Publications
The following list contains all publications by our group. Publications with Code are available on Github. You can find our published datasets here.
- [ 2023 ]
- [ 2022 ]
- [ 2021 ]
- [ 2020 ]
- [ 2019 ]
- [ 2018 ]
- [ 2017 ]
- [ 2016 ]
- [ 2015 ]
- [ 2014 ]
- [ 2013 ]
- [ 2012 ]
- [ 2011 ]
- [ 2010 ]
- [ 2009 ]
- [ 2008 ]
- [ 2007 ]
- [ 2006 ]
- [ 2005 ]
- [ 2004 ]
- [ 2003 ]
- [ 2002 ]
- [ 2001 ]
- [ 2000 ]
2023[ to top ]
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Towards a Computational Analysis of Suspense: Detecting Dangerous Situations (2023).
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Long-Term Effects of Perceived Friendship with Intelligent Voice Assistants on Usage Behavior, User Experience, and Social Perceptions in Computers (2023). 12(4)
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Feature relevance XAI in anomaly detection: Reviewing approaches and challenges in Frontiers in Artificial Intelligence (2023). 6
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ConvMOS: climate model output statistics with deep learning in Data Mining and Knowledge Discovery (2023). 37(1) 136–166.
2022[ to top ]
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Detecting Anomalies in Transaction Data PhD thesis, Universität Würzburg. (2022).
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On Learning Hierarchical Embeddings from Encrypted Network Traffic in 2022 {IEEE/IFIP} Network Operations and Management Symposium, {NOMS} 2022, Budapest, Hungary, April 25-29, 2022 (2022). 1–7.
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Sequential Item Recommendation in the {MOBA} Game Dota 2 in CoRR (2022). abs/2201.08724
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Do Different Deep Metric Learning Losses Lead to Similar Learned Features? in CoRR (2022). abs/2205.02698
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The Impact of Different System Call Representations on Intrusion Detection in Log. J. {IGPL} (2022). 30(2) 239–251.
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CLIP knows image aesthetics in Frontiers in artificial intelligence (2022). 5 976235.
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Towards Responsible Medical Diagnostics Recommendation Systems in CoRR (2022). abs/2209.03760
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NeuralPDE: Modelling Dynamical Systems from Data in {KI} 2022: Advances in Artificial Intelligence - 45th German Conference on AI, Trier, Germany, September 19-23, 2022, Proceedings, Lecture Notes in Computer Science, R. Bergmann, L. Malburg, S. C. Rodermund, I. J. Timm (eds.) (2022). (Vol. 13404) 75–89.
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On Background Bias in Deep Metric Learning in CoRR (2022). abs/2210.01615
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Comparison of Data Representations and Machine Learning Architectures for User Identification on Arbitrary Motion Sequences in CoRR (2022). abs/2210.00527
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Towards Explainable Occupational Fraud Detection in Machine Learning and Principles and Practice of Knowledge Discovery in Databases. ECML PKDD 2022 (2022). Communications in Computer and Information Science(1753) 79–96.
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Towards Responsible Medical Diagnostics Recommendation Systems (2022).
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Open ERP System Data For Occupational Fraud Detection in arxiv (2022).
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One Graph to Rule them All: Using {NLP} and Graph Neural Networks to analyse Tolkien’s Legendarium in Proceedings of the Computational Humanities Research Conference 2022, {CHR} 2022, Antwerp, Belgium, December 12-14, 2022, {CEUR} Workshop Proceedings, F. Karsdorp, K. L. Nielbo (eds.) (2022). (Vol. 3290) 291–317.
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InDiReCT: Language-Guided Zero-Shot Deep Metric Learning for Images (2022).
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Personalization through User Attributes for Transformer-based Sequential Recommendation (2022).
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ConvMOS: Climate Model Output Statistics with Deep Learning in Data Mining and Knowledge Discovery, (P. Cellier; K. Dembczynski; A. Zimmermann; E. Devijver, eds.) (2022).
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Anomaly Detection in Beehives: An Algorithm Comparison in Sensor Networks, A. Ahrens, R. V. Prasad, C. Benavente-Peces, N. Ansari (eds.) (2022). 1–20.
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{LSX} team5 at {S}em{E}val-2022 Task 8: Multilingual News Article Similarity Assessment based on Word- and Sentence Mover{’}s Distance in Proceedings of the 16th International Workshop on Semantic Evaluation (SemEval-2022) (2022). 1190–1195.
