Researcher

Moncef Gabbouj

Moncef Gabbouj is a professor of information technology at Tampere University, where he directs the Signal Analysis and Machine Intelligence research group. After a PhD in electrical engineering at Purdue University in 1989, he built his career at Tampere University of Technology, became a full professor in 1998, and headed its Department of Signal Processing from 2002 to 2007. His machine learning work includes a 2016 paper on real-time ECG classification with 1-D convolutional neural networks, which earned a 2019 Most Impactful Paper award, and the 2019 Operational Neural Networks paper written with Serkan Kiranyaz, Turker Ince and Alexandros Iosifidis. He became an IEEE Fellow in 2011 and joined Academia Europaea and the Finnish Academy of Science and Letters in 2014. In 2024, he became a Fellow of the Industry Academy of the International Artificial Intelligence Industry Alliance and co-chaired the IEEE International Conference on Image Processing in Abu Dhabi.

Born
1962
Badges

Years link to their sources.

Timeline

  1. 1985–1989

    Degrees at Oklahoma State and Purdue

    He earns a BS in electrical engineering from Oklahoma State University in 1985, then an MS in 1986 and a PhD in 1989 in electrical engineering at Purdue University.

  2. 1990–2007

    Professor and head of department

    In 1990, he starts as a lecturer at the Signal Processing Laboratory of Tampere University of Technology and becomes an associate professor there in 1994. He takes a professorship in Pori in 1995 and moves to the main campus as a full professor in 1998. From 2002 to 2007, he heads the Department of Signal Processing.

  3. 2011–2015

    Academy of Finland Professor

    He is an Academy of Finland Professor at Tampere University of Technology from 2011 to 2015, and he becomes an IEEE Fellow in 2011. In 2014, he joins the Informatics section of Academia Europaea and the Finnish Academy of Science and Letters.

  4. 2016–2019

    ECG classification with 1-D CNNs

    In March 2016, he co-authors 'Real-Time Patient-Specific ECG Classification by 1-D Convolutional Neural Networks'. The paper receives the 1st Prize in the Most Impactful Paper Award from IEEE Engineering in Medicine and Biology in 2019.

  5. 2019–2020

    Operational neural networks

    In February 2019, he co-authors 'Operational Neural Networks' with Serkan Kiranyaz, Turker Ince and Alexandros Iosifidis, which proposes networks whose neurons can use any set of operators. In May 2019, he co-authors a survey of 1D convolutional neural networks with Kiranyaz, Onur Avci, Osama Abdeljaber, Ince and Daniel J. Inman. In April 2020, he co-authors Self-organized Operational Neural Networks, whose generative neurons adapt the nodal operator of each connection during training.

  6. 2023–2024

    Honorary professor and ICIP co-chair

    China University of Petroleum (East China) confers an honorary professorship on him in June 2023, and he gives an academic report titled 'Green Learning'. In 2024, he becomes a Fellow of the Industry Academy of the International Artificial Intelligence Industry Alliance, and in October 2024 he is General Co-Chair of the IEEE International Conference on Image Processing in Abu Dhabi.

  7. As of October 2026

    Professor at Tampere University

    He is a professor of information technology at the Department of Computing Sciences at Tampere University in Finland. He directs the Signal Analysis and Machine Intelligence (SAMI) research group, which develops machine learning, pattern recognition and signal processing algorithms for different applications.

Career

  1. NowTampere UniversityProfessor of Information Technology
  2. From 2023China University of Petroleum, East ChinaHonorary Professor
  3. 1990–2015Tampere University of TechnologyLecturer, Associate Professor

Education

  1. 1989Purdue UniversityPhD
  2. 1986Purdue UniversityMS
  3. 1985Oklahoma State UniversityBS

Sources and credits

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  1. Moncef Gabbouj | Tampere University tuni.fi. Checked 21 October 2026.
  2. Academy of Europe: Gabbouj Moncef ae-info.org. Checked 21 October 2026.
  3. [1902.11106] Operational Neural Networks arxiv.org. Checked 21 October 2026.
  4. [1905.03554] 1D Convolutional Neural Networks and Applications: A Survey arxiv.org. Checked 21 October 2026.
  5. [2004.11778] Self-Organized Operational Neural Networks with Generative Neurons arxiv.org. Checked 21 October 2026.
  6. Conferment Ceremony of Honorary Professorship on Moncef Gabbouj held in China University of Petroleum (East China) cilaben.upc.edu.cn. Checked 21 October 2026.
  7. 2024 IEEE International Conference on Image Processing 2024.ieeeicip.org. Checked 21 October 2026.
  8. Signal Analysis and Machine Intelligence SAMI | Tampere University tuni.fi. Checked 21 October 2026.