GitHub: https://github.com/Audio-AGI/dcase2024_task9_baseline


== Reference ==

[1] Liu X, Kong Q, Zhao Y, et al. Separate anything you describe. arXiv:2308.05037, 2023.

== Contact ==

Xubo Liu, xubo.liu@surrey.ac.uk
DOI: 10.5281/zenodo.10887460
title: DCASE 2024 Task 9: Language-Queried Audio Source Separation | Pre-trained Weights for the Baseline System

description: == Descriptions ==

We trained the AudioSep [1] model using the development set (Clotho and augmented FSD50K datasets) for 200k steps with a batch size of 16 using one Nvidia A100 GPU (around 1 day). Model details can be found in the AudioSep paper.

Pre-trained weights for the baseline system:



audiosep_16k,baseline,step=200000.ckpt


Baseline codebase:



GitHub: https://github.com/Audio-AGI/dcase2024_task9_baseline


== Reference ==

[1] Liu X, Kong Q, Zhao Y, et al. Separate anything you describe. arXiv:2308.05037, 2023.

== Contact ==

Xubo Liu, xubo.liu@surrey.ac.uk
DOI: 10.15468/dl.tdrqn6
title: Occurrence Download

description: A dataset containing 5 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Limonium asperrimum Maire"
 ]
}

 The dataset includes 5 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0044364-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.nusdfu
title: Occurrence Download

description: A dataset containing 2612 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Lepisorus buergerianus (Miq.) C.F.Zhao, R.Wei & X.C.Zhang"
 ]
}

 The dataset includes 2612 records from 89 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0044365-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.r8c3vj
title: Occurrence Download

description: A dataset containing 8 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Litsea kwangsiensis Yen C.Yang & P.H.Huang"
 ]
}

 The dataset includes 8 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0044366-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.3tczuz
title: Occurrence Download

description: A dataset containing 203 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Leucadendron floridum R.Br."
 ]
}

 The dataset includes 203 records from 13 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0044367-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.nye6mn
title: Occurrence Download

description: A dataset containing 95 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Lophiolepis horrida (Adams) Bures, Del Guacchio, Iamonico & P.Caputo"
 ]
}

 The dataset includes 95 records from 15 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0044368-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vcjedp
title: Occurrence Download

description: A dataset containing 3 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Limonium asterotrichum (C.E.Salmon) C.E.Salmon"
 ]
}

 The dataset includes 3 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0044369-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5519/qd.0nbjiale
title: Query on the Natural History Museum Data Portal (data.nhm.ac.uk) (1 records)
DOI: 10.34740/kaggle/dsv/7959233
title: Full TMDB Movies Dataset 2024 (1M Movies)
DOI: 10.15468/dl.42ms7t
title: Occurrence Download

description: A dataset containing 2244 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Lepisorus carnosus (J.Sm.) C.F.Zhao, R.Wei & X.C.Zhang"
 ]
}

 The dataset includes 2244 records from 62 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0044371-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.upr2cx
title: Occurrence Download

description: A dataset containing 19 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Litsea kwangtungensis H.T.Chang"
 ]
}

 The dataset includes 19 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0044372-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.h3shtj
title: Occurrence Download

description: A dataset containing 65 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Lophiolepis laniflora (M.Bieb.) Del Guacchio, Bures, Iamonico & P.Caputo"
 ]
}

 The dataset includes 65 records from 14 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0044374-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.bak3jw
title: Occurrence Download

description: A dataset containing 62 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Leucadendron foedum I.Williams"
 ]
}

 The dataset includes 62 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0044375-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.95f5t4
title: Occurrence Download

description: A dataset containing 29416 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Rubus spectabilis Pursh"
 ]
}

 The dataset includes 29416 records from 163 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0044373-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jhcbv8
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Limonium astypaleanum Erben & Brullo"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0044376-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.wrk7gt
title: Occurrence Download

description: A dataset containing 6 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "Country is Argentina",
 "OccurrenceStatus is Present",
 "TaxonKey is Cyathea delgadii Pohl ex Sternb."
 ]
}

 The dataset includes 6 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0044378-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.mbr847
title: Occurrence Download

description: A dataset containing 157 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Litsea laeta (Nees) Trimen"
 ]
}

 The dataset includes 157 records from 16 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0044379-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.mrwvdw
title: Occurrence Download

description: A dataset containing 547 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Lepisorus clathratus (C.B.Clarke) Ching"
 ]
}

 The dataset includes 547 records from 53 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0044377-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.uup5b5
title: Occurrence Download

description: A dataset containing 173 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Lophiolepis lobelii (Ten.) Del Guacchio, Bures, Iamonico & P.Caputo"
 ]
}

 The dataset includes 173 records from 23 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0044380-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8yf335
title: Occurrence Download

description: A dataset containing 340 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Leucadendron galpinii E.Phillips & Hutch."
 ]
}

 The dataset includes 340 records from 22 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0044381-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.4cet67
title: Occurrence Download

description: A dataset containing 6 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Limonium atticum Erben & Brullo"
 ]
}

 The dataset includes 6 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0044382-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3886/icpsr39014.v1
title: Survey of Consumer Attitudes and Behavior, September 2021
title: Version 1

description: The Survey of Consumer Attitudes and Behavior series (also known as the Surveys of Consumers) was undertaken to measure changes in consumer attitudes and expectations, to understand why such changes occur, and to evaluate how they relate to consumer decisions to save, borrow, or make discretionary purchases. The data regularly include the Index of Consumer Sentiment, the Index of Current Economic Conditions, and the Index of Consumer Expectations. Since the 1940s, these surveys have been produced quarterly through 1977 and monthly thereafter.


