Ghent University Academic Bibliography

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B2Boost : instance-dependent profit-driven modelling of B2B churn

Bram Janssens (UGent) , Matthias Bogaert (UGent) , Astrid Bagué and Dirk Van den Poel (UGent)

(2023) ANNALS OF OPERATIONS RESEARCH.
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Hands-on data engineering with R, Python and PostgreSQL

Michel Ballings and Dirk Van den Poel (UGent)

(2022)
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COVID19 Rumor Detection

Bram Janssens (UGent) , Lisa Schetgen (UGent) , Matthias Bogaert (UGent) , Matthijs Meire and Dirk Van den Poel (UGent)

(2022)
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Amazon Rainforest Wildfires Rumor Detection

Bram Janssens (UGent) , Lisa Schetgen (UGent) , Matthias Bogaert (UGent) , Matthijs Meire and Dirk Van den Poel (UGent)

(2022)
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Predicting self‐declared movie watching behavior using Facebook data and information‐fusion sensitivity analysis

Matthias Bogaert (UGent) , Michel Ballings, Rob Bergmans and Dirk Van den Poel (UGent)

(2021) DECISION SCIENCES. 52(3). p.776-810
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Do mobile phone data provide a better denominator in crime rates and improve spatiotemporal predictions of crime?

Anneleen Rummens, Thom Snaphaan (UGent) , Nico Van de Weghe (UGent) , Dirk Van den Poel (UGent) , Lieven Pauwels (UGent) and Wim Hardyns (UGent)

(2021) ISPRS INTERNATIONAL JOURNAL OF GEO-INFORMATION. 10(6).
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Predicting the milk yield curve of dairy cows in the subsequent lactation period using deep learning

Arno Liseune (UGent) , Matthieu Salamone (UGent) , Dirk Van den Poel (UGent) , Bonifacius Van Ranst (UGent) and Miel Hostens (UGent)

(2021) COMPUTERS AND ELECTRONICS IN AGRICULTURE. 180.
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Adding interpretability to predictive maintenance by machine learning on sensor data

Bram Steurtewagen (UGent) and Dirk Van den Poel (UGent)

(2021) COMPUTERS & CHEMICAL ENGINEERING. 152.
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Leveraging sequential information from multivariate behavioral sensor data to predict the moment of calving in dairy cattle using deep learning

Arno Liseune (UGent) , Dirk Van den Poel (UGent) , Peter R. Hut, Frank J.C.M. van Eerdenburg and Miel Hostens (UGent)

(2021) COMPUTERS AND ELECTRONICS IN AGRICULTUR. 191.
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Box office sales and social media : a cross-platform comparison of predictive ability and mechanisms

Matthias Bogaert (UGent) , Michel Ballings, Dirk Van den Poel (UGent) and Asil Oztekin

(2021) DECISION SUPPORT SYSTEMS. 147.
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Evaluating the influence of Airbnb listings’ descriptions on demand

Bram Janssens (UGent) , Matthias Bogaert (UGent) and Dirk Van den Poel (UGent)

(2021) INTERNATIONAL JOURNAL OF HOSPITALITY MANAGEMENT. 99.
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Predicting donation behavior : acquisition modeling in the nonprofit sector using Facebook data

Lisa Schetgen (UGent) , Matthias Bogaert (UGent) and Dirk Van den Poel (UGent)

(2021) DECISION SUPPORT SYSTEMS. 141.
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A performance analysis of fault recovery in stream processing frameworks

Giselle van Dongen (UGent) and Dirk Van den Poel (UGent)

(2021) IEEE ACCESS. 9. p.93745-93763
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Influencing factors in the scalability of distributed stream processing jobs

Giselle van Dongen (UGent) and Dirk Van den Poel (UGent)

(2021) IEEE ACCESS. 9. p.109413-109431
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Evaluation of stream processing frameworks

Giselle van Dongen (UGent) and Dirk Van den Poel (UGent)

(2020) IEEE TRANSACTIONS ON PARALLEL AND DISTRIBUTED SYSTEMS. 31(8). p.1845-1858
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Machine learning refinery sensor data to predict catalyst saturation levels

Bram Steurtewagen (UGent) and Dirk Van den Poel (UGent)

(2020) COMPUTERS & CHEMICAL ENGINEERING. 134.
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Leveraging latent representations for milk yield prediction and interpolation using deep learning

