| 2015 | Adversarial Feature Selection. | Karan Kumar Budhraja, Tim Oates |
| 2015 | Latent Graph Inference and Validation. | Ivan Brugere |
| 2015 | Twitter Fingerprints as Active Authenticators. | Alex Brown, Myriam Abramson |
| 2015 | Unsupervised Spatial Data Mining for Smart Homes. | Kevin Bouchard, Dany Fortin-Simard, Jeremy Lapalu, Sbastien Gaboury, Abdenour Bouzouane, Bruno Bouchard |
| 2015 | Learning Semantic Similarity for Very Short Texts. | Cedric De Boom, Steven Van Canneyt, Steven Bohez, Thomas Demeester, Bart Dhoedt |
| 2015 | Mining Massive Vector Data on Single Instruction Multiple Data Microarchitectures. | Christian Bhm, Claudia Plant |
| 2015 | StreamDM: Advanced Data Mining in Spark Streaming. | Albert Bifet, Silviu Maniu, Jianfeng Qian, Guangjian Tian, Cheng He, Wei Fan |
| 2015 | Citation Prediction Using Diverse Features. | Harish S. Bhat, Li-Hsuan Huang, Sebastian Rodriguez, Rick Dale, Evan Heit |
| 2015 | Accurate Classification of Biological Data Using Ensembles. | Manju Bhardwaj, Debasis Dash, Vasudha Bhatnagar |
| 2015 | HARAM: A Hierarchical ARAM Neural Network for Large-Scale Text Classification. | Fernando Benites, Elena P. Sapozhnikova |
| 2015 | Exploiting the Focus of the Document for Enhanced Entities' Sentiment Relevance Detection. | Zvi Ben-Ami, Ronen Feldman, Benjamin Rosenfeld |
| 2015 | Efficient Distance-Based Gestural Pattern Mining in Spatiotemporal 3D Motion Capture Databases. | Christian Beecks, Marwan Hassani, Florian Obeloer, Thomas Seidl |
| 2015 | OntoSeg: A Novel Approach to Text Segmentation Using Ontological Similarity. | Mostafa Bayomi, Killian Levacher, M. Rami Ghorab, Samus Lawless |
| 2015 | Unsupervised Learning Techniques for Detection of Regions of Interest in Solar Images. | Juan M. Banda, Rafal A. Angryk |
| 2015 | Diamond Sampling for Approximate Maximum All-Pairs Dot-Product (MAD) Search. | Grey Ballard, Tamara G. Kolda, Ali Pinar, C. Seshadhri |
| 2015 | Scattering Decomposition for Massive Signal Classification: From Theory to Fast Algorithm and Implementation with Validation on International Bioacoustic Benchmark. | Randall Balestriero, Herv Glotin |
| 2015 | Automated Feature Learning: Mining Unstructured Data for Useful Abstractions. | Abhishek Bafna, Jenna Wiens |
| 2015 | Understanding the Impact of Socio-Economic and Environmental Factors for Disease Outbreak in Developing Countries. | Zaheer Babar, Abdul Mannan, Faisal Kamiran, Asim Karim |
| 2015 | Spatiotemporal Frequent Pattern Mining on Solar Data: Current Algorithms and Future Directions. | Berkay Aydin, Rafal A. Angryk |
| 2015 | Are You Going to the Party: Depends, Who Else is Coming?: [Learning Hidden Group Dynamics via Conditional Latent Tree Models]. | Forough Arabshahi, Furong Huang, Animashree Anandkumar, Carter T. Butts, Sean M. Fitzhugh |
| 2015 | PaMPa-HD: A Parallel MapReduce-Based Frequent Pattern Miner for High-Dimensional Data. | Daniele Apiletti, Elena Baralis, Tania Cerquitelli, Paolo Garza, Pietro Michiardi, Fabio Pulvirenti |
| 2015 | Adapting New Categories for Food Recognition with Deep Representation. | Shuang Ao, Charles X. Ling |
| 2015 | Sentiment Polarity Classification Using Structural Features. | Daniel Ansari |
| 2015 | Classification of Temporal and Sequential Data Using Bag-of-Subsequences Features. | Shin Ando, Yutaro Suka |
| 2015 | Machine Learning Approach to Identify Users Across Their Digital Devices. | Thakur Raj Anand, Oleksii Renov |