piwik-script

Deutsch Intern
    Data Science Chair

    Martin Becker

    Dr. Martin Becker

    University of Würzburg
    Department for Artificial Intelligence
    and Applied Computer Science
    Am Hubland
    D-97074 Würzburg

    Contact:
    becker<at>informatik.uni-wuerzburg.de

    Homepage: https://martin-becker.net
    Twitter: @mgbckr
    Github: https://github.com/mgbckr

    After a stay at the University of Texas, Austin, I have received my diploma degree in Computer Science in 2011 at the University of Würzburg working on subgroup discovery and exceptional model mining. Subsequently, I have been part of the DMIR Research Group lead by Andreas Hotho, where, in 2018, I finished my PhD thesis on"Understanding Human Navigation using Bayesian Hypothesis Comparison" with the best possible grade (summa cum laude). In the same year, I started working atNima Agheepour's lab at Stanford University researching in the field of "Artificial Intelligence, Machine Learning, and Multiomics Integration for Clinical Immunology".

    With the DMIR group, I have been working on a variety interesting research subjects including behavioral change in participatory sensing campaigns and the internet of things (EveryAware), semantics (Posts II), digital humanities (Kallimachos), and sport analytics. My main focus was navigational behavior models in different contexts such as human mobility as well various forms of web navigation, e.g., in crowdsourcing environments, social bookmarking systems like BibSonomy, or Wikipedia. On a methodological level I passionately worked on Bayesian methods such as model comparison via Bayes factors or Bayesian models for explaining sequential data. 

    Please note that this page is not actively maintained. For more current information please visit: https://martin-becker.net

    Projects at DMIR

    For an overview of all DMIR projects, click here.

    • EveryAware
    • Posts II
    • Kallimachos
    • p2map

    Workshop PC Member

    (as of 2018)