Arno Liseune (UGent) , Matthieu Salamone (UGent) , Dirk Van den Poel (UGent) , Bonifacius Van Ranst (UGent) and Miel Hostens (UGent)

(2020) COMPUTERS AND ELECTRONICS IN AGRICULTURE. 175.
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Evaluating multi-label classifiers and recommender systems in the financial service sector

Matthias Bogaert (UGent) , Justine Lootens, Dirk Van den Poel (UGent) and Michel Ballings

(2019) EUROPEAN JOURNAL OF OPERATIONAL RESEARCH. 279(2). p.620-634
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The role of marketer-generated content in customer engagement marketing

Matthijs Meire, Kelly Hewett, Michel Ballings, V. Kumar and Dirk Van den Poel (UGent)

(2019) JOURNAL OF MARKETING. 83(6). p.21-42
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- Conference Paper
- C3
Examining the relationship between crime and the ambient population using mobile phone data : the case of Belgium

Anneleen Rummens, Thom Snaphaan (UGent) , Wim Hardyns (UGent) , Lieven Pauwels (UGent) , Dirk Van den Poel (UGent) and Nico Van de Weghe (UGent)

(2019) 19th Annual Conference of the European Society of Criminology : presentations.
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- C3
Acquisition modeling in the nonprofit sector based on Facebook data

Lisa Schetgen (UGent) , Matthias Bogaert (UGent) and Dirk Van den Poel (UGent)

(2019) INFORMS Annual Meeting, Abstracts.
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- Conference Paper
- P1
Root cause analysis of compressor failure by machine learning

Bram Steurtewagen (UGent) and Dirk Van den Poel (UGent)

(2019) 2019 PETROLEUM AND CHEMICAL INDUSTRY CONFERENCE EUROPE (PCIC EUROPE). In Petroleum and Chemical Industry Conference Europe p.15-19
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Evaluating the importance of different communication types in romantic tie prediction on social media

Matthias Bogaert (UGent) , Michel Ballings (UGent) and Dirk Van den Poel (UGent)

(2018) ANNALS OF OPERATIONS RESEARCH. 263(1-2). p.501-527
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Latency measurement of fine-grained operations in benchmarking distributed stream processing frameworks

Giselle van Dongen (UGent) , Bram Steurtewagen (UGent) and Dirk Van den Poel (UGent)

(2018) 2018 IEEE International Congress on Big Data (IEEE BIGDATA CONGRESS). In IEEE International Congress on Big Data p.247-250
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Dynamics between social media engagement, firm-generated content, and live and time-shifted TV viewing

Vijay Viswanathan, Edward C. Malthouse, Ewa Maslowska, Steven Hoornaert (UGent) and Dirk Van den Poel (UGent)

(2018) JOURNAL OF SERVICE MANAGEMENT. 29(3). p.378-398
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The added value of social media data in B2B customer acquisition systems : a real-life experiment

Matthijs Meire (UGent) , Michel Ballings (UGent) and Dirk Van den Poel (UGent)

(2017) DECISION SUPPORT SYSTEMS. 104. p.26-37
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Identifying new product ideas : waiting for the wisdom of the crowd or screening ideas in real time

Steven Hoornaert (UGent) , Michel Ballings, Edward C Malthouse and Dirk Van den Poel (UGent)

(2017) JOURNAL OF PRODUCT INNOVATION MANAGEMENT. 34(5). p.580-597
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- Conference Paper
- C3
Predicting Movie Watching Behavior using Facebook data and Information-fusion Sensitivity Analysis

Matthias Bogaert (UGent) , Michel Ballings (UGent) , Rob Bergmans and Dirk Van den Poel (UGent)

(2017)
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Identifying soccer players on Facebook through predictive analytics

Matthias Bogaert (UGent) , Michel Ballings (UGent) , Martijn Hosten and Dirk Van den Poel (UGent)

(2017) DECISION ANALYSIS. 14(4). p.274-297
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Incorporating sequential information in bankruptcy prediction with predictors based on Markov for discrimination

Andrey Volkov (UGent) , Dries Benoit (UGent) and Dirk Van den Poel (UGent)

(2017) DECISION SUPPORT SYSTEMS. 98. p.59-68
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bayesQR : a Bayesian approach to quantile regression

