cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.sjh24g
title: Occurrence Download

description: A dataset containing 152 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Ceratostigma abyssinicum (Hochst.) Asch."
 ]
}

 The dataset includes 152 records from 22 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0045198-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.13161838
title: Binary black-hole simulation SXS:BBH:0698

description: Simulation of a black-hole binary system evolved by the SpEC code.
DOI: 10.5281/zenodo.13161839
title: Binary black-hole simulation SXS:BBH:0698

description: Simulation of a black-hole binary system evolved by the SpEC code.
DOI: 10.15468/dl.6j8hw9
title: Occurrence Download

description: A dataset containing 20 species occurrences available in GBIF matching the query:
{
 "Geometry" : [
 "POLYGON ((149.571004 -32.798181, 149.571004 -32.802672, 149.57325 -32.802672, 149.57325 -32.798181, 149.571004 -32.798181))"
 ]
}

 The dataset includes 20 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0045199-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.13161850
title: Binary black-hole simulation SXS:BBH:0932

description: Simulation of a black-hole binary system evolved by the SpEC code.
DOI: 10.5281/zenodo.13161851
title: Binary black-hole simulation SXS:BBH:0932

description: Simulation of a black-hole binary system evolved by the SpEC code.
DOI: 10.15468/dl.vgu4nd
title: Occurrence Download

description: A dataset containing 9 species occurrences available in GBIF matching the query:
{
 "Geometry" : [
 "POLYGON ((149.746177 -32.798181, 149.746177 -32.802672, 149.75516 -32.802672, 149.75516 -32.798181, 149.746177 -32.798181))"
 ]
}

 The dataset includes 9 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0045200-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.13161864
title: Binary black-hole simulation SXS:BBH:0969

description: Simulation of a black-hole binary system evolved by the SpEC code.
DOI: 10.5281/zenodo.13161865
title: Binary black-hole simulation SXS:BBH:0969

description: Simulation of a black-hole binary system evolved by the SpEC code.
DOI: 10.15468/dl.j6zutv
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "Geometry" : [
 "POLYGON ((149.119599 -32.802672, 149.119599 -32.804918, 149.126336 -32.804918, 149.126336 -32.802672, 149.119599 -32.802672))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0045201-240626123714530/datasets/export for details.
DOI: 10.5281/zenodo.13161868
title: Binary black-hole simulation SXS:BBH:1068

description: Simulation of a black-hole binary system evolved by the SpEC code.
DOI: 10.5281/zenodo.13161869
title: Binary black-hole simulation SXS:BBH:1068

description: Simulation of a black-hole binary system evolved by the SpEC code.
DOI: 10.15468/dl.6jut8c
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "Geometry" : [
 "MULTIPOLYGON (((149.007309 -32.804918, 149.0118 -32.804918, 149.0118 -32.807164, 149.014046 -32.807164, 149.014046 -32.804918, 149.018538 -32.804918, 149.018538 -32.798181, 149.025275 -32.798181, 149.025275 -32.791443, 149.020783 -32.791443, 149.020783 -32.795935, 149.016292 -32.795935, 149.016292 -32.798181, 149.0118 -32.798181, 149.0118 -32.802672, 149.007309 -32.802672, 149.007309 -32.804918)), ((149.007309 -32.804918, 149.002817 -32.804918, 149.002817 -32.807164, 149.007309 -32.807164, 149.007309 -32.804918)), ((149.025275 -32.791443, 149.029767 -32.791443, 149.029767 -32.786952, 149.020783 -32.786952, 149.020783 -32.789197, 149.025275 -32.789197, 149.025275 -32.791443)))"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0045202-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.13161870
title: Binary black-hole simulation SXS:BBH:0997

description: Simulation of a black-hole binary system evolved by the SpEC code.
DOI: 10.5281/zenodo.13161871
title: Binary black-hole simulation SXS:BBH:0997

description: Simulation of a black-hole binary system evolved by the SpEC code.
DOI: 10.5281/zenodo.13161884
title: Binary black-hole simulation SXS:BBH:1003

description: Simulation of a black-hole binary system evolved by the SpEC code.
DOI: 10.5281/zenodo.13161885
title: Binary black-hole simulation SXS:BBH:1003

