Publications

Publications by categories in reversed chronological order. generated by jekyll-scholar.

2023

  1. Evidence for human milk as a biological system and recommendations for study design-a report from" Breastmilk Ecology: Genesis of Infant Nutrition (BEGIN)" Working Group 4
    Sharon M Donovan, Nima Aghaeepour, Aline Andres, and 8 more authors
    The American journal of clinical nutrition 2023
  2. Prediction of multiple neuropathologic changes from features available during life
    Thanaphong Phongpreecha, Davide De Francesco, Alan Chang, and 8 more authors
    Alzheimer’s & Dementia 2023
  3. Multiomic signals associated with maternal epidemiological factors contributing to preterm birth in low- and middle-income countries
    Camilo A. Espinosa, Waqasuddin Khan, Rasheda Khanam, and 54 more authors
    Science Advances 2023
  4. Evidence for human milk as a biological system and recommendations for study design‚ÄĒa report from ‚ÄúBreastmilk Ecology: Genesis of Infant Nutrition (BEGIN)‚ÄĚ Working Group 4
    Sharon M Donovan, Nima Aghaeepour, Aline Andres, and 8 more authors
    The American Journal of Clinical Nutrition 2023
  5. Data-driven longitudinal characterization of neonatal health and morbidity
    Davide De Francesco, Jonathan D. Reiss, Jacquelyn Roger, and 30 more authors
    Science Translational Medicine 2023
  6. Shorter maternal leukocyte telomere length following cesarean birth: Implications for future research
    Danielle M Panelli, Jonathan A Mayo, Ronald J Wong, and 8 more authors
    American Journal of Obstetrics & Gynecology 2023
  7. Large scale correlation network construction for unraveling the coordination of complex biological systems
    Martin Becker, Huda Nassar, Camilo Espinosa, and 27 more authors
    Nature Computational Science Apr 2023

2022

  1. Revealing the impact of lifestyle stressors on the risk of adverse pregnancy outcomes with multitask machine learning
    Martin Becker, Jennifer Dai, Alan L Chang, and 8 more authors
    Frontiers in Pediatrics Apr 2022
  2. Machine Learning Techniques
    Jeff Choi, Nima Aghaeepour, and Martin Becker
    Apr 2022
  3. Early prediction and longitudinal modeling of preeclampsia from multiomics
    Ivana Marińá,¬†K√©vin Contrepois,¬†Mira N Moufarrej, and 8 more authors
    Patterns Apr 2022
  4. In-Silico Generation of High-Dimensional Immune Response Data in Patients using a Deep Neural Network
    Ramin Fallahzadeh, Neda H Bidoki, Ina A Stelzer, and 8 more authors
    Cytometry Part A Apr 2022
  5. Multimodal machine learning models complex relationship of infant head circumference, mothers’ milk composition, and their shared environment
    Martin Becker, Natalie Rodriguez, Kozeta Miliku, and 13 more authors
    In preparation Apr 2022
  6. Leukocyte telomere dynamics across gestation in uncomplicated pregnancies and associations with stress
    Danielle M Panelli, Stephanie A Leonard, Ronald J Wong, and 8 more authors
    BMC Pregnancy and Childbirth Apr 2022
  7. A data-driven health index for neonatal morbidities
    Davide De Francesco,¬†Yair J. Blumenfeld,¬†Ivana Marińá, and 18 more authors
    iScience Apr 2022
  8. Profiling functional disruption in biological systems
    Martin Becker, Dorien Feyaerts, Ina A. Stelzer, and 17 more authors
    Under review Apr 2022

2021

  1. Single-synapse analyses of Alzheimer’s disease implicate pathologic tau, DJ1, CD47, and ApoE
    Thanaphong Phongpreecha, Chandresh R Gajera, Candace C Liu, and 8 more authors
    Science advances Apr 2021
  2. Objective Activity Parameters Track Patient-Specific Physical Recovery Trajectories After Surgery and Link With Individual Preoperative Immune States
    Ramin Fallahzadeh, Franck Verdonk, Ed Ganio, and 8 more authors
    Annals of Surgery Oct 2021
  3. Redescription Model Mining
    Felix I. Stamm, Martin Becker, Markus Strohmaier, and 1 more author
    In Proceedings of the 27nd ACM SIGKDD International Conference on Knowledge Discovery and Data Mining Oct 2021
  4. Data-Driven Modeling of Pregnancy-Related Complications
    Camilo Espinosa, Martin Becker, Ivana Maric, and 14 more authors
    Trends in Molecular Medicine Oct 2021
  5. Deleterious and Protective Psychosocial and Stress-Related Factors Predict Risk of Spontaneous Preterm Birth
    Martin Becker, Jonathan A Mayo, Nisha K Phogat, and 10 more authors
    American journal of perinatology May 2021
  6. Integrated trajectories of the maternal metabolome, proteome, and immunome predict labor onset
    Ina A. Stelzer, Mohammad S. Ghaemi, Xiaoyuan Han, and 35 more authors
    Science Translational Medicine May 2021
  7. Multiomics Longitudinal Modeling of Preeclamptic Pregnancies
    Ivana Maric, Kévin Contrepois, Mira Moufarrej, and 8 more authors
    May 2021
  8. Risk assessment analysis for maternal autoantibody-related autism (MAR-ASD): a subtype of autism
    Alexandra Ramirez-Celis,¬†Martin Becker,¬†Miriam Nu√Īo, and 3 more authors
    Molecular Psychiatry May 2021