Dries Benoit (UGent) and Dirk Van den Poel (UGent)

(2017) JOURNAL OF STATISTICAL SOFTWARE. 76(7). p.1-32
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Identification of interdisciplinary ideas

Dirk Thorleuchter (UGent) and Dirk Van den Poel (UGent)

(2016) INFORMATION PROCESSING & MANAGEMENT. 52(6). p.1074-1085
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Predicting consumer load profiles using commercial and open data

Dauwe Vercamer (UGent) , Bram Steurtewagen (UGent) , Dirk Van den Poel (UGent) and Frank Vermeulen

(2016) IEEE TRANSACTIONS ON POWER SYSTEMS. 31(5). p.3693-3701
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Integrating expert knowledge and multilingual web crawling data in a lead qualification system

Jeroen D'Haen (UGent) , Dirk Van den Poel (UGent) , Dirk Thorleuchter and Dries Benoit (UGent)

(2016) DECISION SUPPORT SYSTEMS. 82. p.69-78
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Social media optimization: identifying an optimal strategy for increasing network size on Facebook

Michel Ballings, Dirk Van den Poel (UGent) and Matthias Bogaert (UGent)

(2016) OMEGA-INTERNATIONAL JOURNAL OF MANAGEMENT SCIENCE. 59(A). p.15-25
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The added value of Facebook friends data in event attendance prediction

Matthias Bogaert (UGent) , Michel Ballings and Dirk Van den Poel (UGent)

(2016) DECISION SUPPORT SYSTEMS. 82. p.26-34
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- Conference Paper
- C3
Evaluating the Importance of Different Communication Types in Tie Strength Prediction on Social Media

Matthias Bogaert (UGent) , Michel Ballings (UGent) and Dirk Van den Poel (UGent)

(2016)
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- P1
Equity price direction prediction for day trading ensemble classification using technical analysis indicators with interaction effects

Dirk Van den Poel (UGent) , Celine Chesterman, Maxim Koppen and Michel Ballings (UGent)

(2016) 2016 IEEE CONGRESS ON EVOLUTIONARY COMPUTATION (CEC). In IEEE Congress on Evolutionary Computation p.3455-3462
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The added value of auxiliary data in sentiment analysis of Facebook posts

Matthijs Meire (UGent) , Michel Ballings (UGent) and Dirk Van den Poel (UGent)

(2016) DECISION SUPPORT SYSTEMS. 89. p.98-112
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Outlier-robust Bayesian multinomial choice modeling

Dries Benoit (UGent) , Stefan Van Aelst (UGent) and Dirk Van den Poel (UGent)

(2016) JOURNAL OF APPLIED ECONOMETRICS. 31(7). p.1445-1466
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- C3
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Preventing customers from running away! Exploring generalized additive models for customer churn prediction

Kristof Coussement, Dries Benoit (UGent) and Dirk Van den Poel (UGent)

(2015) The Sustainable Global Marketplace. p.238-238
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Evaluating multiple classifiers for stock price direction prediction

Michel Ballings (UGent) , Dirk Van den Poel (UGent) , Nathalie Hespeels and Ruben Gryp

(2015) EXPERT SYSTEMS WITH APPLICATIONS. 42(20). p.7046-7056
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Assessing the principles of spatial competition between stores within a retail network

Matthias De Beule (UGent) , Dirk Van den Poel (UGent) and Nico Van de Weghe (UGent)

(2015) APPLIED GEOGRAPHY. 62. p.125-135
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CRM in social media: predicting increases in Facebook usage frequency

Michel Ballings (UGent) and Dirk Van den Poel (UGent)

(2015) EUROPEAN JOURNAL OF OPERATIONAL RESEARCH. 244(1). p.248-260
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Idea mining for web-based weak signal detection

Dirk Thorleuchter (UGent) and Dirk Van den Poel (UGent)

(2015) FUTURES. 66. p.25-34
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- P1
The status of energy price modelling and its relevance to marketing in emerging economies

Gyanendra Sisodia (UGent) , Isabel Soares, Sanjay Banerji and Dirk Van den Poel (UGent)

(2015) Energy Procedia. In Energy Procedia 79. p.500-505
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Does the use of solar and wind energy increase retail prices in Europe? Evidence from EU-27