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{W}ue{D}evils at {S}em{E}val-2022 Task 8: Multilingual News Article Similarity via Pair-Wise Sentence Similarity Matrices in Proceedings of the 16th International Workshop on Semantic Evaluation (SemEval-2022) (2022). 1235–1243.
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Point me to your Opinion, {S}en{P}oi in Proceedings of the 16th International Workshop on Semantic Evaluation (SemEval-2022) (2022). 1313–1323.
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Semi-unsupervised Learning for Time Series Classification in Milets@KDD (2022).
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SenPoi at SemEval-2022 Task 10: Point me to your Opinion, SenPoi in Proceedings of the 16th International Workshop on Semantic Evaluation, SemEval@NAACL 2022, Seattle, Washington, United States, July 14-15, 2022, G. Emerson, N. Schluter, G. Stanovsky, R. Kumar, A. Palmer, N. Schneider, S. Singh, S. Ratan (eds.) (2022). 1313–1323.
2021[ to top ]
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Automating the optical identification of abrasive wear on electrical contact pins in at - Automatisierungstechnik (2021). 69(10) 903–914.
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Anomaly Detection in Beehives: An Algorithm Comparison (2021).
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DETECTING PRESENCE OF SPEECH IN ACOUSTIC DATA OBTAINED FROM BEEHIVES in DCASE Workshop (2021).
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CoBERT: Scientific Collaboration Prediction via Sequential Recommendation in 2021 International Conference on Data Mining Workshops (ICDMW) (2021). 45–54.
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Malware detection on windows audit logs using LSTMs in Computers & Security (2021). 109 102389.
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Learning Mathematical Relations Using Deep Tree Models in 2021 20th IEEE International Conference on Machine Learning and Applications (ICMLA) (2021). 1681–1687.
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NeuralPDE: Modelling Dynamical Systems from Data (2021).
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The {F}airy{N}et Corpus - Character Networks for {G}erman Fairy Tales in Proceedings of the 5th Joint SIGHUM Workshop on Computational Linguistics for Cultural Heritage, Social Sciences, Humanities and Literature (2021). 49–56.
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Semi-unsupervised Learning: An In-depth Parameter Analysis in KI 2021: Advances in Artificial Intelligence, S. Edelkamp, R. M{\"o}ller, E. Rueckert (eds.) (2021). 51–66.
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A financial game with opportunities for fraud in 2021 IEEE Conference on Games (CoG) (2021). 1–5.
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Sequential Item Recommendation in the MOBA Game Dota 2 in 2021 International Conference on Data Mining Workshops (ICDMW) (2021). 10–17.
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The Semantic Web - {ISWC} 2021 - 20th International Semantic Web Conference, {ISWC} 2021, Virtual Event, October 24-28, 2021, Proceedings in Lecture Notes in Computer Science (2021). (Vol. 12922) Springer.
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Proximity dimensions and the emergence of collaboration: a HypTrails study on German AI research in Scientometrics (2021).
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Do Different Deep Metric Learning Losses Lead to Similar Learned Features? in Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV) (2021). 10644–10654.
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Evaluating the multi-task learning approach for land use regression modelling of air pollution in Journal of Physics: Conference Series (2021). 1834(1) 012004.
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A financial game with opportunities for fraud in IEE COG 2021 (2021). 2021
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A Case Study on Sampling Strategies for Evaluating Neural Sequential Item Recommendation Models in Fifteenth {ACM} Conference on Recommender Systems (2021).
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Comparison of Transformer-Based Sequential Product Recommendation Models for the Coveo Data Challenge in SIGIR Workshop On eCommerce (2021).
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Density-based weighting for imbalanced regression in Machine Learning, (A. Appice; S. Escalera; J. A. Gamez; H. Trautmann, eds.) (2021).
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Semi-Supervised Learning for Grain Size Distribution Interpolation in Pattern Recognition. ICPR International Workshops and Challenges: Virtual Event, January 10--15, 2021, Proceedings, Part VI (2021). 34–44.
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Self-Supervised Multi-Task Pretraining Improves Image Aesthetic Assessment in Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops (2021). 816–825.
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Assessing Media Bias in Cross-Linguistic and Cross-National Populations in Proceedings of the International AAAI Conference on Web and Social Media (2021). 15(1) 561–572.
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Detecting Scenes in Fiction: A new Segmentation Task in Proceedings of the 16th Conference of the {E}uropean Chapter of the Association for Computational Linguistics: Volume 1, Long Papers (2021).
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Shared Task on Scene Segmentation @ KONVENS 2021 in Shared Task on Scene Segmentation @ KONVENS 2021 (2021). 1–21.