The surveys conducted in 2021 focused on topics such as evaluations and expectations about personal finances, employment, price changes, and the national business situation. Opinions were collected regarding respondents' appraisals of present market conditions for purchasing houses, automobiles, computers, and other durables.


Also explored in this survey, were respondents' vehicle financing, political affiliation, and the coronavirus. Demographic information includes ethnic origin, sex, age, marital status, and education.
description: The purpose of this survey series is to forecast changes in aggregate consumer behavior.
description: This survey is a rotating panel design. For each monthly sample, an independent cross-section sample of households is drawn. The respondents chosen in this drawing are then reinterviewed six months later. The result is a rotating panel design, and the total sample for any one survey is normally made up of 60 percent new respondents with 40 percent being interviewed for the second time.
description: The data are not weighted, however, this collection contains three weight variables; <strong>WT_AD</strong> (Adult weight),<strong> WT_HH</strong> (Household weight),<strong> WT</strong> (Household weight (<strong>WT_HH</strong> renamed)) that must be used in any analysis. For more information on weights and sampling, please refer to the documentation and/or visit the Survey of Consumers Website.
description: National sample of telephone numbers from cell (RDD) sampling frame.
description: Datasets: 
DS0: Study-Level Files
DS1: Public-Use Data
DS2: Restricted-Use Data
description: Persons aged 18 years or older living in households with telephones in the coterminous United States. Smallest Geographic Unit: FIPS code
description: computer-assisted telephone interview (CATI)Information on the Index of Consumer Sentiment, the Index of Current Economic Conditions, and the Index of Consumer Expectations and how they were created can be found in the P.I. Codebook.Additional information on the Surveys of Consumers can be found by visiting the Survey of Consumer Website .
DOI: 10.3886/icpsr39014
title: Survey of Consumer Attitudes and Behavior, September 2021
title: Archival Version

description: The Survey of Consumer Attitudes and Behavior series (also known as the Surveys of Consumers) was undertaken to measure changes in consumer attitudes and expectations, to understand why such changes occur, and to evaluate how they relate to consumer decisions to save, borrow, or make discretionary purchases. The data regularly include the Index of Consumer Sentiment, the Index of Current Economic Conditions, and the Index of Consumer Expectations. Since the 1940s, these surveys have been produced quarterly through 1977 and monthly thereafter.


The surveys conducted in 2021 focused on topics such as evaluations and expectations about personal finances, employment, price changes, and the national business situation. Opinions were collected regarding respondents' appraisals of present market conditions for purchasing houses, automobiles, computers, and other durables.


Also explored in this survey, were respondents' vehicle financing, political affiliation, and the coronavirus. Demographic information includes ethnic origin, sex, age, marital status, and education.
description: The purpose of this survey series is to forecast changes in aggregate consumer behavior.
description: This survey is a rotating panel design. For each monthly sample, an independent cross-section sample of households is drawn. The respondents chosen in this drawing are then reinterviewed six months later. The result is a rotating panel design, and the total sample for any one survey is normally made up of 60 percent new respondents with 40 percent being interviewed for the second time.
description: The data are not weighted, however, this collection contains three weight variables; <strong>WT_AD</strong> (Adult weight),<strong> WT_HH</strong> (Household weight),<strong> WT</strong> (Household weight (<strong>WT_HH</strong> renamed)) that must be used in any analysis. For more information on weights and sampling, please refer to the documentation and/or visit the Survey of Consumers Website.
description: National sample of telephone numbers from cell (RDD) sampling frame.
description: Datasets: 
DS0: Study-Level Files
DS1: Public-Use Data
DS2: Restricted-Use Data
description: Persons aged 18 years or older living in households with telephones in the coterminous United States. Smallest Geographic Unit: FIPS code
description: computer-assisted telephone interview (CATI)Information on the Index of Consumer Sentiment, the Index of Current Economic Conditions, and the Index of Consumer Expectations and how they were created can be found in the P.I. Codebook.Additional information on the Surveys of Consumers can be found by visiting the Survey of Consumer Website .
DOI: 10.15468/dl.svg39r
title: Occurrence Download

description: A dataset containing 21 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Litsea laevigata (Nees) Gamble"
 ]
}

 The dataset includes 21 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0044383-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.kxqrqr
title: Occurrence Download

description: A dataset containing 15 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Lepisorus confluens W.M.Chu"
 ]
}

 The dataset includes 15 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0044384-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.gkjpfu
title: Occurrence Download

description: A dataset containing 112 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Human Observation, Specimen)",
 "Country is Belize",
 "DatasetKey is one of (Plant Resources Center, Digitalización y Sistematización de las Colecciones Biológicas Nacionales del Instituto de Biología, UNAM (Plantas vasculares), University of Michigan Herbarium, Edinburgh (E) Herbarium Specimens, Phanerogamic Botanical Collections (S), NMNH Extant Specimen Records (USNM, US), Natural History Museum (London) Collection Specimens, Tropicos Specimens Non-MO, The New York Botanical Garden Herbarium (NY), Tropicos MO Specimen Data)",
 "OccurrenceStatus is Present",
 "TaxonKey is Sphaeropteris myosuroides (Liebm.) R.M.Tryon"
 ]
}

 The dataset includes 112 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0044385-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.