description: Simulation of a black-hole binary system evolved by the SpEC code.
DOI: 10.15468/dl.mrrqn5
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "Geometry" : [
 "MULTIPOLYGON (((149.247609 -32.798181, 149.247609 -32.804918, 149.249855 -32.804918, 149.249855 -32.807164, 149.254347 -32.807164, 149.254347 -32.811655, 149.256592 -32.811655, 149.256592 -32.807164, 149.258838 -32.807164, 149.258838 -32.804918, 149.256592 -32.804918, 149.256592 -32.802672, 149.254347 -32.802672, 149.254347 -32.798181, 149.247609 -32.798181)), ((149.256592 -32.811655, 149.256592 -32.820639, 149.258838 -32.820639, 149.258838 -32.818393, 149.265576 -32.818393, 149.265576 -32.813901, 149.26333 -32.813901, 149.26333 -32.811655, 149.256592 -32.811655)))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0045203-240626123714530/datasets/export for details.
DOI: 10.5281/zenodo.13161892
title: Binary black-hole simulation SXS:BBH:1084

description: Simulation of a black-hole binary system evolved by the SpEC code.
DOI: 10.5281/zenodo.13161893
title: Binary black-hole simulation SXS:BBH:1084

description: Simulation of a black-hole binary system evolved by the SpEC code.
DOI: 10.15468/dl.cbudtr
title: Occurrence Download

description: A dataset containing 2947 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "TaxonKey is Adansonia L."
 ]
}

 The dataset includes 2947 records from 155 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0045204-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.tq7rbt
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "Geometry" : [
 "MULTIPOLYGON (((149.604691 -32.798181, 149.604691 -32.802672, 149.609183 -32.802672, 149.609183 -32.798181, 149.604691 -32.798181)), ((149.609183 -32.802672, 149.609183 -32.804918, 149.611429 -32.804918, 149.611429 -32.802672, 149.609183 -32.802672)), ((149.611429 -32.804918, 149.611429 -32.807164, 149.61592 -32.807164, 149.61592 -32.804918, 149.611429 -32.804918)), ((149.61592 -32.807164, 149.61592 -32.820639, 149.618166 -32.820639, 149.618166 -32.818393, 149.622658 -32.818393, 149.622658 -32.811655, 149.618166 -32.811655, 149.618166 -32.807164, 149.61592 -32.807164)))"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0045205-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.13161898
title: Binary black-hole simulation SXS:BBH:0865

description: Simulation of a black-hole binary system evolved by the SpEC code.
DOI: 10.5281/zenodo.13161899
title: Binary black-hole simulation SXS:BBH:0865

description: Simulation of a black-hole binary system evolved by the SpEC code.
DOI: 10.15468/dl.awjysq
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "Geometry" : [
 "POLYGON ((149.53058 -32.802672, 149.53058 -32.804918, 149.532826 -32.804918, 149.532826 -32.807164, 149.535071 -32.807164, 149.535071 -32.811655, 149.539563 -32.811655, 149.539563 -32.802672, 149.53058 -32.802672))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0045206-240626123714530/datasets/export for details.
DOI: 10.15468/dl.ddkpja
title: Occurrence Download

description: A dataset containing 21 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Ceratostigma asperrimum Stapf ex Prain"
 ]
}

 The dataset includes 21 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0045207-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.13161910
title: Binary black-hole simulation SXS:BBH:0845

description: Simulation of a black-hole binary system evolved by the SpEC code.
DOI: 10.5281/zenodo.13161911
title: Binary black-hole simulation SXS:BBH:0845

description: Simulation of a black-hole binary system evolved by the SpEC code.
DOI: 10.5281/zenodo.13161918
title: Binary black-hole simulation SXS:BBH:0662

description: Simulation of a black-hole binary system evolved by the SpEC code.
DOI: 10.5281/zenodo.13161919
title: Binary black-hole simulation SXS:BBH:0662

description: Simulation of a black-hole binary system evolved by the SpEC code.
DOI: 10.15468/dl.zfjb54
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "Geometry" : [
 "MULTIPOLYGON (((149.218414 -32.804918, 149.218414 -32.807164, 149.216168 -32.807164, 149.216168 -32.811655, 149.225151 -32.811655, 149.225151 -32.807164, 149.22066 -32.807164, 149.22066 -32.804918, 149.218414 -32.804918)), ((149.225151 -32.811655, 149.225151 -32.813901, 149.227397 -32.813901, 149.227397 -32.818393, 149.231889 -32.818393, 149.231889 -32.813901, 149.234134 -32.813901, 149.234134 -32.811655, 149.225151 -32.811655)))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0045208-240626123714530/datasets/export for details.
DOI: 10.15468/dl.mnuea9
title: Occurrence Download

description: A dataset containing 23724 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is one of (China, Hong Kong)",
 "Geometry POLYGON((70.08255 15.33637,136.57433 15.33637,136.57433 56.30739,70.08255 56.30739,70.08255 15.33637))",
 "HasGeospatialIssue is false",
 "TaxonKey is Squamata",
 "Year 1990-2024"
 ]
}