    Publications

    2023[ to top ]
    • Shorter maternal leukocyte telomere length following cesarean birth: Implications for future research Panelli, Danielle M; Mayo, Jonathan A; Wong, Ronald J; Becker, Martin; Maric, Ivana; Wu, Erica; Gotlib, Ian H; Aghaeepour, Nima; Druzin, Maurice L; Stevenson, David K; others in American Journal of Obstetrics & Gynecology (2023). 228(1) S456-S457.
    2022[ to top ]
    • Revealing the impact of lifestyle stressors on the risk of adverse pregnancy outcomes with multitask machine learning Becker, Martin; Dai, Jennifer; Chang, Alan L; Feyaerts, Dorien; Stelzer, Ina A; Zhang, Miao; Berson, Eloise; Saarunya, Geetha; De Francesco, Davide; Espinosa, Camilo; others in Frontiers in Pediatrics (2022). 10
    • Early prediction and longitudinal modeling of preeclampsia from multiomics Mari{’c}, Ivana; Contrepois, K{’e}vin; Moufarrej, Mira N; Stelzer, Ina A; Feyaerts, Dorien; Han, Xiaoyuan; Tang, Andy; Stanley, Natalie; Wong, Ronald J; Traber, Gavin M; others in Patterns (2022). 3(12) 100655.
    • In-Silico Generation of High-Dimensional Immune Response Data in Patients using a Deep Neural Network Fallahzadeh, Ramin; Bidoki, Neda H; Stelzer, Ina A; Becker, Martin; Mari{’c}, Ivana; Chang, Alan L; Culos, Anthony; Phongpreecha, Thanaphong; Xenochristou, Maria; De Francesco, Davide; others in Cytometry Part A (2022).
    • Multimodal machine learning models complex relationship of infant head circumference, mothers’ milk composition, and their shared environment Becker, Martin; Rodriguez, Natalie; Miliku, Kozeta; Field, Catherine; Roberston, Bianca; Yonemitsu, Chloe; Bode, Lars; Simons, Elinor; Marshall, Jean; Dawod, Bassel; Mandhane, Piushkumar; Turvey, Stuart E.; Moraes, Theo J.; Subbarao, Padmaja; Azad, Meghan; Aghaeepour, Nima in In preparation (2022).
    • Leukocyte telomere dynami...
      Leukocyte telomere dynamics across gestation in uncomplicated pregnancies and associations with stress Panelli, Danielle M; Leonard, Stephanie A; Wong, Ronald J; Becker, Martin; Mayo, Jonathan A; Wu, Erica; Girsen, Anna I; Gotlib, Ian H; Aghaeepour, Nima; Druzin, Maurice L; others in BMC Pregnancy and Childbirth (2022). 22(1) 1–12.
    • A data-driven health inde...
      A data-driven health index for neonatal morbidities {De Francesco}, Davide; Blumenfeld, Yair J.; Marić, Ivana; Mayo, Jonathan A.; Chang, Alan L.; Fallahzadeh, Ramin; Phongpreecha, Thanaphong; Butwick, Alex J.; Xenochristou, Maria; Phibbs, Ciaran S.; Bidoki, Neda H.; Becker, Martin; Culos, Anthony; Espinosa, Camilo; Liu, Qun; Sylvester, Karl G.; Gaudilliere, Brice; Angst, Martin S.; Stevenson, David K.; Shaw, Gary M.; Aghaeepour, Nima in iScience (2022). 104143.
    • Machine Learning Techniques Choi, Jeff; Aghaeepour, Nima; Becker, Martin in Statistics and Research Methods for Acute Care and General Surgeons, M. Ceresoli, F. M. Abu-Zidan, K. L. Staudenmayer, F. Catena, F. Coccolini (eds.) (2022). 147–164.
    • Profiling functional disruption in biological systems Becker, Martin; Feyaerts, Dorien; Stelzer, Ina A.; Berson, Eloise; Chang, Alan L.; Espinosa, Camilo; Francesco, Davide De; Fallahzadeh, Ramin; Maric, Ivana; Mataraso, Samson J.; Nassar, Huda; Phongpreecha, Thanaphong; Ravindra, Neal G.; Stanley, Natalie; Thuraiappah, Melan; Shaw, Gary; Stevenson, David; Angst, Martin S.; Gaudilliere, Brice; Aghaeepour, Nima in Under review (2022).
    • Large scale correlation network construction for unraveling the coordination of complex biological systems Becker, Martin; Nassar, Huda; Espinosa, Camilo; Stelzer, Ina A.; Feyaerts, Dorien; Berson, Eloise; Bidoki, Neda H.; Chang, Alan L.; Francesco, Davide De; Fallahzadeh, Ramin; Feyaerts, Dorien; Liu, Qun; Maric, Ivana; Mataraso, Samson J.; Phongpreecha, Thanaphong; Ravindra, Neal G.; Stanley, Natalie; Thuraiappah, Melan; Shaw, Gary; Stevenson, David; Angst, Martin S.; Gaudilliere, Brice; Aghaeepour, Nima in Under review (2022).
