Dr. Nicolas Pröllochs
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Lebenslauf |
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Seit 05/2018 |
Postdoctoral Researcher, Department of Engineering Science, University of Oxford, UK |
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04/2017 - 05/2018 |
Forschungsgruppenleiter am Lehrstuhl für Wirtschaftsinformatik, Albert-Ludwigs-Universität Freiburg |
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11/2014 - 08/2017 |
Promotion am Lehrstuhl für Wirtschaftsinformatik, Albert-Ludwigs-Universität Freiburg |
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05/2016 |
Machine Learning Summer School, Cádiz, Spain |
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10/2015 - 12/2015 |
Research Stay at School of Design Communication and IT, University of Newcastle (UON), Newcastle, Australia |
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03/2015 |
Master-Thesis: "Generating Domain-Specific Dictionaries Using Bayesian Learning", Albert-Ludwigs-Universität Freiburg |
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10/2013 - 03/2015 |
M.Sc. in Economics & Information Systems, Albert-Ludwigs-Universität Freiburg |
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08/2013 |
Bachelor-Thesis: "Sentiment Analysis of Financial News: Implementation of Linguistic Negation Rules", Albert-Ludwigs-Universität Freiburg |
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10/2010 - 08/2013 |
B.Sc in Volkswirtschaftslehre, Albert-Ludwigs-Universität Freiburg |
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Preise und Auszeichnungen |
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2018 |
Outstanding Doctoral Dissertation Award, University of Freiburg & Wirtschafts-Akademie Freiburg |
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2017 |
Microsoft Azure Research Award |
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2016 |
Best Paper Award der 49th Hawaii International Conference on System Sciences (HICSS), Kauai, Hawaii, USA |
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2015 |
Nominiert für den Best Paper Award der 48th Hawaii International Conference on System Sciences (HICSS), Kauai, Hawaii, USA |
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Lehre |
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SS 2018 |
Lecture: Business Intelligence (Sections on Data Warehousing & Data Mining) |
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WS 2017/18 |
Lecture: Management of Information Systems (Sections on Databases & Programming) Seminar: Data Analysis and Visualization in R |
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SS 2017 |
Exercise: Business Intelligence Seminar: Data Analytics in R |
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WS 2016/17 |
Seminar: Applications of Business Analytics |
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SS 2016 |
Seminar: Business Intelligence in R |
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WS 2015/16 |
Seminar: Data Mining in R |
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WS 2014/15 |
Tutorial: Management of Information Systems |
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WS 2013/14 |
Tutorial: Management of Information Systems |
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WS 2012/13 |
Tutorial: Management of Information Systems |
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WS 2011/12 |
Tutorial: Management of Information Systems |
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Ressourcen |
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Wissenschaftliche Publikationen
Peer-reviewed articles
- Lutz B, Pröllochs N, Neumann D
Sentence-Level Sentiment Analysis of Financial News Using Distributed Text Representations and Multi-Instance Learning
2019 Proceedings of the 52th Hawaii International Conference on System Sciences (HICSS 2019), Grand Wailea, Maui, HI, USA, January 8-11, 2019 - Lutz B, Pröllochs N, Neumann D
Understanding the Role of Two-Sided Argumentation in Online Consumer Reviews: A Language-Based Perspective
2018 Proceedings of the 39th International Conference on Information Systems (ICIS 2018), San Francisco, CA, USA, December 13-16, 2018 - Feuerriegel S, Pröllochs N
Investor Reaction to Financial Disclosures Across Topics: An Application of Latent Dirichlet Allocation
2018 Decision Sciences, forthcoming - Hannemann F, Pröllochs N, Alfano S, Neumann D
Noise Trader Behavior – A Disaggregated Approach to News Reception and Processing in Financial Markets
2018 Proceedings of the 26th European Conference on Information Systems (ECIS 2018), Portsmouth, UK, June 23-28, 2018 - Pröllochs N, Adam M, Feuerriegel S, Neumann D
Information Processing of Financial News: The Role of Cognitive Dissonance and Information Avoidance
2018 Proceedings of the 26th European Conference on Information Systems (ECIS 2018), Portsmouth, UK, June 23-28, 2018 - Pröllochs N, Feuerriegel S
