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PoliTwi: Early Detection of Emerging Political Topics on Twitter and the Impact on Concept-Level Sentiment Analysis

Rill, Sven; Reinel, Dirk; Scheidt, Jörg; Zicari, Roberto V. (2014)

Knowledge-Based Systems 2014.
DOI: 10.1016/j.knosys.2014.05.008


Open Access
 

In this work, we present a system called PoliTwi, which was designed to detect emerging political topics (Top Topics) in Twitter sooner than other standard information channels. The recognized Top Topics are shared via different channels with the wider public. For the analysis, we have collected about 4,000,000 tweets before and during the parliamentary election 2013 in Germany, from April until September 2013. It is shown, that new topics appearing in Twitter can be detected right after their occurrence. Moreover, we have compared our results to Google Trends. We observed that the topics emerged earlier in Twitter than in Google Trends.

Finally, we show how these topics can be used to extend existing knowledge bases (web ontologies or semantic networks) which are required for concept-level sentiment analysis. For this, we utilized special Twitter hashtags, called sentiment hashtags, used by the German community during the parliamentary election.

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Approaches and challenges for a SSO enabled extranet using Jasig CAS

Holzschuher, F.; Peinl, René (2013)

Open Identity Summit 2013, Kloster Banz, Germany .


Open Access
 

In this paper we describe our experiences with setting up a single signon enabled intranet with open source software and then making it accessible over the internet using a reverse proxy. During this process, we encounter several issues. We describe those, discuss possible solutions and present our final setup.

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Evaluation of an Algorithm for Aspect-Based Opinion Mining Using a Lexicon-Based Approach

Wogenstein, Florian; Drescher, Johannes; Reinel, Dirk; Rill, Sven (2013)

Proceedings of the 2nd International Workshop on Issues of Sentiment Discovery and Opinion Mining (WISDOM). ACM 2013, 5, S. 1-8.
DOI: DOI: 10.1145/2502069.2502074


Open Access
 

In this paper, we present a study of aspect-based opinion mining using a lexicon-based approach. We use a phrase-based opinion lexicon for the German language to investigate, how good strong positive and strong negative expressions of opinions, concerning products and services in the insurance domain, can be detected. We perform experiments on hand-tagged statements expressing opinions retrieved from the Ciao platform. The initial corpus contained about 14,000 sentences from 1,600 reviews. For both, positive and negative statements, more than 100 sentences were tagged. We show, that the algorithm can reach an accuracy of 62.2% for positive, but only 14.8% for negative utterances of opinions. We examine the cases, in which the opinion could not correctly be detected or in which the linking between the opinion statement and the aspect fails. Especially, the large gap in accuracy between positive and negative utterances is analysed.

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Big Data, Analytics und Cloud - Begriff, Technologien und Perspektiven

Sultanow, E.; Peinl, René (2013)

NEW Solutions. 07/2013; 2013(06-07) NEW SOLUTIONS A Journal of Environmental and Occupational Health Policy, S. 12-19.


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Recht und Nachhaltigkeit: Von der politischen Strategie in den Unternehmensalltag

Recht im Dialog, Gedächtnisschrift für Rainer Wörlen, Baden-Baden 2013 2013, S. 341-356.


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Von der politischen Strategie in den Unternehmensalltag

Weber, Beatrix (2013)

Recht im Dialog, Gedächtnisschrift für Rainer Wörlen, Baden-Baden 2013 2013, S. 341-356.


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TouchStory: combining hyperfiction and multitouch

Atzenbeck, Claus; Bernstein, Mark; Al-Shafey, Marwa Ali; Mason, Stacey (2013)

Proceedings of the 24th ACM Conference on Hypertext and Social Media (HT'13), S. 189–195.
DOI: 10.1145/2481492.2481515


Open Access Peer Reviewed
 

As multitouch phones and tablets become more popular, multitouch technologies receive increasing attention. The underlying interaction paradigm of such devices is the space on which objects are manipulated by the user's fingertips. It is natural that hypertext narratives find their way from primarily mouse-driven interaction to spatial structures and visually rich presentations. In this article we propose three features for multitouch hypertext narrative applications: (i) Native multitouch support and direct manipulations of fictive objects; (ii) using the space as a structuring mechanism rather than a means for presentation; and (iii) supporting presentation of visually rich objects. Our prototype, TouchStory, is a novel tool specialized for authoring and reading hypertext narratives that integrates these features.

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Recht und Nachhaltigkeit: Von der politischen Strategie in den Unternehmensalltag

Kokemoor, Axel; Kroeschell, Karl; Slapnicar, Klaus; Wedde, Rainer (2013)

Recht im Dialog, Gedächtnisschrift für Rainer Wörlen, Baden-Baden 2013, S. 341-356.