Gyanendra Singh Sisodia, Isabel Soares, Paula Ferreira, Sanjay Banerji, Dirk Van den Poel (UGent) and Manish Kumar

(2015) Energy Procedia. In Energy Procedia 79. p.506-512
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- Conference Paper
- C3
Predicting buyer behavior using social media data

Matthias Bogaert (UGent) , Kelly Hewett, Michel Ballings (UGent) and Dirk Van den Poel (UGent)

(2015) INFORMS annual meeting 2015.
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- Conference Paper
- P1
Using text summarizing to support planning of research and development

Dirk Thorleuchter (UGent) and Dirk Van den Poel (UGent)

(2014) NEW PERSPECTIVES IN INFORMATION SYSTEMS AND TECHNOLOGIES, VOL 1. In Advances in Intelligent Systems and Computing 275. p.23-29
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- Journal Article
- A1
Semantic weak signal tracing

Dirk Thorleuchter (UGent) , T Scheja and Dirk Van den Poel (UGent)

(2014) EXPERT SYSTEMS WITH APPLICATIONS. 41(11). p.5009-5016

B2Boost : instance-dependent profit-driven modelling of B2B churn

Hands-on data engineering with R, Python and PostgreSQL

COVID19 Rumor Detection

Amazon Rainforest Wildfires Rumor Detection

Predicting self‐declared movie watching behavior using Facebook data and information‐fusion sensitivity analysis

Do mobile phone data provide a better denominator in crime rates and improve spatiotemporal predictions of crime?

Predicting the milk yield curve of dairy cows in the subsequent lactation period using deep learning

Adding interpretability to predictive maintenance by machine learning on sensor data

Leveraging sequential information from multivariate behavioral sensor data to predict the moment of calving in dairy cattle using deep learning

Box office sales and social media : a cross-platform comparison of predictive ability and mechanisms

Evaluating the influence of Airbnb listings’ descriptions on demand

Predicting donation behavior : acquisition modeling in the nonprofit sector using Facebook data

A performance analysis of fault recovery in stream processing frameworks

Influencing factors in the scalability of distributed stream processing jobs

Evaluation of stream processing frameworks

Machine learning refinery sensor data to predict catalyst saturation levels

Leveraging latent representations for milk yield prediction and interpolation using deep learning

Evaluating multi-label classifiers and recommender systems in the financial service sector

The role of marketer-generated content in customer engagement marketing

Examining the relationship between crime and the ambient population using mobile phone data : the case of Belgium

Acquisition modeling in the nonprofit sector based on Facebook data

Root cause analysis of compressor failure by machine learning

Evaluating the importance of different communication types in romantic tie prediction on social media

Latency measurement of fine-grained operations in benchmarking distributed stream processing frameworks

Dynamics between social media engagement, firm-generated content, and live and time-shifted TV viewing

The added value of social media data in B2B customer acquisition systems : a real-life experiment

Identifying new product ideas : waiting for the wisdom of the crowd or screening ideas in real time

Predicting Movie Watching Behavior using Facebook data and Information-fusion Sensitivity Analysis

Identifying soccer players on Facebook through predictive analytics

Incorporating sequential information in bankruptcy prediction with predictors based on Markov for discrimination

bayesQR : a Bayesian approach to quantile regression

Identification of interdisciplinary ideas

Predicting consumer load profiles using commercial and open data

Integrating expert knowledge and multilingual web crawling data in a lead qualification system

Social media optimization: identifying an optimal strategy for increasing network size on Facebook

The added value of Facebook friends data in event attendance prediction

Evaluating the Importance of Different Communication Types in Tie Strength Prediction on Social Media

Equity price direction prediction for day trading ensemble classification using technical analysis indicators with interaction effects

The added value of auxiliary data in sentiment analysis of Facebook posts

Outlier-robust Bayesian multinomial choice modeling

Preventing customers from running away! Exploring generalized additive models for customer churn prediction

Evaluating multiple classifiers for stock price direction prediction

Assessing the principles of spatial competition between stores within a retail network

CRM in social media: predicting increases in Facebook usage frequency

Idea mining for web-based weak signal detection

The status of energy price modelling and its relevance to marketing in emerging economies

Does the use of solar and wind energy increase retail prices in Europe? Evidence from EU-27

Predicting buyer behavior using social media data

Using text summarizing to support planning of research and development

Semantic weak signal tracing