Olli Simula
Professor at Aalto University School of Business
Biography
Aalto University School of Business
Peer-reviewed scientific articles
Journal article-refereed, Original researchTROP-ELM: a Double-Regularized ELM using LARS and Tikhonov Regularization
Miche, Yoan; Heeswijk, Mark van; Bas, Patrick; Simula, Olli; Lendasse, Amaury2011 in NEUROCOMPUTING (Elsevier Science B.V.)ISSN: 0925-2312European Symposium on Times Series Prediction
Lendasse, Amaury; Honkela, Timo; Simula, Olli2010 in NEUROCOMPUTING (Elsevier Science B.V.)ISSN: 0925-2312OP-ELM: Optimally-Pruned Extreme Learning Machine
Miche, Yoan; Sorjamaa, Antti; Bas, Patrick; Simula, Olli; Jutten, Christian; Lendasse, Amaury2010 in IEEE TRANSACTIONS ON NEURAL NETWORKS (IEEE Computational Intelligence Society)ISSN: 1045-9227Reliable Steganalysis Using a Minimum Set of Samples and Features
Miche, Yoan; Bas, Patrick; Lendasse, Amaury; Jutten, Christian; Simula, Olli2009 in EURASIP Journal on Information Security (IEEE Computational Intelligence Society)A Feature Selection Methodology for Steganalysis
Miche, Yoan; Bas, Patrick; Lendasse, Amaury; Jutten, Christian; Simula, Olli2009 in Traitement du Signal (IEEE Computational Intelligence Society)Wavelength selection using the measure of topological relevance on the Self-Organizing Map
Corona, Francesco; Reinikainen, Satu-Pia; Aaljoki, Kari; Perkkiö, Annikki; Liitiäinen, Elia; Baratti, Roberto; Lendasse, Amaury; Simula, Olli2008 in JOURNAL OF CHEMOMETRICS (John Wiley and Sons Ltd)Time series prediction competition: The CATS benchmark
Lendasse, Amaury; Oja, Erkki; Simula, Olli; Verleysen, Michel2007 in NEUROCOMPUTING (Elsevier Science B.V.)ISSN: 0925-2312Advanced Analysis Methods for 3G Cellular Networks
Laiho, J.; Raivio, Kimmo; Lehtimäki, Pasi; Hätönen, Kimmo; Simula, Olli2005 in IEEE TRANSACTIONS ON WIRELESS COMMUNICATIONS (IEEE-INST ELECTRICAL ELECTRONICS ENGINEERS INC)ISSN: 1536-1276Visualization of Pharmaceutical Unit Operations Using Self-Organizing Maps (SOM)
Rantanen, J.; Laine, Sampsa; Antikainen, O.; Mannermaa, J-P.; Simula, O.; Yliruusi, J.2000 in JOURNAL OF PHARMACEUTICAL AND BIOMEDICAL ANALYSIS (Elsevier)Process Monitoring and Modeling Using the Self-Organizing Map
Alhoniemi, E.; Hollmén, J.; Simula, O.; Vesanto, J.1999 in INTEGRATED COMPUTER-AIDED ENGINEERING (IOS Press)Neural Detection of QAM Signal with Strongly Nonlinear Receiver
Raivio, K.; Henriksson, J.; Simula, O.1998 in NEUROCOMPUTING (Elsevier Science B.V.)Engineering Applications of the Self-Organizing Map
Kohonen, T.; Oja, E.; Simula, O.; Visa, A.; Kangas, J.1996 in PROCEEDINGS OF THE IEEE (Institute of Electrical and Electronics Engineers Inc.)DFSP A data flow signal processor
Hartimo, Iiro; Kronlöf, Klaus; Simula, Olli; Skyttä, Jorma1986 in IEEE TRANSACTIONS ON COMPUTERS (IEEE Computer Society)ISSN: 0018-9340Book section, Chapters in research booksThe Self-Organizing Map as a Tool in Knowledge Engineering
Himberg, Johan; Ahola, J.; Alhoniemi, E.; Vesanto, J.; Simula, O.2001 Analysis and Modeling of Complex Systems Using the Self-Organizing Map
Simula, O.; Vesanto, J.; Alhoniemi, E.; Hollmén, J.1999 Self-Organizing Map in Analysis of Large-Scale Industrial Systems
Simula, O.; Ahola, J.; Alhoniemi, E.; Himberg, J.; Vesanto, J.1999 The Self-Organizing Map in Industry Analysis
Simula, O.; Vasara, P.; Vesanto, J.; Helminen, R.-R.1999 The Optimal Utilization of Multiservice SCP
Tang, Haitao; Simula, O.1996 Process Monitoring and Visualization Using Self-Organizing Maps
Simula, O.; Kangas, J.1995 Conference proceedingsA fast microprogrammed digital filter supporting early signal processing research
Simula, Olli; Neuvo, Yrjö2015 in IFIP Advances in Information and Communication Technology (Springer New York LLC)ISBN: 9783319171449ISSN: 1868-4238Minimal Learning Machine: A new distance-based method for supervised learning
de Souza Júnior, Amauri Holanda; Corona, Francesco; Miché, Yoan; Lendasse, Amaury; Barreto, Guilherme; Simula, Olli2013 ISBN: 978-3-642-38678-7Extreme Learning Machine: A robust modeling technique?Yes!