2020[ to top ]
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Time Series Forecasting for Self-Aware Systems in Proceedings of the IEEE (2020). 1–26.
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Evaluation of post-hoc XAI approaches through synthetic tabular data in International Symposium on Methodologies for Intelligent Systems (2020).
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Machine Learning and Knowledge Discovery in Databases - European Conference, ECML PKDD 2019, Würzburg, Germany, September 16-20, 2019, Proceedings, Part III in Lecture Notes in Computer Science (2020). (Vol. 11908) Springer.
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Machine Learning and Knowledge Discovery in Databases - European Conference, ECML PKDD 2019, Würzburg, Germany, September 16-20, 2019, Proceedings, Part I in Lecture Notes in Computer Science (2020). (Vol. 11906) Springer.
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Evaluation of Post-hoc XAI Approaches Through Synthetic Tabular Data in Foundations of Intelligent Systems, D. Helic, G. Leitner, M. Stettinger, A. Felfernig, Z. W. Ra{\’{s}} (eds.) (2020). 422–430.
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Deep Learning for Climate Model Output Statistics in Tackling Climate Change with Machine Learning Workshop at NeurIPS 2020 (2020).
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NICER — Aesthetic Image Enhancement with Humans in the Loop in ACHI 2020: The Thirteenth International Conference on Advances in Computer-Human Interactions (2020). 357–362.
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Towards Predicting the Subscription Status of Twitch.tv Users in Proceedings of ECML-PKDD 2020 ChAT Discovery Challenge on Chat Analytics for Twitch (2020).
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Where to Submit? Helping Researchers to Choose the Right Venue in Proceedings of the 2020 Conference on Empirical Methods in Natural Language Processing: Findings (2020). 878–883.
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Evaluating the multi-task learning approach for land use regression modelling of air pollution in International Conference on Frontiers of Artificial Intelligence and Machine Learning (2020).
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The German and International AI Network Data Set (2020).
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iNALU: Improved Neural Arithmetic Logic Unit in Frontiers in Artificial Intelligence (2020). 3 71.
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LM4KG: Improving Common Sense Knowledge Graphs with Language Models in International Semantic Web Conference (2020).
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Improving Sentiment Analysis with Biofeedback Data in Proceedings of LREC2020 Workshop ``People in language, vision and the mind’’ (ONION2020) (2020). 28–33.
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Financial Fraud Detection with Improved Neural Arithmetic Logic Units (2020). (Vol. Fifth Workshop on MIning DAta for financial applicationS)
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SimLoss: Class Similarities in Cross Entropy (2020).
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MapLUR: Exploring a New Paradigm for Estimating Air Pollution Using Deep Learning on Map Images in ACM Trans. Spatial Algorithms Syst. (2020). 6(3)
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OpenLUR: Off-the-shelf air pollution modeling with open features and machine learning in Atmospheric Environment (2020). 233 117535.
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Anomaly Detection in Beehives using Deep Recurrent Autoencoders in Proceedings of the 9th International Conference on Sensor Networks (SENSORNETS 2020) (2020). 142–149.
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Emote-Controlled: Obtaining Implicit Viewer Feedback through Emote based Sentiment Analysis on Comments of Popular Twitch.tv Channels in ACM Transactions on Social Computing (2020).
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HarryMotions – Classifying Relationships in Harry Potter based on Emotion Analysis in 5th SwissText & 16th KONVENS Joint Conference (2020).
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Smartwatch-Derived Data and Machine Learning Algorithms Estimate Classes of Ratings of Perceived Exertion in Runners: A Pilot Study in Sensors (2020).
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Improving Sentiment Analysis with Biofeedback Data in Proceedings of the Workshop on peOple in laNguage, vIsiOn and the miNd (ONION) (2020).
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Emote-Controlled: Obtaining Implicit Viewer Feedback through Emote based Sentiment Analysis on Comments of Popular Twitch.tv Channels in {ACM} Transactions on Social Computing (2020). 3(2) 1–34.
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Integrating Keywords into BERT4Rec for Sequential Recommendation in KI 2020: Advances in Artificial Intelligence (2020).
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Machine Learning and Knowledge Discovery in Databases - European Conference, ECML PKDD 2019, Würzburg, Germany, September 16-20, 2019, Proceedings, Part II in Lecture Notes in Computer Science (2020). (Vol. 11907) Springer.
2019[ to top ]
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Team Xenophilius Lovegood at SemEval-2019 Task 4: Hyperpartisanship Classification using Convolutional Neural Networks in Proceedings of The 13th International Workshop on Semantic Evaluation (2019).
