skip to content
Sentiment analysis for PTSD signals Preview this item
ClosePreview this item
Checking...

Sentiment analysis for PTSD signals

Author: Vadim Kagan; Edward Rossini; Demetrios Sapounas
Publisher: New York : Springer, 2013.
Series: SpringerBriefs in computer science.
Edition/Format:   eBook : Document : EnglishView all editions and formats
Summary:
This book describes a computational framework for real-time detection of psychological signals related to Post-Traumatic Stress Disorder (PTSD) in online text-based posts, including blogs and web forums. Further, it explores how emerging computational techniques such as sentiment mining can be used in real-time to identify posts that contain PTSD-related signals, flag those posts, and bring them to the attention of  Read more...
Rating:

(not yet rated) 0 with reviews - Be the first.

Subjects
More like this

Find a copy online

Links to this item

Find a copy in the library

&AllPage.SpinnerRetrieving; Finding libraries that hold this item...

Details

Genre/Form: Electronic books
Ebook
Additional Physical Format: Print version:
Kagan, Vadim.
Sentiment analysis for PTSD signals
(OCoLC)861359444
Material Type: Document, Internet resource
Document Type: Internet Resource, Computer File
All Authors / Contributors: Vadim Kagan; Edward Rossini; Demetrios Sapounas
ISBN: 9781461430971 1461430976 9781306162586 1306162580
OCLC Number: 861789143
Language Note: English.
Description: 1 online resource.
Contents: Introduction --
Introduction to PTSD Signals --
Data Source --
Text Analytics --
Scoring Engine --
System Overview --
Conclusions.
Series Title: SpringerBriefs in computer science.
Responsibility: Vadim Kagan, Edward Rossini, Demetrios Sapounas.

Abstract:

This book describes a computational framework for real-time detection of psychological signals related to Post-Traumatic Stress Disorder (PTSD) in online text-based posts, including blogs and web  Read more...

Reviews

User-contributed reviews
Retrieving GoodReads reviews...
Retrieving DOGObooks reviews...

Tags

Be the first.
Confirm this request

You may have already requested this item. Please select Ok if you would like to proceed with this request anyway.