Lendasse, Amaury; Akusok, Anton; Simula, Olli; Corona, Francesco; van Heeswijk, Mark; Eirola, Emil; Miché, Yoan2013 ISBN: 978-3-642-38678-7Extending Extreme Learning Machine with Combination Layer
Sovilj, Dusan; Lendasse, Amaury; Simula, Olli2013 ISBN: 978-3-642-38678-7Ensemble Modeling with a Constrained Linear System of Leave-One-Out Outputs
Miche, Yoan; Eirola, Emil; Bas, Patrick; Simula, Olli; Jutten, Christian; Lendasse, Amaury; Verleysen, Michel2010 A methodology for Building Regression Models using Extreme Learning Machine: OP-ELM
Miche, Yoan; Bas, Patrick; Jutten, Christian; Simula, Olli; Lendasse, Amaury2008 Macadamia: Master's Programme in Machine Learning and Data Mining
Raiko, Tapani; Puolamäki, Kai; Karhunen, Juha; Hollmén, Jaakko; Honkela, Antti; Kaski, Samuel; Mannila, Heikki; Oja, Erkki; Simula, Olli2008 Avantages de la Sélection de Caractéristiques pour la Stéganalyse
Miche, Yoan; Bas, Patrick; Lendasse, Amaury; Simula, Olli; Jutten, Christian2007 Advantages of Using Feature Selection Techniques on Steganalysis Schemes
Miche, Yoan; Bas, Patrick; Lendasse, Amaury; Jutten, Christian; Simula, Olli2007 Developing chemometrics with the tools of information sciences (CHESS) - MASIT23
Simula, Olli; Lendasse, Amaury; Corona, Francesco; Reinikainen, Satu-Pia; Riekkola, Marja-Liisa; Hartonen, Kari; Vuorinen, Ilppo; Silén, Jukka2007 Time Series Benchmarking Competition: The CATS Benchmark
Lendasse, A.; Oja, E.; Simula, O.; Verleysen, M.2004 Self-Organizing Operator Maps in Complex System Analysis
Lehtimäki, Pasi; Raivio, K.; Simula, O.2003 Misinterpretations When Using Matlab in DSP Education
Parviainen, Jukka; Simula, O.2003 Analysis of Mobile Radio Access Network Using the Self-Organizing Map
Raivio, Kimmo; Simula, O.; Laiho, J.; Lehtimäki, P.2003 Interpretation and Comparison of Multidimensional Data Partitions
Alhoniemi, Esa; Simula, O.2001 Quality Prediction Based on Knowledge Extraction in Hot Rolling
Cser, L.; Simula, Olli; Ruha, P.; Árvai, L.2001 Quality Prediction based on Knowledge Extraction in Hot Rolling
Cser, L.; Simula, Olli; Ruha, P.; Arvai, L.2001 Neural Analysis of Mobile Radio Access Network
Raivio, Kimmo; Simula, O.; Laiho, J.2001 Models from data Analysis of Industrial Processes and Telecommunication Systems
Simula, Olli; Hollmén, J.; Alhoniemi, E.2001 An Approach to Automated Interpretation of SOM
Siponen, Markus; Vesanto, J.; Simula, O.; Vasara, P.2001 Quality Control of Hot Rolling Mills Based on Data Mining and Knowledge Discovery
Cser, L.; Mäntylä, P.; Simula, O.; Ruha, P.2000 Self-Organising Maps (SOM) in Hot Rolling
Cser, L.; Simula, O.; Mäntylä, P.; Ruha, P.; Larkiola, J.2000 Learning Vector Quantization Algorithm for Probabilistic Models
Hollmén, Jaakko; Tresp, V.; Simula, O.2000 Monitoring Industrial Processes Using the Self-Organizing Map
Ahola, J.; Alhoniemi, E.; Simula, O.1999 Data mining in improving the geometric quality parameters of hot rolled strips
Cser, L.; Korhonen, A.S.; Mäntylä, P.; Simula, O.1999 A Self-Organizing Map for Clustering Probabilistic Models
Hollmén, J.; Tresp, V.; Simula, O.1999 SOM Based Analysis of Pulping Process Data
Simula, O.; Alhoniemi, E.1999 Application of Neural Networks for Modelling of Rolling and Annealing of Steel Strip
Cser, L.; Korhonen, A.S.; Larkiola, J.; Myllykoski, P.; Simula, O.1998 Knowledge Based Methods in Modelling of Rolling
Cser, L.; Korhonen, A.; Simula, O.; Larkiola, J.; Myllykoski, P.; Ahola, J.1998 The SOM Based Data Mining in Hot Rolling
Cser, L.; Korhonen, A.; Simula, O.; Larkiola, J.; Ahola, J.1998 Application of neural networks for modelling of rolling and annealing of steel strip
Korhonen, A.; Cser, L.; Larkiola, J.; Myllykoski, P.; Simula, O.; Ahola, J.1998 Analysis of Industrial Systems Using the Self-Organizing Map