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Flow-based network traffic generation using Generative Adversarial Networks in Computers & Security (2019). 82 156–172.
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Detection of Scenes in Fiction in Proceedings of Digital Humanities 2019 (2019).
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EClaiRE: Context Matters! – Comparing Word Embeddings for Relation Classification in INFORMATIK 2019: 50 Jahre Gesellschaft für Informatik – Informatik für Gesellschaft, K. David, K. Geihs, M. Lange, G. Stumme (eds.) (2019). 191–204.
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On the Right Track! Analysing and Predicting Navigation Success in Wikipedia in Proceedings of the 30th ACM Conference on Hypertext and Social Media, HT ’19 (2019). 143–152.
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A survey of network-based intrusion detection data sets in Comput. Secur. (2019). 86 147–167.
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Solving Mathematical Exercises: Prediction of Students’ Success in LWDA, CEUR Workshop Proceedings, R. Jäschke, M. Weidlich (eds.) (2019). (Vol. 2454) 190–194.
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Comparison of System Call Representations for Intrusion Detection (2019).
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Classification of text-types in german novels in Digital Humanities 2019: Conference Abstracts (2019).
2018[ to top ]
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Adaptive kNN Using Expected Accuracy for Classification of Geo-spatial Data in Proceedings of the 33rd Annual ACM Symposium on Applied Computing, SAC ’18 (2018). 857–865.
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ClaiRE at SemEval-2018 Task 7: Classification of Relations using Embeddings in Proceedings of International Workshop on Semantic Evaluation (SemEval-2018) (2018).
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Analysing Direct Speech in German Novels in DHd 2018 (2018).
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ClaiRE at SemEval-2018 Task 7 - Extended Version (2018).
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A White-Box Model for Detecting Author Nationality by Linguistic Differences in Spanish Novels in DH (2018).
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Healing Time Correlates With the Quality of Scaring: Results From a Prospective Randomized Control Donor Site Trial in Dermatologic Surgery (2018). 44(4) 521–527.
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Big-Data Helps SDN to Improve Application Specific Quality of Service in Big Data and Software Defined Networks (2018).
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Accessing Information with Tags: Search and Ranking in Social Information Access: Systems and Technologies, P. Brusilovsky, D. He (eds.) (2018). 310–343.
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Burrows Zeta: Varianten und Evaluation in DHd 2018 (2018).
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Burrows’ Zeta: Exploring and Evaluating Variants and Parameters in DH (2018). 274–277.
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Air Trails -- Urban Air Quality Campaign Exploration Patterns (2018).
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pysubgroup: Easy-to-Use Subgroup Discovery in Python. in ECML/PKDD (3), Lecture Notes in Computer Science, U. Brefeld, E. Curry, E. Daly, B. MacNamee, A. Marascu, F. Pinelli, M. Berlingerio, N. Hurley (eds.) (2018). (Vol. 11053) 658–662.
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Flow-based Network Traffic Generation using Generative Adversarial Networks. in CoRR (2018). abs/1810.07795
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Detection of slow port scans in flow-based network traffic in PLOS ONE (2018). 13(9) 1–18.
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EveryAware Gears: A Tool to visualize and analyze all types of Citizen Science Data in Proceedings of VGI Geovisual Analytics Workshop, colocated with BDVA 2018, D. Burghardt, S. Chen, G. Andrienko, N. Andrienko, R. Purves, A. Diehl (eds.) (2018).
2017[ to top ]
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A Bayesian Method for Comparing Hypotheses About Human Trails in ACM Trans. Web (2017). 11(3) 14:1–14:29.
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Participatory sensing, opinions and collective awareness (2017). Springer.
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IP2Vec: Learning Similarities Between IP Addresses in 2017 IEEE International Conference on Data Mining Workshops (ICDMW) (2017). 657–666.
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Flow-based benchmark data sets for intrusion detection in Proceedings of the 16th European Conference on Cyber Warfare and Security (2017). 361–369.
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Comparing Hypotheses About Sequential Data: A Bayesian Approach and Its Applications in Joint European Conference on Machine Learning and Knowledge Discovery in Databases (2017). 354–357.
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Creation of Flow-Based Data Sets for Intrusion Detection in Journal of Information Warfare (2017). 16(4) 41–54.
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Improving Session Recommendation with Recurrent Neural Networks by Exploiting Dwell Time. in CoRR (2017). abs/1706.10231
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Neutralising the Authorial Signal in Delta by Penalization: Stylometric Clustering of Genre in Spanish Novels. in DH, R. Lewis, C. Raynor, D. Forest, M. Sinatra, S. Sinclair (eds.) (2017).