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Big Data, 3D-Printing, the "Edge Rank" & the Crowd, Paris

Wagener, Andreas (2013)

Pôle Universitaire Léonard de Vinci, Paris, 19.03.2014 .


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Performance of graph query languages: comparison of cypher, gremlin and native access in Neo4j

Holzschuher, F.; Peinl, René (2013)

Joint EDBT/ICDT 2013 Workshop GraphQ, Genua, Italy; 03/2013.
DOI: 10.1145/2457317.2457351


Open Access
 

NoSQL and especially graph databases are constantly gaining popularity among developers of Web 2.0 applications as they promise to deliver superior performance when handling highly interconnected data compared to traditional relational databases. Apache Shindig is the reference implementation for OpenSocial with its highly interconnected data model. However, the default back-end is based on a relational database. In this paper we describe our experiences with a different back-end based on the graph database Neo4j and compare the alternatives for querying data with each other and the JPA-based sample back-end running on MySQL. Moreover, we analyze why the different approaches often may yield such diverging results concerning throughput. The results show that the graph-based back-end can match and even outperform the traditional JPA implementation and that Cypher is a promising candidate for a standard graph query language, but still leaves room for improvements.

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Gathering Knowledge from Social Knowledge Management Environments: Validation of an Anticipatory Standard

Peinl, René; Hetmank, L.; Bick, M.; Thalmann, S.; Kruse, P.; Pawlowski, J.; Maier, R....

11th International Conference on Wirtschaftsinformatik, Leipzig, Germany; 02/2013 .


Open Access
 

Knowledge management is more and more happening in social environments, supported by social software. This directly changes the way knowledge workers interact and the way information and communication technology is used. Recent studies, striving to provide a more appropriate support for knowledge work, face challenges when eliciting knowledge from user activities and maintaining its situatedness in context. Corresponding solutions in such social environments are not interoperable due to a lack of appropriate standards. To bridge this gap, we propose and validate a first specification of an anticipatory standard in this field. We illustrate its application and utility analyzing three scenarios. As main result we analyze the lessons learned and provide insights into further research and development of our approach. By that we reach out to stimulate discussion and raise support for this initiative towards establishing standards in the domain of knowledge management.

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Particular Requirements on Opinion Mining for the Insurance Business

Rill, Sven; Drescher, Johannes; Reinel, Dirk; Scheidt, Jörg; Wogenstein, Florian (2012)

The Second International Conference on Advances in Information Mining and Management (IMMM), S. 32-36.


Open Access Peer Reviewed
 

In this paper, we discuss the work in progress of our current project focusing on opinion mining in the field of insurance business. The main purpose of this project is to improve Opinion Mining methods for the German language and optimize them with special regard to the insurance business. These improved methods make it possible to extract opinions from user-generated texts (in the insurance domain) in a better quality than today. We fetch the required text data for this study from a huge online community website for customers. There, we find a sufficient number of user reviews about insurance companies, which is necessary for our research. Besides the main purpose of this study, another aim is the development of a prototype. This could then be used to monitor the current "crowd’s opinion" about insurance products and services. For this reason and in order to understand key aspects of the domain, we collaborate with the nobisCum Deutschland GmbH, a German company offering consulting and software development services for the insurance industry. Using one data source and limited evaluation sets, we obtained first results which look promising.


Paneldiskussion: Expertenrunde Würzburger Werbefachgespräch 2012: „Darf oder muss Social Media automatisiert werden?“

Wagener, Andreas (2012)

Paneldiskussion: Expertenrunde Würzburger Werbefachgespräch 2012: „Darf oder muss Social Media automatisiert werden?“.


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Ontology-based Standardization on Knowledge Exchange in Social Knowledge Management Environments

Thalmann, S.; Peinl, René; Hetmank, L.; Kruse, P.; Seeber, Isabella; Maier, R....

12th International Conference on Knowledge Management and Knowledge Technologies (i-KNOW 2012), Graz, Austria; 09/2012 .
DOI: 10.1145/2362456.2362472


Open Access
 

After the hype around Web 2.0, organizations have revisited their efforts on knowledge management in order to create beneficial effects from their employees’ activities in social environments. While there is not much doubt about the positive effects on crea-tivity and flexibility, handling the variety of knowledge work environments that are in use at different organizational units or business partners can negatively affect productivity. While stand-ards have generally mushroomed in the IT domain, there is a lack of standards in knowledge management. This paper argues for a standard on exchanging knowledge between social environments. We revisit related work, particularly standards which can be reused for knowledge exchange, define a set of concepts that help to address the problem of exchanging contextualized knowledge as represented in social environments and present a first step towards formalizing the set of elements in an ontology.

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Manifesto for a Standard on Knowledge Exchange in Social Knowledge Management Environments

Peinl, René; Thalmann, S.; Hetmank, L.; Kruse, P.; Seeber, Isabella; Pawlowski, J....