Linked Data


Primary Entity

<http://www.worldcat.org/oclc/861789143> # Sentiment analysis for PTSD signals
    a schema:MediaObject, schema:CreativeWork, schema:Book ;
    library:oclcnum "861789143" ;
    library:placeOfPublication <http://id.loc.gov/vocabulary/countries/nyu> ;
    schema:about <http://experiment.worldcat.org/entity/work/data/1415391975#Topic/stress_disorders_post_traumatic> ; # Stress Disorders, Post-Traumatic
    schema:about <http://experiment.worldcat.org/entity/work/data/1415391975#Topic/computers_general> ; # COMPUTERS--General
    schema:about <http://experiment.worldcat.org/entity/work/data/1415391975#Topic/blogging> ; # Blogging
    schema:about <http://dewey.info/class/006.3/e23/> ;
    schema:about <http://experiment.worldcat.org/entity/work/data/1415391975#Topic/web_usage_mining> ; # Web usage mining
    schema:about <http://experiment.worldcat.org/entity/work/data/1415391975#Topic/computational_linguistics> ; # Computational linguistics
    schema:about <http://id.loc.gov/authorities/classification/ZA4235> ;
    schema:about <http://experiment.worldcat.org/entity/work/data/1415391975#Topic/post_traumatic_stress_disorder_data_processing> ; # Post-traumatic stress disorder--Data processing
    schema:about <http://experiment.worldcat.org/entity/work/data/1415391975#Topic/automatic_data_processing> ; # Automatic Data Processing
    schema:about <http://experiment.worldcat.org/entity/work/data/1415391975#Topic/data_mining> ; # Data Mining
    schema:author <http://viaf.org/viaf/308239609> ; # Demetrios Sapounas
    schema:author <http://viaf.org/viaf/308239607> ; # Vadim Kagan
    schema:author <http://viaf.org/viaf/308239608> ; # Edward Rossini
    schema:bookFormat schema:EBook ;
    schema:datePublished "2013" ;
    schema:description "This book describes a computational framework for real-time detection of psychological signals related to Post-Traumatic Stress Disorder (PTSD) in online text-based posts, including blogs and web forums. Further, it explores how emerging computational techniques such as sentiment mining can be used in real-time to identify posts that contain PTSD-related signals, flag those posts, and bring them to the attention of psychologists, thus providing an automated flag and referral capability. The use of sentiment extraction technologies allows automatic in-depth analysis of opinions and emotions expressed by individuals in their online posts. By training these automated systems with input from academic and clinical experts, the systems can be refined so that the accuracy of their detection of possible PTSD signals is comparable to that of psychologists reading the same online posts. While a portion of the literature on this and related topics explores the correlation between text patterns in archived documents and PTSD, no literature to date describes a system performing real-time analysis. Our system allows analysts to quickly identify, review, and validate online posts which have been flagged as exhibiting signs or symptoms of PTSD and enables follow-up, thus allowing for the presentation of treatment options to the authors of those posts. We describe the ontology of PTSD-related terms (i.e., terms which signal PTSD and related conditions) that need to be tracked, the algorithms used for extraction of the intensity of these signals, and the training process used to fine-tune sentiment analysis algorithms. We then present the results of processing a validation data set, different from the training set, comparing the algorithmic output with opinions of clinical psychologists, and explain how the concept can be extended to detect signals of other psychological conditions. We present a sample system architecture and implementation which can be used to engage users and their families, either anonymously or eponymously, and use the sentiment extraction algorithms as an early screening tool to alert clinicians to participants who may require close monitoring or follow-up. Finally, we describe a user test conducted with users recruited from the Veteran population and present the results of the analyses on the data."@en ;
    schema:exampleOfWork <http://worldcat.org/entity/work/id/1415391975> ;
    schema:genre "Electronic books"@en ;
    schema:genre "Ebook"@en ;
    schema:inLanguage "en" ;
    schema:isPartOf <http://experiment.worldcat.org/entity/work/data/1415391975#Series/springerbriefs_in_computer_science> ; # SpringerBriefs in computer science.
    schema:isSimilarTo <http://www.worldcat.org/oclc/861359444> ;
    schema:name "Sentiment analysis for PTSD signals"@en ;
    schema:productID "861789143" ;
    schema:url <http://ebookcentral.proquest.com/lib/utah/detail.action?docID=1538934> ;
    schema:url <https://link.springer.com/openurl?genre=book&isbn=978-1-4614-3096-4> ;
    schema:url <https://login.libproxy.uregina.ca:8443/login?url=https://link.springer.com/openurl?genre=book&isbn=978-1-4614-3096-4> ;
    schema:url <http://link.springer.com/10.1007/978-1-4614-3097-1> ;
    schema:url <http://www.utah.eblib.com/EBLWeb/patron/?target=patron&extendedid=P_1538934_0> ;
    schema:url <http://proxy.library.carleton.ca/login?url=http://books.scholarsportal.info/viewdoc.html?id=/ebooks/ebooks3/springer/2014-01-16/1/9781461430971> ;
    schema:url <http://public.eblib.com/choice/publicfullrecord.aspx?p=1538934> ;
    schema:url <http://www.myilibrary.com?id=547509> ;
    schema:url <http://dx.doi.org/10.1007/978-1-4614-3097-1> ;
    schema:url <http://search.ebscohost.com/login.aspx?direct=true&scope=site&db=nlebk&db=nlabk&AN=655442> ;
    schema:url <http://site.ebrary.com/id/10787954> ;
    schema:url <https://ebookcentral.proquest.com/lib/buffalo/detail.action?docID=1538934> ;
    schema:url <http://proxy.library.carleton.ca/login?url=http://dx.doi.org/10.1007/978-1-4614-3097-1> ;
    schema:url <https://grinnell.idm.oclc.org/login?url=http://link.springer.com/10.1007/978-1-4614-3097-1> ;
    schema:url <http://gate.lib.buffalo.edu/login?url=https://link.springer.com/book/10.1007/978-1-4614-3097-1> ;
    schema:url <http://link.springer.com/openurl?genre=book&isbn=978-1-4614-3096-4> ;
    schema:workExample <http://worldcat.org/isbn/9781306162586> ;
    schema:workExample <http://worldcat.org/isbn/9781461430971> ;
    schema:workExample <http://dx.doi.org/10.1007/978-1-4614-3097-1> ;
    wdrs:describedby <http://www.worldcat.org/title/-/oclc/861789143> ;
    .