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Towards Sentiment Analysis on German Literature (2017).
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Learning Semantic Relatedness from Human Feedback Using Relative Relatedness Learning in ISWC’17 (2017).
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Applications for Environmental Sensing in EveryAware in Participatory Sensing, Opinions and Collective Awareness (2017). 135–155.
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Leveraging User-Interactions for Time-Aware Tag Recommendations in Proceedings of the Workshop on Temporal Reasoning in Recommender Systems, {CEUR} Workshop Proceedings (2017).
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Learning Semantic Relatedness From Human Feedback Using Metric Learning (2017).
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Sedentary Behavior among National Elite Rowers during Off-Training—A Pilot Study in Frontiers in Physiology (2017). 8 655.
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Collective Sensing Platforms in Participatory Sensing, Opinions and Collective Awareness (2017). 115–133.
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Mining social semantics on the social web in Semantic Web (2017). 8(5) 623–624.
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Experimental Assessment of the Emergence of Awareness and Its Influence on Behavioral Changes: The Everyaware Lesson in Participatory Sensing, Opinions and Collective Awareness (2017). 337–362.
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MixedTrails: Bayesian hypothesis comparison on heterogeneous sequential data in Data Mining and Knowledge Discovery (2017).
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Learning Word Embeddings from Tagging Data: A methodological comparison in Proceedings of the LWDA (2017).
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Eleven-Week Preparation Involving Polarized Intensity Distribution Is Not Superior to Pyramidal Distribution in National Elite Rowers in Frontiers in Physiology (2017). 8 515.
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A Toolset for Intrusion and Insider Threat Detection in Data Analytics and Decision Support for Cybersecurity: Trends, Methodologies and Applications, I. Palomares Carrascosa, H. K. Kalutarage, Y. Huang (eds.) (2017). 3–31.
2016[ to top ]
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What Users Actually do in a Social Tagging System: A Study of User Behavior in BibSonomy in ACM Transactions on the Web (2016). 10(2) 14:1–14:32.
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Mining Subgroups with Exceptional Transition Behavior. in KDD, B. Krishnapuram, M. Shah, A. J. Smola, C. Aggarwal, D. Shen, R. Rastogi (eds.) (2016). 965–974.
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SparkTrails: A MapReduce Implementation of HypTrails for Comparing Hypotheses About Human Trails. in WWW (Companion Volume), J. Bourdeau, J. Hendler, R. Nkambou, I. Horrocks, B. Y. Zhao (eds.) (2016). 17–18.
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Extracting Semantics from Random Walks on Wikipedia: Comparing learning and counting methods in Wiki Workshop@ICWSM, R. West, L. Zia, D. Taraborelli, J. Leskovec (eds.) (2016).
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FolkTrails: Interpreting Navigation Behavior in a Social Tagging System in Proceedings of the 25th ACM International on Conference on Information and Knowledge Management, CIKM ’16 (2016).
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Prediction of Happy Endings in German Novels in Proceedings of the Workshop on Interactions between Data Mining and Natural Language Processing 2016, P. Cellier, T. Charnois, A. Hotho, S. Matwin, M.-F. Moens, Y. Toussaint (eds.) (2016). 9–16.
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Extracting Semantics from Unconstrained Navigation on Wikipedia in KI (2016). 30(2) 163–168.
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Comparison of non-invasive individual monitoring of the training and health of athletes with commercially available wearable technologies in Frontiers in Physiology (2016). 7(71)
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Posted, Visited, Exported: Altmetrics in the Social Tagging System BibSonomy in Journal of Informetrics (2016). 10(3) 732–749.
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Straight Talk! Automatic Recognition of Direct Speech in Nineteenth-Century French Novels. in DH (2016). 346–353.
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Analyzing Features for the Detection of Happy Endings in German Novels (2016).
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MixedTrails: Bayesian Hypotheses Comparison on Heterogeneous Sequential Data (2016).
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Creation of Specific Flow-Based Training Data Sets for Usage Behaviour Classification in ECCWS2016-Proceedings fo the 15th European Conference on Cyber Warfare and Security (2016). 437.
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Classification of Literary Subgenres in DHd 2016 (2016).
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Significance Testing for the Classification of Literary Subgenres in DH 2016 (2016).
2015[ to top ]
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Participatory Patterns in an International Air Quality Monitoring Initiative in PLoS ONE (2015). 10(8) e0136763.