| 2008 | ICDM | Enhancing the Stability of Spectral Ordering with Sparsification and Partial Supervision: Application to Paleontological Data. | Dimitrios Mavroeidis, Ella Bingham |
| 2008 | ICWSM | Recommendation of Multimedia Items by Link Analysis and Collaborative Filtering. | Davin Wong, Ella Bingham, Saara Hyvnen |
| 2006 | SDM | Segmentation and dimensionality reduction. | Ella Bingham, Aristides Gionis, Niina Haiminen, Heli Hiisil, Heikki Mannila, Evimaria Terzi |
| 2004 | ICDM | Dependencies between Transcription Factor Binding Sites: Comparison between ICA, NMF, PLSA and Frequent Sets. | Heli Hiisil, Ella Bingham |
| 2004 | SDM | Learning to Read Between the Lines: The Aspect Bernoulli Model. | Ata Kabn, Ella Bingham, T. Hirsimki |
| 2002 | KDD | Topics in 0--1 data. | Ella Bingham, Heikki Mannila, Jouni K. Seppnen |
| 2002 | SIGIR | ICA and SOM in text document analysis. | Ella Bingham, Jukka Kuusisto, Krista Lagus |
| 2001 | KDD | Random projection in dimensionality reduction: applications to image and text data. | Ella Bingham, Heikki Mannila |
| 2001 | WWW | Finding Topics in Dynamical Text: Application to Chat Line Discussions. | Ella Bingham, Ata Kabn, Mark A. Girolami |
| 2000 | IJCNN | ICA of Complex Valued Signals: A Fast and Robust Deflationary Algorithm. | Ella Bingham, Aapo Hyvrinen |