2020

  1. Multiomics Characterization of Preterm Birth in Low- and Middle-Income Countries
    Fyezah Jehan, Sunil Sazawal, Abdullah H. Baqui, and 75 more authors
    JAMA Network Open May 2020
  2. Integration of mechanistic immunological knowledge into a machine learning pipeline improves predictions
    Anthony Culos, Amy S Tsai, Natalie Stanley, and 8 more authors
    Nature Machine Intelligence May 2020
  3. VoPo leverages cellular heterogeneity for predictive modeling of single-cell data
    Natalie Stanley, Ina A. Stelzer, Amy S. Tsai, and 27 more authors
    Nature Communications May 2020
  4. OpenLUR: Off-the-shelf air pollution modeling with open features and machine learning
    Florian Lautenschlager, Martin Becker, Konstantin Kobs, and 4 more authors
    Atmospheric Environment May 2020
  5. MapLUR: Exploring a New Paradigm for Estimating Air Pollution Using Deep Learning on Map Images
    Michael Steininger, Konstantin Kobs, Albin Zehe, and 3 more authors
    ACM Transactions on Spatial Algorithms and Systems (TSAS) May 2020

2018

  1. Understanding Human Navigation using Bayesian Hypothesis Comparison
    Martin Becker
    May 2018
  2. pysubgroup: Easy-to-Use Subgroup Discovery in Python.
    Florian Lemmerich, and Martin Becker
    In ECML/PKDD (3) May 2018
  3. A White-Box Model for Detecting Author Nationality by Linguistic Differences in Spanish Novels
    Albin Zehe, Daniel Schlör, Ulrike Henny-Krahmer, and 2 more authors
    In Digital Humanities May 2018
  4. Burrows’ Zeta: Exploring and Evaluating Variants and Parameters
    Christof Schöch, Daniel Schlör, Albin Zehe, and 3 more authors
    In Digital Humanities May 2018
  5. EveryAware Gears: A Tool to visualize and analyze all types of Citizen Science Data
    Florian Lautenschlager, Martin Becker, Michael Steininger, and 1 more author
    In Proceedings of VGI Geovisual Analytics Workshop, colocated with BDVA 2018 Oct 2018
  6. Air Trails‚ÄďUrban Air Quality Campaign Exploration Patterns
    Martin Becker, Florian Lautenschlager, and Andreas Hotho
    In Proceedings of VGI-ALIVE 2018 Workshop, colocated with AGILE 2018 Oct 2018
  7. Adaptive kNN Using Expected Accuracy for Classification of Geo-spatial Data
    Mark Kibanov, Martin Becker, Juergen Mueller, and 3 more authors
    In Proceedings of the 33rd Annual ACM Symposium on Applied Computing Oct 2018
  8. Healing Time Correlates With the Quality of Scaring: Results From a Prospective Randomized Control Donor Site Trial
    Frank Werdin, Mayer Tenenhaus, Martin Becker, and 1 more author
    Dermatologic Surgery Oct 2018

2017

  1. Towards Sentiment Analysis on German Literature
    Albin Zehe, Martin Becker, Fotis Jannidis, and 1 more author
    In Joint German/Austrian Conference on Artificial Intelligence (K√ľnstliche Intelligenz) Oct 2017
  2. Comparing Hypotheses About Sequential Data: A Bayesian Approach and Its Applications
    Florian Lemmerich, Philipp Singer, Martin Becker, and 5 more authors
    In Joint European Conference on Machine Learning and Knowledge Discovery in Databases Oct 2017
  3. Learning Semantic Relatedness from Human Feedback Using Relative Relatedness Learning
    Thomas Niebler, Martin Becker, Christian Pölitz, and 1 more author
    In Proceedings of the ISWC 2017 Posters & Demonstrations and Industry Tracks co-located with 16th International Semantic Web Conference (ISWC 2017) Oct 2017
  4. Sedentary Behavior among National Elite Rowers during Off-Training‚ÄĒA Pilot Study
    Billy Sperlich, Martin Becker, Andreas Hotho, and 5 more authors
    Frontiers in Physiology Oct 2017
  5. Eleven-Week Preparation Involving Polarized Intensity Distribution Is Not Superior to Pyramidal Distribution in National Elite Rowers
    Gunnar Treff, Kay Winkert, Mahdi Sareban, and 3 more authors
    Frontiers in Physiology Oct 2017
  6. MixedTrails: Bayesian hypothesis comparison on heterogeneous sequential data
    Martin Becker, Florian Lemmerich, Philipp Singer, and 2 more authors
    Data Mining and Knowledge Discovery Sep 2017
  7. Collective Sensing Platforms
    Martin Atzmueller, Martin Becker, and Juergen Mueller
    Sep 2017
  8. Experimental Assessment of the Emergence of Awareness and Its Influence on Behavioral Changes: The Everyaware Lesson
    Pietro Gravino, Alina Sirbu, Martin Becker, and 2 more authors
    Sep 2017
  9. Applications for Environmental Sensing in EveryAware
    Martin Atzmueller, Martin Becker, Andrea Molino, and 3 more authors
    Sep 2017