    2021[ to top ]
    • Integrated trajectories o...
      Integrated trajectories of the maternal metabolome, proteome, and immunome predict labor onset Stelzer, Ina A.; Ghaemi, Mohammad S.; Han, Xiaoyuan; Ando, Kazuo; Hedou, Julien J.; Feyaerts, Dorien; Peterson, Laura S.; Rumer, Kristen K.; Tsai, Eileen S.; Ganio, Edward A.; Gaudilliere, Dyani K.; Tsai, Amy S.; Choisy, Benjamin; Gaigne, Lea P.; Verdonk, Franck; Jacobsen, Danielle; Gavasso, Sonia; Traber, Gavin M.; Ellenberger, Mathew; Stanley, Natalie; Becker, Martin; Culos, Anthony; Fallahzadeh, Ramin; Wong, Ronald J.; Darmstadt, Gary L.; Druzin, Maurice L.; Winn, Virginia D.; Gibbs, Ronald S.; Ling, Xuefeng B.; Sylvester, Karl; Carvalho, Brendan; Snyder, Michael P.; Shaw, Gary M.; Stevenson, David K.; Contrepois, Kevin; Angst, Martin S.; Aghaeepour, Nima; Gaudilliere, Brice in Science Translational Medicine (2021). 13(592)
    • Risk assessment analysis ...
      Risk assessment analysis for maternal autoantibody-related autism (MAR-ASD): a subtype of autism Ramirez-Celis, Alexandra; Becker, Martin; Nu{~n}o, Miriam; Schauer, Joseph; Aghaeepour, Nima; Van de Water, Judy in Molecular Psychiatry (2021). 1–10.
    • Multiomics Longitudinal M...
      Multiomics Longitudinal Modeling of Preeclamptic Pregnancies Maric, Ivana; Contrepois, K{’e}vin; Moufarrej, Mira; Stelzer, Ina; Feyaerts, Dorien; Han, Xiaoyuan; Tang, Andy; Stanley, Natalie; Wong, Ronald; Traber, Gavin; others (2021).
    • Data-Driven Modeling of P...
      Data-Driven Modeling of Pregnancy-Related Complications Espinosa, Camilo; Becker, Martin; Maric, Ivana; Wong, Ronald J.; Shaw, Gary M.; Gaudilliere, Brice; Aghaeepour, Nima; Stevenson, David K.; Stelzer, Ina A.; Peterson, Laura S.; Chang, Alan L.; Xenochristou, Maria; Phongpreecha, Thanaphong; {De Francesco}, Davide; Katz, Michael; Blumenfeld, Yair J.; Angst, Martin S. in Trends in Molecular Medicine (2021).
    • Deleterious and Protectiv...
      Deleterious and Protective Psychosocial and Stress-Related Factors Predict Risk of Spontaneous Preterm Birth Becker, Martin; Mayo, Jonathan A; Phogat, Nisha K; Quaintance, Cecele C; Laborde, Ana; King, Lucy; Gotlib, Ian H; Gaudilliere, Brice; Angst, Martin S; Shaw, Gary M; Stevenson, David K; Aghaeepour, Nima; Dhabhar, Firdaus S in American journal of perinatology (2021).
    • Redescription Model Minin...
      Redescription Model Mining Stamm, Felix I.; Becker, Martin; Strohmaier, Markus; Lemmerich, Florian in Proceedings of the 27nd ACM SIGKDD International Conference on Knowledge Discovery and Data Mining, KDD ’21 (2021).
    • Objective Activity Parame...
      Objective Activity Parameters Track Patient-Specific Physical Recovery Trajectories After Surgery and Link With Individual Preoperative Immune States Fallahzadeh, Ramin; Verdonk, Franck; Ganio, Ed; Culos, Anthony; Stanley, Natalie; Maric, Ivana; Chang, Alan L; Becker, Martin; Phongpreecha, Thanaphong; Xenochristou, Maria; others in Annals of Surgery (2021).
    • Single-synapse analyses o...
      Single-synapse analyses of Alzheimer’s disease implicate pathologic tau, DJ1, CD47, and ApoE Phongpreecha, Thanaphong; Gajera, Chandresh R; Liu, Candace C; Vijayaragavan, Kausalia; Chang, Alan L; Becker, Martin; Fallahzadeh, Ramin; Fernandez, Rosemary; Postupna, Nadia; Sherfield, Emily; others in Science advances (2021). 7(51) eabk0473.
    2020[ to top ]
    • Multiomics Characterizati...
