---
_id: '1121'
abstract:
- lang: eng
text: This paper presents a novel linguistic information extraction approach exploiting
analysts’ stock ratings for statistical decision making. Over a period of one
year, we gathered German stock analyst reports in order to determine market trends.
Our goal is to provide business statistics over time to illustrate market trends
for a user-selected company. We therefore recognize named entities within the
very short stock analyst reports such as organization names (e.g. BASF, BMW, Ericsson),
analyst houses (e.g. Gartner, Citigroup, Goldman Sachs), ratings (e.g. buy, sell,
hold, underperform, recommended list) and price estimations by using lexicalized
finite-state graphs, so-called local grammars. Then, company names and their acronyms
respectively have to be cross-checked against data the analysts provide. Finally,
all extracted values are compared and presented into charts with different views
depending on the evaluation criteria (e.g. by time line). Thanks to this approach
it will be easier and even more comfortable in the future to pay attention to
analysts’ buy/sell signals without reading all their reports.
author:
- first_name: Yeong Su
full_name: Lee, Yeong Su
last_name: Lee
- first_name: Michaela
full_name: Geierhos, Michaela
id: '42496'
last_name: Geierhos
orcid: 0000-0002-8180-5606
citation:
ama: 'Lee YS, Geierhos M. Buy, Sell, or Hold? Information Extraction from Stock
Analyst Reports. In: Beigl M, Christiansen H, Roth-Berghofer TR, Kofod-Petersen
A, Coventry KR, Schmidtke HR, eds. Modeling and Using Context: 7th International
and Interdisciplinary Conference, CONTEXT 2011, Karlsruhe, Germany, September
26-30, 2011, Proceedings. Vol 6967. Lecture Notes in Artificial Intelligence.
Berlin, Germany: Springer; 2011:173-184. doi:10.1007/978-3-642-24279-3_19'
apa: 'Lee, Y. S., & Geierhos, M. (2011). Buy, Sell, or Hold? Information Extraction
from Stock Analyst Reports. In M. Beigl, H. Christiansen, T. R. Roth-Berghofer,
A. Kofod-Petersen, K. R. Coventry, & H. R. Schmidtke (Eds.), Modeling and
Using Context: 7th International and Interdisciplinary Conference, CONTEXT 2011,
Karlsruhe, Germany, September 26-30, 2011, Proceedings (Vol. 6967, pp. 173–184).
Berlin, Germany: Springer. https://doi.org/10.1007/978-3-642-24279-3_19'
bibtex: '@inbook{Lee_Geierhos_2011, place={Berlin, Germany}, series={Lecture Notes
in Artificial Intelligence}, title={Buy, Sell, or Hold? Information Extraction
from Stock Analyst Reports}, volume={6967}, DOI={10.1007/978-3-642-24279-3_19},
booktitle={Modeling and Using Context: 7th International and Interdisciplinary
Conference, CONTEXT 2011, Karlsruhe, Germany, September 26-30, 2011, Proceedings},
publisher={Springer}, author={Lee, Yeong Su and Geierhos, Michaela}, editor={Beigl,
Michael and Christiansen, Henning and Roth-Berghofer, Thomas R. and Kofod-Petersen,
Anders and Coventry, Kenny R. and Schmidtke, Hedda R.Editors}, year={2011}, pages={173–184},
collection={Lecture Notes in Artificial Intelligence} }'
chicago: 'Lee, Yeong Su, and Michaela Geierhos. “Buy, Sell, or Hold? Information
Extraction from Stock Analyst Reports.” In Modeling and Using Context: 7th
International and Interdisciplinary Conference, CONTEXT 2011, Karlsruhe, Germany,
September 26-30, 2011, Proceedings, edited by Michael Beigl, Henning Christiansen,
Thomas R. Roth-Berghofer, Anders Kofod-Petersen, Kenny R. Coventry, and Hedda
R. Schmidtke, 6967:173–84. Lecture Notes in Artificial Intelligence. Berlin, Germany:
Springer, 2011. https://doi.org/10.1007/978-3-642-24279-3_19.'
ieee: 'Y. S. Lee and M. Geierhos, “Buy, Sell, or Hold? Information Extraction from
Stock Analyst Reports,” in Modeling and Using Context: 7th International and
Interdisciplinary Conference, CONTEXT 2011, Karlsruhe, Germany, September 26-30,
2011, Proceedings, vol. 6967, M. Beigl, H. Christiansen, T. R. Roth-Berghofer,
A. Kofod-Petersen, K. R. Coventry, and H. R. Schmidtke, Eds. Berlin, Germany:
Springer, 2011, pp. 173–184.'
mla: 'Lee, Yeong Su, and Michaela Geierhos. “Buy, Sell, or Hold? Information Extraction
from Stock Analyst Reports.” Modeling and Using Context: 7th International
and Interdisciplinary Conference, CONTEXT 2011, Karlsruhe, Germany, September
26-30, 2011, Proceedings, edited by Michael Beigl et al., vol. 6967, Springer,
2011, pp. 173–84, doi:10.1007/978-3-642-24279-3_19.'
short: 'Y.S. Lee, M. Geierhos, in: M. Beigl, H. Christiansen, T.R. Roth-Berghofer,
A. Kofod-Petersen, K.R. Coventry, H.R. Schmidtke (Eds.), Modeling and Using Context:
7th International and Interdisciplinary Conference, CONTEXT 2011, Karlsruhe, Germany,
September 26-30, 2011, Proceedings, Springer, Berlin, Germany, 2011, pp. 173–184.'
conference:
end_date: 2011-09-30
location: Karlsruhe, Germany
name: Modeling and Using Context, 7th International and Interdisciplinary Conference
(CONTEXT 2011)
start_date: 2011-09-26
date_created: 2018-01-29T15:36:30Z
date_updated: 2022-01-06T06:50:58Z
department:
- _id: '36'
- _id: '1'
- _id: '579'
doi: 10.1007/978-3-642-24279-3_19
editor:
- first_name: Michael
full_name: Beigl, Michael
last_name: Beigl
- first_name: Henning
full_name: Christiansen, Henning
last_name: Christiansen
- first_name: Thomas R.
full_name: Roth-Berghofer, Thomas R.
last_name: Roth-Berghofer
- first_name: Anders
full_name: Kofod-Petersen, Anders
last_name: Kofod-Petersen
- first_name: Kenny R.
full_name: Coventry, Kenny R.
last_name: Coventry
- first_name: Hedda R.
full_name: Schmidtke, Hedda R.
last_name: Schmidtke
extern: '1'
intvolume: ' 6967'
language:
- iso: eng
page: 173-184
place: Berlin, Germany
publication: 'Modeling and Using Context: 7th International and Interdisciplinary
Conference, CONTEXT 2011, Karlsruhe, Germany, September 26-30, 2011, Proceedings'
publication_identifier:
isbn:
- '9783642242786'
publication_status: published
publisher: Springer
quality_controlled: '1'
series_title: Lecture Notes in Artificial Intelligence
status: public
title: Buy, Sell, or Hold? Information Extraction from Stock Analyst Reports
type: book_chapter
user_id: '42496'
volume: 6967
year: '2011'
...