 The dataset includes 23724 records from 45 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0045209-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.temnrb
title: Occurrence Download

description: A dataset containing 21 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is China",
 "GadmGid is CHN.29_1",
 "TaxonKey is Aquila nipalensis Hodgson, 1833"
 ]
}

 The dataset includes 21 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0045210-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.13161922
title: Binary black-hole simulation SXS:BBH:0748

description: Simulation of a black-hole binary system evolved by the SpEC code.
DOI: 10.5281/zenodo.13161923
title: Binary black-hole simulation SXS:BBH:0748

description: Simulation of a black-hole binary system evolved by the SpEC code.
DOI: 10.15468/dl.u8hnym
title: Occurrence Download

description: A dataset containing 146 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Ceratostigma griffithii C.B.Clarke"
 ]
}

 The dataset includes 146 records from 28 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0045211-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jbufde
title: Occurrence Download

description: A dataset containing 236 species occurrences available in GBIF matching the query:
{
 "Geometry" : [
 "MULTIPOLYGON (((149.157777 -32.789197, 149.157777 -32.786952, 149.155531 -32.786952, 149.155531 -32.78246, 149.148794 -32.78246, 149.148794 -32.789197, 149.142057 -32.789197, 149.142057 -32.791443, 149.135319 -32.791443, 149.135319 -32.795935, 149.139811 -32.795935, 149.139811 -32.804918, 149.133073 -32.804918, 149.133073 -32.807164, 149.135319 -32.807164, 149.135319 -32.811655, 149.126336 -32.811655, 149.126336 -32.813901, 149.139811 -32.813901, 149.139811 -32.82513, 149.148794 -32.82513, 149.148794 -32.820639, 149.144302 -32.820639, 149.144302 -32.818393, 149.148794 -32.818393, 149.148794 -32.811655, 149.142057 -32.811655, 149.142057 -32.807164, 149.148794 -32.807164, 149.148794 -32.804918, 149.155531 -32.804918, 149.155531 -32.807164, 149.157777 -32.807164, 149.157777 -32.813901, 149.164515 -32.813901, 149.164515 -32.804918, 149.16676 -32.804918, 149.16676 -32.798181, 149.171252 -32.798181, 149.171252 -32.775723, 149.164515 -32.775723, 149.164515 -32.789197, 149.157777 -32.789197), (149.15104 -32.789197, 149.157777 -32.789197, 149.157777 -32.791443, 149.164515 -32.791443, 149.164515 -32.798181, 149.162269 -32.798181, 149.162269 -32.804918, 149.157777 -32.804918, 149.157777 -32.802672, 149.155531 -32.802672, 149.155531 -32.798181, 149.15104 -32.798181, 149.15104 -32.789197)), ((149.162269 -32.798181, 149.162269 -32.795935, 149.157777 -32.795935, 149.157777 -32.798181, 149.162269 -32.798181)))"
 ]
}

 The dataset includes 236 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0045212-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.13161930
title: Binary black-hole simulation SXS:BBH:0774

description: Simulation of a black-hole binary system evolved by the SpEC code.
DOI: 10.5281/zenodo.13161931
title: Binary black-hole simulation SXS:BBH:0774

description: Simulation of a black-hole binary system evolved by the SpEC code.
DOI: 10.15468/dl.jg33es
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "Geometry" : [
 "MULTIPOLYGON (((149.541809 -32.811655, 149.541809 -32.813901, 149.5463 -32.813901, 149.5463 -32.811655, 149.541809 -32.811655)), ((149.5463 -32.813901, 149.5463 -32.818393, 149.548546 -32.818393, 149.548546 -32.813901, 149.5463 -32.813901)))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0045213-240626123714530/datasets/export for details.
DOI: 10.5281/zenodo.13161966
title: Binary black-hole simulation SXS:BBH:0686

description: Simulation of a black-hole binary system evolved by the SpEC code.
DOI: 10.5281/zenodo.13161967
title: Binary black-hole simulation SXS:BBH:0686

description: Simulation of a black-hole binary system evolved by the SpEC code.
DOI: 10.5281/zenodo.13161970
title: Binary black-hole simulation SXS:BBH:0656

description: Simulation of a black-hole binary system evolved by the SpEC code.
DOI: 10.5281/zenodo.13161971
title: Binary black-hole simulation SXS:BBH:0656