      Multiomics Characterization of Preterm Birth in Low- and Middle-Income Countries Jehan, Fyezah; Sazawal, Sunil; Baqui, Abdullah H.; Nisar, Muhammad Imran; Dhingra, Usha; Khanam, Rasheda; Ilyas, Muhammad; Dutta, Arup; Mitra, Dipak K.; Mehmood, Usma; Deb, Saikat; Mahmud, Arif; Hotwani, Aneeta; Ali, Said Mohammed; Rahman, Sayedur; Nizar, Ambreen; Ame, Shaali Makame; Moin, Mamun Ibne; Muhammad, Sajid; Chauhan, Aishwarya; Begum, Nazma; Khan, Waqasuddin; Das, Sayan; Ahmed, Salahuddin; Hasan, Tarik; Khalid, Javairia; Rizvi, Syed Jafar Raza; Juma, Mohammed Hamad; Chowdhury, Nabidul Haque; Kabir, Furqan; Aftab, Fahad; Quaiyum, Abdul; Manu, Alexander; Yoshida, Sachiyo; Bahl, Rajiv; Rahman, Anisur; Pervin, Jesmin; Winston, Jennifer; Musonda, Patrick; Stringer, Jeffrey S. A.; Litch, James A.; Ghaemi, Mohammad Sajjad; Moufarrej, Mira N.; Contrepois, Kevin; Chen, Songjie; Stelzer, Ina A.; Stanley, Natalie; Chang, Alan L.; Hammad, Ghaith Bany; Wong, Ronald J.; Liu, Candace; Quaintance, Cecele C.; Culos, Anthony; Espinosa, Camilo; Xenochristou, Maria; Becker, Martin; Fallahzadeh, Ramin; Ganio, Edward; Tsai, Amy S.; Gaudilliere, Dyani; Tsai, Eileen S.; Han, Xiaoyuan; Ando, Kazuo; Tingle, Martha; Maric, Ivana; Wise, Paul H.; Winn, Virginia D.; Druzin, Maurice L.; Gibbs, Ronald S.; Darmstadt, Gary L.; Murray, Jeffrey C.; Shaw, Gary M.; Stevenson, David K.; Snyder, Michael P.; Quake, Stephen R.; Angst, Martin S.; Gaudilliere, Brice; Aghaeepour, Nima in JAMA Network Open (2020). 3 e2029655-e2029655.
    • Integration of mechanisti...
      Integration of mechanistic immunological knowledge into a machine learning pipeline improves predictions Culos, Anthony; Tsai, Amy S; Stanley, Natalie; Becker, Martin; Ghaemi, Mohammad S; McIlwain, David R; Fallahzadeh, Ramin; Tanada, Athena; Nassar, Huda; Espinosa, Camilo; others in Nature Machine Intelligence (2020). 2(10) 619–628.
    • VoPo leverages cellular h...
      VoPo leverages cellular heterogeneity for predictive modeling of single-cell data Stanley, Natalie; Stelzer, Ina A.; Tsai, Amy S.; Fallahzadeh, Ramin; Ganio, Edward; Becker, Martin; Phongpreecha, Thanaphong; Nassar, Huda; Ghaemi, Sajjad; Maric, Ivana; Culos, Anthony; Chang, Alan L.; Xenochristou, Maria; Han, Xiaoyuan; Espinosa, Camilo; Rumer, Kristen; Peterson, Laura; Verdonk, Franck; Gaudilliere, Dyani; Tsai, Eileen; Feyaerts, Dorien; Einhaus, Jakob; Ando, Kazuo; Wong, Ronald J.; Obermoser, Gerlinde; Shaw, Gary M.; Stevenson, David K.; Angst, Martin S.; Gaudilliere, Brice; Aghaeepour, Nima in Nature Communications (2020). 11(1) 3738-.
    • OpenLUR: Off-the-shelf ai...
      OpenLUR: Off-the-shelf air pollution modeling with open features and machine learning Lautenschlager, Florian; Becker, Martin; Kobs, Konstantin; Steininger, Michael; Davidson, Padraig; Krause, Anna; Hotho, Andreas in Atmospheric Environment (2020). 233 117535.
    • MapLUR: Exploring a New P...
      MapLUR: Exploring a New Paradigm for Estimating Air Pollution Using Deep Learning on Map Images Steininger, Michael; Kobs, Konstantin; Zehe, Albin; Lautenschlager, Florian; Becker, Martin; Hotho, Andreas in ACM Transactions on Spatial Algorithms and Systems (TSAS) (2020). 6(3) 1–24.
    2018[ to top ]
    • Air Trails--Urban Air Qua...
      Air Trails--Urban Air Quality Campaign Exploration Patterns Becker, Martin; Lautenschlager, Florian; Hotho, Andreas in Proceedings of VGI-ALIVE 2018 Workshop, colocated with AGILE 2018 (2018).
    • Healing Time Correlates W...
      Healing Time Correlates With the Quality of Scaring: Results From a Prospective Randomized Control Donor Site Trial Werdin, Frank; Tenenhaus, Mayer; Becker, Martin; Rennekampff, Hans-Oliver in Dermatologic Surgery (2018). 44(4) 521–527.
    • Adaptive kNN Using Expect...