Business Analytics for Strategic Management: Identifying and Assessing Corporate Challenges via Topic Modeling
2018 Information and Management, forthcoming - Lutz B, Pröllochs N, Neumann D
Understanding the Role of Social Media in the Assessment of Retailer-Hosted Consumer Reviews
2017 Proceedings of the 28th Australasian Conference on Information Systems (ACIS 2017), Hobart, Tasmania, Dec 4-6, 2017 - Alfano S, Tuma F, Pröllochs N, Krinitz J
A Real-Time Language Sentiment Index as a Measure of Capital Market Confidence
2017 Journal of Strategic and International Studies, 12(3), pp. 26 - 33 - Alfano S, Pröllochs N, Märkle-Huß J, Feuerriegel S, Neumann D
Setting the Right Tone: How Data Science Enables Investor Communication to Choose the Right Language
2017 Proceedings of the 13. Internationale Tagung Wirtschaftsinformatik (WI), St. Gallen, Switzerland - Pröllochs N, Feuerriegel S, Neumann D
Negation Scope Detection in Sentiment Analysis: Decision Support for News-Driven Trading
2016 Decision Support Systems, 88(1), pp. 67 - 75 - Pröllochs N, Feuerriegel S, Neumann D
Is Human Information Processing Affected by Emotional Content? Understanding The Role of Facts and Emotions in the Stock Market
2016 Proceedings of the 37th International Conference on Information Systems (ICIS 2016), Dublin, Ireland, December 11-14, 2016 - Alfano S, Rapp M, Pröllochs N, Feuerriegel S, Neumann D
Driven by News Tone? Understanding Information Processing When Covariates are Unknown: The Case of Natural Gas Price Movements
2016 Proceedings of the Multikonferenz Wirtschaftsinformatik (MKWI 2016), Illmenau, Germany, March 9-11, 2016 - Pröllochs N, Feuerriegel S, Neumann D
Detecting Negation Scopes for Financial News Sentiment Using Reinforcement Learning
2016 Proceedings of the 49th Hawaii International Conference on System Sciences (HICSS 2016), Koloa, Kauai, HI, USA, January 5-8, 2016, Best Paper Award - Pröllochs N, Feuerriegel S, Neumann D
When Words Matter Most: Tailoring Domain-Specific Dictionaries with Decision Analytics
2015 Proceedings of the Conference on Information Systems and Technology (CIST 2015), Philadelphia, PA, USA, October 31 - November 1, 2015 - Pröllochs N, Feuerriegel S, Neumann D
Generating Domain-Specific Dictionaries Using Bayesian Learning
2015 Proceedings of the 23rd European Conference on Information Systems (ECIS 2015), Münster, Germany, May 26-29, 2015 - Pröllochs N, Feuerriegel S, Neumann D
Enhancing Sentiment Analysis of Financial News by Detecting Negation Scopes
2015 Proceedings of the 48th Hawaii International Conference on System Sciences (HICSS 2015), Koloa, Kauai, HI, USA, January 5-8, 2015, Nominated for the Best Paper Award
Book chapters
- Alfano S, Pröllochs N, Feuerriegel S, Neumann D
Say It Right: IS Prototype to Enable Evidence Based Communication with Big Data
2017, In: Deokar A., Gupta A., Iyer L., Jones M. (eds), Analytics and Data Science, pp. 217-221, Springer
Workshop papers & poster presentations
- Lutz B, Marc A, Feuerriegel S, Pröllochs N, Neumann D:
Misinformation in Social Media: Empirical Evidence of Human Information Processing from NeuroIS
2018 Third Workshop on the Digitization of the Individual, San Francisco, CA, USA, December 12, 2018 - Pröllochs N, Feuerriegel S
ReinforcementLearning: A Package for Replicating Human Behavior in R
2017 R User Conference (UseR 2017), Brussels, Belgium, July 4-7, 2017 - Pröllochs N, Feuerriegel S, Neumann D
Replicating Financial Decision-Making Using Reinforcement Learning: The Role of Information Avoidance in Corporate Disclosures
2017 Symposium on Statistical Challenges in Electronic Commerce Research (SCECR 2017), Ho Chi Minh City, Vietnam, June 26-28, 2017 - Pröllochs N, Feuerriegel S, Neumann D
The Role of Information Avoidance in Financial Markets: How Investors Ignore Unwanted Information in Corporate Disclosures
2017 Winter Conference on Business Analytics (WCBA 2017), Snowbird, UT, USA, March 2-4, 2017 - Feuerriegel S, Pröllochs N, Neumann D
Understanding Human Behavior for Applications in Finance and Social Sciences: Insights from Content Analysis with Novel Bayesian learning in R
2016 R User Conference (UseR 2016), Stanford, CA, USA, June 27-30, 2016 - Pröllochs N, Feuerriegel S, Neumann D
How Emotional and Cognitive Biases in Investors' Perceptions Impact the Stock Markets
2016 Winter Conference on Business Intelligence (WCBI 2016), Snowbird, UT, USA, March 3-5, 2016 - Alfano S, Pröllochs N, Feuerriegel S, Neumann D
Say It Right: IS Prototype to Enable Evidence Based Communication with Big Data
2015 Business Analytics Congress (BAC 2015), Forth Worth, TX, USA, December 12-13, 2015 - Feuerriegel S, Schmitz J T, Pröllochs N, Neumann D
What Matters Most? How Tone in Initial Public Offering Filings and Pre-IPO News Influences Stock Market Returns
2015 FMA European Conference, Venice, Italy, June 11-12, 2015 - Pröllochs N, Feuerriegel S, Neumann D
Say it Right – How Managers Prettify Corporate Disclosures
2015 Winter Conference on Business Intelligence (WCBI 2015), Snowbird, UT, USA, March 12-14, 2015