13th European Conference on Knowledge Management, Cartagena, Spain; 09/2012 .


Open Access
 

Knowledge management (KM) instruments increasingly utilize social software applications which provide an opportunity to connect human and technology orientation to improve knowledge activities. Social systems, such as wikis, micro-blogs or organizational social networks, support several knowledge purposes, e.g., to create and develop knowledge. Even though knowing the context of knowledge creation is considered beneficial for re-using and developing knowledge, it is currently not well represented in such systems. So far, there is no standard to exchange information between diverse systems. To address this gap, we introduce a specification which allows for an activity stream-oriented perspective on knowledge to represent the creation context of knowledge as well as the exchange of information on knowledge activities between social systems. Our approach is based on existing standards to capture information in KM settings for the main entities knowledge activities, objects, context and people. We suggest extensions to take on the challenge of representing the vast variety of context resulting from the usage of many different kinds of (social) software and services.

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A Phrase-Based Opinion List for the German Language

Rill, Sven; Adolph, Sven; Drescher, Johannes; Reinel, Dirk; Scheidt, Jörg...

1st Workshop on Practice and Theory of Opinion Mining and Sentiment Analysis (PATHOS), S. 305-313.


Open Access Peer Reviewed
 

We present a new phrase-based generated list of opinion bearing words and phrases for the German language. The list contains adjectives and nouns as well as adjectiveand noun-based phrases and their opinion values on a continuous range between -1 and +1. For each word or phrase two additional quality measures are given. The list was produced using a large number of product review titles providing a textual assessment and numerical star ratings from Amazon.de. As both, review titles and star ratings, can be regarded as a summary of the writers opinion concerning a product, they are strongly correlated. Thus, the opinion value for a given word or phrase is derived from the mean star rating of review titles which contain the word or phrase. The paper describes the calculation of the opinion values and the corrections which were necessary due to the so-called “J-shaped distribution” of online reviews. The opinion values obtained are amazingly accurate.


Influence of Temperature Changes on Migraine Occurence in Germany

Scheidt, Jörg; Koppe, C.; Rill, Sven; Reinel, Dirk; Wogenstein, Florian...

International Journal of Biometeorology 57, 4, S. 649-654.
DOI: 10.1007/s00484-012-0582-2


Open Access Peer Reviewed
 

Many factors trigger migraine attacks. Weather is often reported to be one of the most common migraine triggers. However, there is little scientific evidence about the underlying mechanisms and causes. In our pilot study, we used smartphone apps and a web form to collect around 4,700 migraine messages in Germany between June 2011 and February 2012. Taking interdiurnal temperature changes as an indicator for changes in the prevailing meteorological conditions, our analyses were focused on the relationship between temperature changes and the frequency of occurrence of migraine attacks. Linear trends were fitted to the total number of migraine messages with respect to temperature changes. Statistical and systematic errors were estimated. Both increases and decreases in temperature lead to a significant increase in the number of migraine messages. A temperature increase (decrease) of 5 °C resulted in an increase of 19 ± 7 % (24 ± 8 %) in the number of migraine messages.

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A Generic Approach to Generate Opinion Lists of Phrases for Opinion Mining Applications

Rill, Sven; Scheidt, Jörg; Drescher, Johannes; Schütz, Oliver; Reinel, Dirk...

Proceedings of the First International Workshop on Issues of Sentiment Discovery and Opinion Mining (WISDOM) 2012, 7, S. 1-8.
DOI: 10.1145/2346676.2346683


Open Access Peer Reviewed
 

In this paper we present an approach to generate lists of opinion bearing phrases with their opinion values in a continuous range between -- 1 and 1. Opinion phrases that are considered include single adjectives as well as adjective-based phrases with an arbitrary number of words. The opinion values are derived from user review titles and star ratings, as both can be regarded as summaries of the user's opinion about the product under review. Phrases are organized in trees with the opinion bearing adjective as tree root. For trees with missing branches, opinion values then can be calculated using trees with similar branches but different roots. An example list is produced and compared to existing opinion lists.

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Marketing und Mediaplanung in Zeiten von Internet und Social Media – Der richtige crossmediale Media- und Marketing-Mix für die Kundengewinnung

Wagener, Andreas (2012)

Tagungsmoderation – Tagung der Marketingleiter in Publikumsverlagen / Akademie des Deutschen Buchhandels, Stuttgart, 11.05.2012.


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Aktuelle Herausforderung und Erfolgsfaktoren für eine effiziente Media- und Marketing-Planung in Verlagen

Wagener, Andreas (2012)

Tagung der Marketingleiter in Publikumsverlagen/Akademie des Deutschen Buchhandels, Stuttgart, 11.05.2012.


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Institut für Informationssysteme (iisys)

Hochschule für Angewandte Wissenschaften Hof

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Betreuung der Publikationsseiten
Grit Götz

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