| 2006 | IJCNN | Sensor Selection for Driving State Recognition. | Kari Torkkola, Mike Gardner, Christopher Schreiner, Keshu Zhang, Bob Leivian, John Summers |
| 2006 | IJCNN | Feature Selection Using Ensemble Based Ranking Against Artificial Contrasts. | Eugene Tuv, Alexander Borisov, Kari Torkkola |
| 2006 | IDEAL | Best Subset Feature Selection for Massive Mixed-Type Problems. | Eugene Tuv, Alexander Borisov, Kari Torkkola |
| 2005 | FlAIRS | Sensor Sequence Modeling for Driving. | Kari Torkkola, Srihari Venkatesan, Huan Liu |
| 2004 | ICMLA | Detecting driver inattention in the absence of driver monitoring sensors. | Kari Torkkola, Noel Massey, Chip Wood |
| 2003 | FlAIRS | Hybrid Intelligence for Driver Assistance. | Chung Hee Hwang, Noel Massey, Bradford W. Miller, Kari Torkkola |
| 2003 | ICMLA | Classification of Critical Driving Events. | Kari Torkkola, Noel Massey, Bob Leivian, Chip Wood, John Summers, Snehal Kundalkar |
| 2003 | IJCAI | Active Learning with Ensembles for Image Classification. | Huan Liu, Amit Mandvikar, Patricia G. Foschi, Kari Torkkola |
| 2002 | ICASSP | On feature extraction by mutual information maximization. | Kari Torkkola |
| 2002 | ICMLA | Machine Learning for Advising a Driver: A Survey. | William M. Campbell, Kari Torkkola |
| 2002 | ICPR | Discriminative Features for Document Classification. | Kari Torkkola |
| 2002 | ICPR | Learning Feature Transforms Is an Easier Problem Than Feature Selection. | Kari Torkkola |
| 2000 | ICML | Dimension Reduction Techniques for Training Polynomial Networks. | William M. Campbell, Kari Torkkola, Sreeream V. Balakrishnan |
| 2000 | ICML | Mutual Information in Learning Feature Transformations. | Kari Torkkola, William M. Campbell |
| 1997 | ICASSP | Blind deconvolution, information maximization and recursive filters. | Kari Torkkola |
| 1996 | ICASSP | Blind separation of delayed sources based on information maximization. | Kari Torkkola |
| 1994 | ICASSP | New ways to use LVQ-codebooks together with hidden Markov models. | Kari Torkkola |
| 1993 | ICASSP | An efficient way to learn English grapheme-to-phoneme rules automatically. | Kari Torkkola |
| 1992 | ICASSP | Using SOMs as feature extractors for speech recognition. | Jari Kangas, Kari Torkkola, Mikko Kokkonen |
| 1992 | Interspeech | Application of self-organizing maps and LVQ in training continuous density hidden Markov models for phonemes. | Mikko Kurimo, Kari Torkkola |
| 1992 | Interspeech | LVQ-based speech recognition with high-dimensional context vectors. | Jyri Mntysalo, Kari Torkkola, Teuvo Kohonen |
| 1992 | Interspeech | Using phoneme group specific LVQ-codebooks with HMMs. | Pekka Utela, Samuel Kaski, Kari Torkkola |
| 1991 | ICASSP | Using the topology-preserving properties of SOFMs in speech recognition. | Kari Torkkola, Mikko Kokkonen |
| 1991 | Interspeech | Improving short-time speech frame recognition results by using context. | Kari Torkkola, Mikko Kokkonen, Mikko Kurimo, Pekka Utela |
| 1990 | Interspeech | A comparison of two methods to transcribe speech into phonemes: a rule-based method vs. back-propagation. | Kari Torkkola, Mikko Kokkonen |
| 1989 | Interspeech | Using self-organizing maps and multi-layered feed-forward nets to obtain phonemic transcriptions of spoken utterances. | Mikko Kokkonen, Kari Torkkola |
| 1989 | Interspeech | Comparison of symbolic and connectionist approaches to eliminate coarticulation effects in phonemic speech recognition. | Kari Torkkola, Kimmo Raivio |
| 1988 | ICASSP | Phonetic typewriter for Finnish and Japanese. | Teuvo Kohonen, Kari Torkkola, Makoto Shozakai, Jari Kangas, Olli Vent |
| 1988 | ICASSP | Automatic alignment of speech with phonetic transcriptions in real time. | Kari Torkkola |
| 1988 | ICPR | Correction of quasiphoneme strings by the dynamically expanding context. | Kari Torkkola, Teuvo Kohonen |
| 1987 | Interspeech | Microprocessor implementation of a large vocabulary speech recognizer and phonetic typewriter for Finnish and Japanese. | Teuvo Kohonen, Kari Torkkola, Makoto Shozakai, Jari Kangas, Olli Vent |
| 1986 | ICASSP | A microprocessor-based word recognition system for large vocabularies. | Kari Torkkola, Heikki Riittinen |