000 | 04281nam a22005895i 4500 | ||
---|---|---|---|
001 | 978-3-031-17693-7 | ||
003 | DE-He213 | ||
005 | 20240423125227.0 | ||
007 | cr nn 008mamaa | ||
008 | 230224s2023 sz | s |||| 0|eng d | ||
020 |
_a9783031176937 _9978-3-031-17693-7 |
||
024 | 7 |
_a10.1007/978-3-031-17693-7 _2doi |
|
050 | 4 | _aQA76.9.N38 | |
072 | 7 |
_aUYQL _2bicssc |
|
072 | 7 |
_aCOM073000 _2bisacsh |
|
072 | 7 |
_aUYQL _2thema |
|
082 | 0 | 4 |
_a006.35 _223 |
100 | 1 |
_aHamborg, Felix. _eauthor. _4aut _4http://id.loc.gov/vocabulary/relators/aut |
|
245 | 1 | 0 |
_aRevealing Media Bias in News Articles _h[electronic resource] : _bNLP Techniques for Automated Frame Analysis / _cby Felix Hamborg. |
250 | _a1st ed. 2023. | ||
264 | 1 |
_aCham : _bSpringer Nature Switzerland : _bImprint: Springer, _c2023. |
|
300 |
_aXIII, 238 p. 30 illus., 21 illus. in color. _bonline resource. |
||
336 |
_atext _btxt _2rdacontent |
||
337 |
_acomputer _bc _2rdamedia |
||
338 |
_aonline resource _bcr _2rdacarrier |
||
347 |
_atext file _bPDF _2rda |
||
505 | 0 | _a1. Introduction -- 2. Media Bias Analysis -- 3. Person-Oriented Framing Analysis -- 4. Target Concept Analysis -- 5. Frame Analysis -- 6. Prototype -- 7. Conclusion. . | |
506 | 0 | _aOpen Access | |
520 | _aThis open access book presents an interdisciplinary approach to reveal biases in English news articles reporting on a given political event. The approach named person-oriented framing analysis identifies the coverage’s different perspectives on the event by assessing how articles portray the persons involved in the event. In contrast to prior automated approaches, the identified frames are more meaningful and substantially present in person-oriented news coverage. The book is structured in seven chapters: Chapter 1 presents a few of the severe problems caused by slanted news coverage and identifies the research gap that motivated the research described in this thesis. Chapter 2 discusses manual analysis concepts and exemplary studies from the social sciences and automated approaches, mostly from computer science and computational linguistics, to analyze and reveal media bias. This way, it identifies the strengths and weaknesses of current approaches for identifying and revealing media bias. Chapter 3 discusses the solution design space to address the identified research gap and introduces person-oriented framing analysis (PFA), a new approach to identify substantial frames and to reveal slanted news coverage. Chapters 4 and 5 detail target concept analysis and frame identification, the first and second component of PFA. Chapter 5 also introduces the first large-scale dataset and a novel model for target-dependent sentiment classification (TSC) in the news domain. Eventually, Chapter 6 introduces Newsalyze, a prototype system to reveal biases to non-expert news consumers by using the PFA approach. In the end, Chapter 7 summarizes the thesis and discusses the strengths and weaknesses of the thesis to derive ideas for future research on media bias. This book mainly targets researchers and graduate students from computer science, computational linguistics, political science, and further social sciences who want to get an overview of the relevant state of the art inthe other related disciplines and understand and tackle the issue of bias from a more effective, interdisciplinary viewpoint. | ||
650 | 0 | _aNatural language processing (Computer science). | |
650 | 0 | _aMachine learning. | |
650 | 0 | _aDigital media. | |
650 | 0 | _aLinguistics. | |
650 | 0 | _aPolitical science. | |
650 | 1 | 4 | _aNatural Language Processing (NLP). |
650 | 2 | 4 | _aMachine Learning. |
650 | 2 | 4 | _aDigital and New Media. |
650 | 2 | 4 | _aLinguistics. |
650 | 2 | 4 | _aPolitical Science. |
710 | 2 | _aSpringerLink (Online service) | |
773 | 0 | _tSpringer Nature eBook | |
776 | 0 | 8 |
_iPrinted edition: _z9783031176920 |
776 | 0 | 8 |
_iPrinted edition: _z9783031176944 |
776 | 0 | 8 |
_iPrinted edition: _z9783031176951 |
856 | 4 | 0 | _uhttps://doi.org/10.1007/978-3-031-17693-7 |
912 | _aZDB-2-SCS | ||
912 | _aZDB-2-SXCS | ||
912 | _aZDB-2-SOB | ||
942 | _cSPRINGER | ||
999 |
_c175634 _d175634 |