description: Simulation of a black-hole binary system evolved by the SpEC code.
DOI: 10.15468/dl.9qhgrj
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "Geometry" : [
 "POLYGON ((149.640624 -32.811655, 149.640624 -32.818393, 149.64287 -32.818393, 149.64287 -32.820639, 149.647361 -32.820639, 149.647361 -32.813901, 149.64287 -32.813901, 149.64287 -32.811655, 149.640624 -32.811655))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0045214-240626123714530/datasets/export for details.
DOI: 10.5281/zenodo.13161974
title: Binary black-hole simulation SXS:BBH:0780

description: Simulation of a black-hole binary system evolved by the SpEC code.
DOI: 10.5281/zenodo.13161975
title: Binary black-hole simulation SXS:BBH:0780

description: Simulation of a black-hole binary system evolved by the SpEC code.
DOI: 10.15468/dl.9f2r26
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "Geometry" : [
 "POLYGON ((149.195956 -32.813901, 149.195956 -32.818393, 149.202693 -32.818393, 149.202693 -32.820639, 149.204939 -32.820639, 149.204939 -32.82513, 149.209431 -32.82513, 149.209431 -32.818393, 149.204939 -32.818393, 149.204939 -32.813901, 149.195956 -32.813901))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0045215-240626123714530/datasets/export for details.
DOI: 10.5281/zenodo.13162000
title: Binary black-hole simulation SXS:BBH:0652

description: Simulation of a black-hole binary system evolved by the SpEC code.
DOI: 10.5281/zenodo.13162001
title: Binary black-hole simulation SXS:BBH:0652

description: Simulation of a black-hole binary system evolved by the SpEC code.
DOI: 10.15468/dl.47ujpc
title: Occurrence Download

description: A dataset containing 14 species occurrences available in GBIF matching the query:
{
 "Geometry" : [
 "POLYGON ((149.856221 -32.816147, 149.856221 -32.818393, 149.860712 -32.818393, 149.860712 -32.816147, 149.856221 -32.816147))"
 ]
}

 The dataset includes 14 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0045216-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.13162002
title: Binary black-hole simulation SXS:BBH:0784

description: Simulation of a black-hole binary system evolved by the SpEC code.
DOI: 10.5281/zenodo.13162003
title: Binary black-hole simulation SXS:BBH:0784

description: Simulation of a black-hole binary system evolved by the SpEC code.
DOI: 10.15468/dl.9fff5u
title: Occurrence Download

description: A dataset containing 9 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Valeriana moorei Barrie"
 ]
}

 The dataset includes 9 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0045217-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.wqjjfd
title: Occurrence Download

description: A dataset containing 103 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is China",
 "GadmGid is CHN.29_1",
 "TaxonKey is Lophophorus impejanus (Latham, 1790)"
 ]
}

 The dataset includes 103 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0045218-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.9f7493
title: Occurrence Download

description: A dataset containing 5 species occurrences available in GBIF matching the query:
{
 "Geometry" : [
 "POLYGON ((149.928086 -32.80941, 149.928086 -32.811655, 149.923595 -32.811655, 149.923595 -32.813901, 149.919103 -32.813901, 149.919103 -32.818393, 149.916857 -32.818393, 149.916857 -32.816147, 149.914611 -32.816147, 149.914611 -32.827376, 149.919103 -32.827376, 149.919103 -32.82513, 149.923595 -32.82513, 149.923595 -32.822884, 149.92584 -32.822884, 149.92584 -32.820639, 149.928086 -32.820639, 149.928086 -32.818393, 149.932578 -32.818393, 149.932578 -32.816147, 149.934824 -32.816147, 149.934824 -32.80941, 149.928086 -32.80941))"
 ]
}

 The dataset includes 5 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0045219-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.13162004
title: Binary black-hole simulation SXS:BBH:0711

description: Simulation of a black-hole binary system evolved by the SpEC code.
DOI: 10.5281/zenodo.13162005
title: Binary black-hole simulation SXS:BBH:0711

description: Simulation of a black-hole binary system evolved by the SpEC code.
DOI: 10.5281/zenodo.13162018
title: Binary black-hole simulation SXS:BBH:0808

description: Simulation of a black-hole binary system evolved by the SpEC code.
DOI: 10.5281/zenodo.13162019
title: Binary black-hole simulation SXS:BBH:0808