      Adaptive kNN Using Expected Accuracy for Classification of Geo-spatial Data Kibanov, Mark; Becker, Martin; Mueller, Juergen; Atzmueller, Martin; Hotho, Andreas; Stumme, Gerd in Proceedings of the 33rd Annual ACM Symposium on Applied Computing, SAC ’18 (2018). 857–865.
    • pysubgroup: Easy-to-Use S...
      pysubgroup: Easy-to-Use Subgroup Discovery in Python. Lemmerich, Florian; Becker, Martin 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.
    • EveryAware Gears: A Tool ...
      EveryAware Gears: A Tool to visualize and analyze all types of Citizen Science Data Lautenschlager, Florian; Becker, Martin; Steininger, Michael; Hotho, Andreas 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).
    • Burrows’ Zeta: Explorin...
      Burrows’ Zeta: Exploring and Evaluating Variants and Parameters Schöch, Christof; Schlör, Daniel; Zehe, Albin; Gebhard, Henning; Becker, Martin; Hotho, Andreas in Digital Humanities, J. G. Palau, I. G. Russell (eds.) (2018). 274–277.
    • A White-Box Model for Det...
      A White-Box Model for Detecting Author Nationality by Linguistic Differences in Spanish Novels Zehe, Albin; Schlör, Daniel; Henny-Krahmer, Ulrike; Becker, Martin; Hotho, Andreas in Digital Humanities, J. G. Palau, I. G. Russell (eds.) (2018). 519–521.
    • Understanding Human Navig...
      Understanding Human Navigation using Bayesian Hypothesis Comparison Becker, Martin PhD thesis, University of W{"u}rzburg. (2018).
    2017[ to top ]
    • Applications for Environm...
      Applications for Environmental Sensing in EveryAware Atzmueller, Martin; Becker, Martin; Molino, Andrea; Mueller, Juergen; Peters, Jan; Sirbu, Alina in Participatory Sensing, Opinions and Collective Awareness, V. Loreto, M. Haklay, A. Hotho, V. D. Servedio, G. Stumme, F. Tria, J. Theunis (eds.) (2017). 135–155.
    • Experimental Assessment o...
      Experimental Assessment of the Emergence of Awareness and Its Influence on Behavioral Changes: The Everyaware Lesson Gravino, Pietro; Sirbu, Alina; Becker, Martin; Servedio, Vito DP; Loreto, Vittorio in Participatory Sensing, Opinions and Collective Awareness (2017). 337–362.
    • Collective Sensing Platfo...
      Collective Sensing Platforms Atzmueller, Martin; Becker, Martin; Mueller, Juergen in Participatory Sensing, Opinions and Collective Awareness, V. Loreto, M. Haklay, A. Hotho, V. D. Servedio, G. Stumme, F. Tria, J. Theunis (eds.) (2017). 115–133.
    • MixedTrails: Bayesian hyp...
      MixedTrails: Bayesian hypothesis comparison on heterogeneous sequential data Becker, Martin; Lemmerich, Florian; Singer, Philipp; Strohmaier, Markus; Hotho, Andreas in Data Mining and Knowledge Discovery (2017). 31(5) 1359–1390.
    • Eleven-Week Preparation I...
      Eleven-Week Preparation Involving Polarized Intensity Distribution Is Not Superior to Pyramidal Distribution in National Elite Rowers Treff, Gunnar; Winkert, Kay; Sareban, Mahdi; Steinacker, Jürgen M.; Becker, Martin; Sperlich, Billy in Frontiers in Physiology (2017). 8 515.
    • Sedentary Behavior among ...
      Sedentary Behavior among National Elite Rowers during Off-Training—A Pilot Study Sperlich, Billy; Becker, Martin; Hotho, Andreas; Wallmann-Sperlich, Birgit; Sareban, Mahdi; Winkert, Kay; Steinacker, Jürgen M.; Treff, Gunnar in Frontiers in Physiology (2017). 8 655.
    • Learning Semantic Related...
      Learning Semantic Relatedness from Human Feedback Using Relative Relatedness Learning Niebler, Thomas; Becker, Martin; Pölitz, Christian; Hotho, Andreas in Proceedings of the ISWC 2017 Posters & Demonstrations and Industry Tracks co-located with 16th International Semantic Web Conference (ISWC 2017), N. Nikitina, D. Song, A. Fokoue, P. Haase (eds.) (2017).