Related Entities

<http://experiment.worldcat.org/entity/work/data/1415391975#Series/springerbriefs_in_computer_science> # SpringerBriefs in computer science.
    a bgn:PublicationSeries ;
    schema:hasPart <http://www.worldcat.org/oclc/861789143> ; # Sentiment analysis for PTSD signals
    schema:name "SpringerBriefs in computer science." ;
    schema:name "SpringerBriefs in computer science" ;
    .

<http://experiment.worldcat.org/entity/work/data/1415391975#Topic/automatic_data_processing> # Automatic Data Processing
    a schema:Intangible ;
    schema:name "Automatic Data Processing"@en ;
    .

<http://experiment.worldcat.org/entity/work/data/1415391975#Topic/computational_linguistics> # Computational linguistics
    a schema:Intangible ;
    schema:name "Computational linguistics"@en ;
    .

<http://experiment.worldcat.org/entity/work/data/1415391975#Topic/computers_general> # COMPUTERS--General
    a schema:Intangible ;
    schema:name "COMPUTERS--General"@en ;
    .

<http://experiment.worldcat.org/entity/work/data/1415391975#Topic/post_traumatic_stress_disorder_data_processing> # Post-traumatic stress disorder--Data processing
    a schema:Intangible ;
    schema:hasPart <http://id.loc.gov/authorities/subjects/sh85105424> ;
    schema:name "Post-traumatic stress disorder--Data processing"@en ;
    .

<http://experiment.worldcat.org/entity/work/data/1415391975#Topic/stress_disorders_post_traumatic> # Stress Disorders, Post-Traumatic
    a schema:Intangible ;
    schema:name "Stress Disorders, Post-Traumatic"@en ;
    .

<http://viaf.org/viaf/308239607> # Vadim Kagan
    a schema:Person ;
    schema:familyName "Kagan" ;
    schema:givenName "Vadim" ;
    schema:name "Vadim Kagan" ;
    .

<http://viaf.org/viaf/308239608> # Edward Rossini
    a schema:Person ;
    schema:familyName "Rossini" ;
    schema:givenName "Edward" ;
    schema:name "Edward Rossini" ;
    .

<http://viaf.org/viaf/308239609> # Demetrios Sapounas
    a schema:Person ;
    schema:familyName "Sapounas" ;
    schema:givenName "Demetrios" ;
    schema:name "Demetrios Sapounas" ;
    .

<http://worldcat.org/isbn/9781306162586>
    a schema:ProductModel ;
    schema:isbn "1306162580" ;
    schema:isbn "9781306162586" ;
    .

<http://worldcat.org/isbn/9781461430971>
    a schema:ProductModel ;
    schema:isbn "1461430976" ;
    schema:isbn "9781461430971" ;
    .

<http://www.worldcat.org/oclc/861359444>
    a schema:CreativeWork ;
    rdfs:label "Sentiment analysis for PTSD signals" ;
    schema:description "Print version:" ;
    schema:isSimilarTo <http://www.worldcat.org/oclc/861789143> ; # Sentiment analysis for PTSD signals
    .

<https://login.libproxy.uregina.ca:8443/login?url=https://link.springer.com/openurl?genre=book&isbn=978-1-4614-3096-4>
    rdfs:comment "Full text available from SpringerLINK eBooks - English/International Collection (2013)" ;
    .


Content-negotiable representations

Close Window

Please sign in to WorldCat 

Don't have an account? You can easily create a free account.