description: Simulation of a black-hole binary system evolved by the SpEC code.
DOI: 10.15468/dl.nszvzv
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "Geometry" : [
 "POLYGON ((148.72883 -32.82513, 148.72883 -32.827376, 148.733321 -32.827376, 148.733321 -32.82513, 148.72883 -32.82513))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0045220-240626123714530/datasets/export for details.
DOI: 10.14457/tu.the.2023.330
title: การประมาณค่าแบบดั้งเดิมและแบบเบส์สำหรับตัวแบบการถดถอยปัวซงสองตัวแปรที่ตัดศูนย์

description: งานวิจัยนี้มีวัตถุประสงค์เพื่อนำเสนอการประมาณค่าแบบดั้งเดิมและแบบเบส์สำหรับตัวแบบการถดถอยปัวซงสองตัวแปรที่ตัดศูนย์ที่ถูกสร้างจากวิธี Marginal-Conditional ทั้งในกรณีที่ตัวแปรอิสระไม่มีความสัมพันธ์กันและมีความสัมพันธ์กัน พร้อมทั้งเปรียบเทียบประสิทธิภาพการประมาณค่าแบบดั้งเดิมโดยใช้วิธีภาวะน่าจะเป็นสูงสุดและวิธีบูตสแทร็ปกับการประมาณค่าแบบเบส์ที่ใช้การแจกแจงก่อนที่แตกต่างกัน 3 รูปแบบ ได้แก่ การแจกแจงเอกรูป การแจกแจงลาปลาซและการแจกแจงปรกติโดยจะคำนวณตัวประมาณแบบเบส์ด้วยวิธีเมโทรโพลิสแบบเดินสุ่ม ในการเปรียบเทียบประสิทธภาพการประมาณค่าจะศึกษาผ่านการจำลองมอนติคาร์โลโดยใช้เกณฑ์ค่าความคลาดเคลื่อนกำลังสองเฉลี่ย ค่าความกว้างเฉลี่ยของช่วงความเชื่อมั่นและค่าความน่าจะเป็นคุ้มรวม นอกจากนี้ยังมีการใช้ข้อมูลจริงมาวิเคราะห์เพื่อแสดงประสิทธิภาพของวิธีที่นำเสนอในเชิงประยุกต์
DOI: 10.14457/tu.the.2023.331
title: การแบ่งกลุ่มลูกค้าเพื่อวิเคราะห์กลุ่มลูกค้ารายเดือนของบริษัทโทรคมนาคม

description: ปัจจุบันกลุ่มลูกค้าที่ใช้บริการรายเดือนหรือประเภททำสัญญาแบบใช้ก่อน จ่ายทีหลัง (Post-Paid) ของบริษัทโทรคมนาคมนั้นมีปริมาณเพิ่มขึ้นอย่างรวดเร็ว ส่งผลให้บริษัทต้องเผชิญกับการแข่งขันที่เพิ่มขึ้น และการเปลี่ยนแปลงของความต้องการของลูกค้าที่กำลังเปลี่ยนไป จึงทำให้การแบ่งกลุ่มลูกค้าเป็นกลยุทธ์สำคัญในอุตสาหกรรมโทรคมนาคม มีเป้าหมายเพื่อพัฒนาบริการลูกค้าให้มีความหลากหลายและมีประสิทธิภาพมากขึ้น การศึกษานี้จึงต้องการศึกษากลุ่มลูกค้าดังกล่าว ที่ใช้บริการในลักษณะของการทำสัญญารายเดือน (Post-Paid) ของบริษัทโทรคมนาคม โดยการแบ่งกลุ่มด้วยวิธี K-means จากนั้นวิเคราะห์ลักษณะเด่นของแต่ละกลุ่ม เพื่อพิจารณาแนวทางกลยุทธ์ในการให้บริการการจากการศึกษาพบว่าสามารถแบ่งกลุ่มลูกค้าออกได้เป็นสองกลุ่ม โดยกลุ่มแรกมีอายุ ค่าใช้จ่ายบริการเฉลี่ย และระยะเวลาการใช้บริการที่น้อยกว่า โดยกลยุทธ์ที่เหมาะสมกับกลุ่มนี้คือการเพิ่มความอยากใช้บริการของลูกค้าให้มากขึ้น เช่นเสนอราคาบริการพิเศษ โครงการลูกค้าภักดี ส่วนกลุ่มที่สองมีอายุ ค่าใช้จ่ายเฉลี่ย และระยะเวลาการใช้บริการที่สูงกว่า เหมาะสมกับกลยุทธ์ประเภทที่ทำให้ลูกค้ายังคงใช้บริการต่อเนื่องต่อไป หรือมีการมอบสิทธิพิเศษให้กับลูกค้ากลุ่มนี้ เพื่อดึงดูดไม่ให้เลิกใช้บริการ