    • Comparing Hypotheses Abou...
      Comparing Hypotheses About Sequential Data: A Bayesian Approach and Its Applications Lemmerich, Florian; Singer, Philipp; Becker, Martin; Espin-Noboa, Lisette; Dimitrov, Dimitar; Helic, Denis; Hotho, Andreas; Strohmaier, Markus in Joint European Conference on Machine Learning and Knowledge Discovery in Databases (2017). 354–357.
    • Towards Sentiment Analysi...
      Towards Sentiment Analysis on German Literature Zehe, Albin; Becker, Martin; Jannidis, Fotis; Hotho, Andreas in Joint German/Austrian Conference on Artificial Intelligence (K{\"u}nstliche Intelligenz) (2017). 387–394.
    2016[ to top ]
    • Mining Subgroups with Exc...
      Mining Subgroups with Exceptional Transition Behavior Lemmerich, Florian; Becker, Martin; Singer, Philipp; Helic, Denis; Hotho, Andreas; Strohmaier, Markus in Proceedings of the 22Nd ACM SIGKDD International Conference on Knowledge Discovery and Data Mining, KDD ’16 (2016). 965–974.
    • SparkTrails: A MapReduce ...
      SparkTrails: A MapReduce Implementation of HypTrails for Comparing Hypotheses About Human Trails Becker, Martin; Mewes, Hauke; Hotho, Andreas; Dimitrov, Dimitar; Lemmerich, Florian; Strohmaier, Markus in International Conference Companion on World Wide Web, WWW ’16 Companion (2016). 17–18.
    • Prediction of Happy Endin...
      Prediction of Happy Endings in German Novels Zehe, Albin; Becker, Martin; Hettinger, Lena; Hotho, Andreas; Reger, Isabella; Jannidis, Fotis 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.
    • FolkTrails: Interpreting ...
      FolkTrails: Interpreting navigation behavior in a social tagging system Niebler, Thomas; Becker, Martin; Zoller, Daniel; Doerfel, Stephan; Hotho, Andreas in International on Conference on Information and Knowledge Management, CIKM ’16 (2016). 2311–2316.
    • Extracting Semantics from...
      Extracting Semantics from unconstrained navigation on wikipedia Niebler, Thomas; Schlör, Daniel; Becker, Martin; Hotho, Andreas in KI - Künstliche Intelligenz (2016). 30(2) 163–168.
    2015[ to top ]
    • ConDist: A Context-Driven...
      ConDist: A Context-Driven Categorical Distance Measure Ring, Markus; Otto, Florian; Becker, Martin; Niebler, Thomas; Landes, Dieter; Hotho, Andreas in Proceedings of the European Conference on Machine Learning and Knowledge Discovery in Databases (ECML PKDD), A. Appice, P. P. Rodrigues, V. S. Costa, C. Soares, J. Gama, A. Jorge (eds.) (2015). 251–266.
    • Participatory patterns in...
      Participatory patterns in an international air quality monitoring initiative Sirbu, Alina; Becker, Martin; Caminiti, Saverio; De Baets, Bernard; Elen, Bart; Francis, Louise; Gravino, Pietro; Hotho, Andreas; Ingarra, Stefano; Loreto, Vittorio; Molino, Andrea; Mueller, Juergen; Peters, Jan; Ricchiuti, Ferdinando; Saracino, Fabio; Servedio, Vito D. P.; Stumme, Gerd; Theunis, Jan; Tria, Francesca; Van den Bossche, Joris in PLoS ONE (2015). 10(8) e0136763.
    • VizTrails: An Information...
      VizTrails: An Information Visualization Tool for Exploring Geographic Movement Trajectories Becker, Martin; Singer, Philipp; Lemmerich, Florian; Hotho, Andreas; Helic, Denis; Strohmaier, Markus in Conference on Hypertext & Social Media, HT ’15 (2015). 319–320.
    • Exploratory Subgroup Anal...
      Exploratory Subgroup Analytics on Ubiquitous Data Atzmueller, Martin; Mueller, Juergen; Becker, Martin in Mining, Modeling, and Recommending ’Things’ in Social Media, M. Atzmueller, A. Chin, C. Scholz, C. Trattner (eds.) (2015). 1–20.
    • Genre Classification on G...
      Genre Classification on German Novels Hettinger, Lena; Becker, Martin; Reger, Isabella; Jannidis, Fotis; Hotho, Andreas in 26th International Workshop on Database and Expert Systems Applications (DEXA) (2015). 249–253.