2016

  1. Mining Subgroups with Exceptional Transition Behavior
    Florian Lemmerich, Martin Becker, Philipp Singer, and 3 more authors
    In Proceedings of the 22Nd ACM SIGKDD International Conference on Knowledge Discovery and Data Mining Sep 2016
  2. SparkTrails: A MapReduce Implementation of HypTrails for Comparing Hypotheses About Human Trails
    Martin Becker, Hauke Mewes, Andreas Hotho, and 3 more authors
    In International Conference Companion on World Wide Web Sep 2016
  3. Prediction of Happy Endings in German Novels
    Albin Zehe, Martin Becker, Lena Hettinger, and 3 more authors
    In Proceedings of the Workshop on Interactions between Data Mining and Natural Language Processing 2016 Jul 2016
  4. FolkTrails: Interpreting navigation behavior in a social tagging system
    Thomas Niebler, Martin Becker, Daniel Zoller, and 2 more authors
    In International on Conference on Information and Knowledge Management Jul 2016
  5. Extracting Semantics from unconstrained navigation on wikipedia
    Thomas Niebler, Daniel Schlör, Martin Becker, and 1 more author
    KI - K√ľnstliche Intelligenz Jun 2016

2015

  1. Exploratory Subgroup Analytics on Ubiquitous Data
    Martin Atzmueller, Juergen Mueller, and Martin Becker
    In Mining, Modeling, and Recommending ’Things’ in Social Media Jun 2015
  2. Photowalking the City: Comparing Hypotheses About Urban Photo Trails on Flickr
    Martin Becker, Philipp Singer, Florian Lemmerich, and 3 more authors
    In International Conference on Social Informatics Jun 2015
  3. MicroTrails: Comparing Hypotheses About Task Selection on a Crowdsourcing Platform
    Martin Becker, Kathrin Borchert, Matthias Hirth, and 3 more authors
    In International Conference on Knowledge Technologies and Data-driven Business Oct 2015
  4. Genre Classification on German Novels
    Lena Hettinger, Martin Becker, Isabella Reger, and 2 more authors
    In 26th International Workshop on Database and Expert Systems Applications (DEXA) Sep 2015
  5. VizTrails: An Information Visualization Tool for Exploring Geographic Movement Trajectories
    Martin Becker, Philipp Singer, Florian Lemmerich, and 3 more authors
    In Conference on Hypertext & Social Media Sep 2015
  6. Participatory patterns in an international air quality monitoring initiative
    Alina Sirbu, Martin Becker, Saverio Caminiti, and 17 more authors
    PLoS ONE Aug 2015
  7. ConDist: A Context-Driven Categorical Distance Measure
    Markus Ring, Florian Otto, Martin Becker, and 3 more authors
    In Proceedings of the European Conference on Machine Learning and Knowledge Discovery in Databases (ECML PKDD) Aug 2015

2014

  1. Subjective vs. Objective Data: Bridging the Gap
    Martin Becker, Andreas Hotho, Juergen Mueller, and 3 more authors
    Aug 2014
  2. Ubicon and its applications for ubiquitous social computing
    Martin Atzmueller, Martin Becker, Mark Kibanov, and 7 more authors
    New Review of Hypermedia and Multimedia Aug 2014

2013

  1. A Generic Platform for Ubiquitous and Subjective Data
    Martin Becker, Juergen Mueller, Andreas Hotho, and 1 more author
    In Conference on Pervasive and Ubiquitous Computing Adjunct Publication Aug 2013
  2. Awareness and learning in participatory noise sensing
    Martin Becker, Saverio Caminiti, Donato Fiorella, and 10 more authors
    PLOS ONE Dec 2013
  3. Tag Recommendations for SensorFolkSonomies
    Juergen Mueller, Stephan Doerfel, Martin Becker, and 2 more authors
    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) Dec 2013
  4. Difference-Based Estimates for Generalization-Aware Subgroup Discovery
    Florian Lemmerich, Martin Becker, and Frank Puppe
    In Proceedings of the European Conference on Machine Learning and Knowledge Discovery in Databases (ECML PKDD) Dec 2013

2012

  1. Ubicon: Observing Social and Physical Activities
    Martin Atzmueller, Martin Becker, Stephan Doerfel, and 7 more authors
    In International Conference on Green Computing and Communications Nov 2012
  2. Generic Pattern Trees for Exhaustive Exceptional Model Mining
    Florian Lemmerich, Martin Becker, and Martin Atzmueller
    In European Conference on Machine Learning and Knowledge Discovery in Databases Nov 2012

2011

  1. Constraint Based Descriptive Pattern Mining
    Martin Becker
    Nov 2011