    • MicroTrails: Comparing Hy...
      MicroTrails: Comparing Hypotheses About Task Selection on a Crowdsourcing Platform Becker, Martin; Borchert, Kathrin; Hirth, Matthias; Mewes, Hauke; Hotho, Andreas; Tran-Gia, Phuoc in International Conference on Knowledge Technologies and Data-driven Business (2015). 10:1–10:8.
    • Photowalking the City: Co...
      Photowalking the City: Comparing Hypotheses About Urban Photo Trails on Flickr Becker, Martin; Singer, Philipp; Lemmerich, Florian; Hotho, Andreas; Helic, Denis; Strohmaier, Markus in International Conference on Social Informatics, T.-Y. Liu, C. N. Scollon, W. Zhu (eds.) (2015). 227–244.
    2014[ to top ]
    • Subjective vs. Objective ...
      Subjective vs. Objective Data: Bridging the Gap Becker, Martin; Hotho, Andreas; Mueller, Juergen; Kibanov, Mark; Atzmueller, Martin; Stumme, Gerd (2014).
    • Ubicon and its applicatio...
      Ubicon and its applications for ubiquitous social computing Atzmueller, Martin; Becker, Martin; Kibanov, Mark; Scholz, Christoph; Doerfel, Stephan; Hotho, Andreas; Macek, Bjoern-Elmar; Mitzlaff, Folke; Mueller, Juergen; Stumme, Gerd in New Review of Hypermedia and Multimedia (2014). 20(1) 53–77.
    2013[ to top ]
    • A Generic Platform for Ub...
      A Generic Platform for Ubiquitous and Subjective Data Becker, Martin; Mueller, Juergen; Hotho, Andreas; Stumme, Gerd in Conference on Pervasive and Ubiquitous Computing Adjunct Publication, UbiComp ’13 Adjunct (2013). 1175–1182.
    • Awareness and learning in...
      Awareness and learning in participatory noise sensing Becker, Martin; Caminiti, Saverio; Fiorella, Donato; Francis, Louise; Gravino, Pietro; Haklay, Mordechai (Muki); Hotho, Andreas; Loreto, Vittorio; Mueller, Juergen; Ricchiuti, Ferdinando; Servedio, Vito D. P.; Sirbu, Alina; Tria, Francesca in PLOS ONE (2013). 8(12) e81638.
    • Tag Recommendations for S...
      Tag Recommendations for SensorFolkSonomies Mueller, Juergen; Doerfel, Stephan; Becker, Martin; Hotho, Andreas; Stumme, Gerd in Proceedings of the Fifth ACM RecSys Workshop on Recommender Systems and the Social Web co-located with the 7th ACM Conference on Recommender Systems (RecSys 2013), CEUR Workshop Proceedings (2013).
    • Difference-Based Estimate...
      Difference-Based Estimates for Generalization-Aware Subgroup Discovery Lemmerich, Florian; Becker, Martin; Puppe, Frank in Proceedings of the European Conference on Machine Learning and Knowledge Discovery in Databases (ECML PKDD), Lecture Notes in Computer Science, H. Blockeel, K. Kersting, S. Nijssen, F. Zelezny (eds.) (2013). 288–303.
    2012[ to top ]
    • Ubicon: Observing Social ...
      Ubicon: Observing Social and Physical Activities Atzmueller, Martin; Becker, Martin; Doerfel, Stephan; Kibanov, Mark; Hotho, Andreas; Macek, Björn-Elmar; Mitzlaff, Folke; Mueller, Juergen; Scholz, Christoph; Stumme, Gerd in International Conference on Green Computing and Communications (2012). 317–324.
    • Generic Pattern Trees for...
      Generic Pattern Trees for Exhaustive Exceptional Model Mining Lemmerich, Florian; Becker, Martin; Atzmueller, Martin in European Conference on Machine Learning and Knowledge Discovery in Databases, P. A. Flach, T. De Bie, N. Cristianini (eds.) (2012). 277–292.
    2011[ to top ]
    • Constraint Based Descript...
      Constraint Based Descriptive Pattern Mining Becker, Martin PhD thesis, University of Wuerzburg. (2011).

    Teaching

    Seminar Ausgewählte Themen des Web 2.0

    Information Retrieval

    • summer term 2015
    • summer term 2014
    • summer term 2013
    • summer term 2012
    • summer term 2011