Simula, O.; Vesanto, J.; Vasara, P.1998 Another Dimension of Flow Control for the Intelligent Node
Tang, Haitao; Simula, O.1998 Enhancing SOM Based Data Visualization
Vesanto, J.; Himberg, J.; Siponen, M.; Simula, O.1998 Analyzing an Automatic Call Distribution System by the Self-Organizing Map
Himberg, J.; Simula, O.1997 Performance of Two Neural Receiver Structures in the Presence of Co-Channel Interference
Raivio, K.; Hämäläinen, A.; Henriksson, J.; Simula, O.1997 Neural Receiver Structures Based on Self-Organizing Maps in Nonlinear Multipath Channels
Raivio, K.; Henriksson, J.; Simula, O.1997 Neural Detection of QAM Signal with Strongly Nonlinear Receiver
Raivio, K.; Henriksson, J.; Simula, O.1997 Analysis of Complex Systems Using the Self-Organizing Map
Simula, O.; Alhoniemi, E.; Hollmén, J.; Vesanto, J.1997 Age-Boosting Page Replacement Scheme
Tang, Haitao; Simula, O.; Raatikainen, K.1997 The Effective Resource Demands of the Applications and Their Managements in a Computer
Tang, Haitao; Simula, O.1997 Prediction Models and Sensitivity Analysis of Industrial Process Parameters by Using the Self-Organizing Map
Hollmén, J.; Simula, O.1996 The Adaptive Resource Assignment and Optimal Utilization of Multi-Service SCP
Tang, Haitao; Simula, O.1996 The Optimal Resource Management of a Network Server
Tang, Haitao; Simula, O.1996 Patient Grouping Using Self-Organizing Map
Pessi, T.; Kangas, J.; Simula, O.1995 Interference Cancellation for PAM Modulation using Neural Networks
Raivio, K.; Henriksson, J.; Simula, O.1995 Neural Detection of QAM Modulation in the Presence of Interference
Raivio, K.; Henriksson, J.; Simula, O.1995 The Optimal Utilization of Multi-Service SCP
Tang, Haitao; Simula, O.1995 Neural Adaptation for Optimal Traffic Shaping in Telephone Systems
Tang, Haitao; Simula, O.1995 Neural Network Based Cloud Classifier
Visa, A.; Iivarinen, J.; Valkealahti, K.; Simula, O.1995 Feature Selection with Self-Organizing Feature Map
Iivarinen, J.; Valkealahti, K.; Visa, A.; Simula, O.1994 Monitoring of an Anaesthesia System Using Self-Organizing Maps
Vapola, M.; Simula, O.; Kohonen, T.; Meriläinen, P.1994 Representation and Identification of Fault Conditions of an Anaesthesia System by Means of the Self-Organizing Map
Vapola, M.; Simula, O.; Kohonen, T.; Meriläinen, P.1994 Experiences from Operational Cloud Classifier Based on Self-Organising Map
Visa, A.; Valkealahti, K.; Iivarinen, J.; Simula, O.1994 Scientific books (monographs)
Book (editor)Proceedings of AKRR'08, International and Interdisciplinary Conference on Adaptive Knowledge Representation and Reasoning
Honkela, Timo; Paukkeri, Mari-Sanna; Pöllä, Matti; Simula, Olli2008 Proceedings of the International and Interdisciplinary Conference on Adaptive Knowledge Representation and Reasoning (AKRR'05), Espoo, Finland, June 15-17, 2005
Honkela, T.; Könönen, V.; Pöllä, M.; Simula, O.2005 Circuit paradigm in the 21st century : ECCTD '01 : Proceedings of the 15th European Conference on Circuit Theory and Design, Helsinki University of Technology, Finland, 28th - 31st August 2001
Porra, Veikko; Valtonen, Martti; Hartimo, Iiro; Ilmonen, Matti; Simula, Olli; Veijola, Timo2001 ISBN: 951-22-6337-8Publications intended for professional communities
Published development or research reportAdvanced Analysis Methods for 3G Cellular Networks
Laiho, J.; Raivio, Kimmo; Lehtimäki, P.; Hätönen, K.; Simula, O.2002 Mobile Radio Access Network Monitoring Using the Self-Organizing Map
Lehtimäki, Pasi; Raivio, Kimmo; Simula, O.2002 Light metrology based on inverse scattering analysis and artificial neural networks
Saarinen, J.; Noponen, E.; Oja, E.; Simula, O.1997 Monitoring and Modeling of Complex Processes Using the Self-Organizing Map
Alhoniemi, E.; Simula, O.; Vesanto, J.1996 Monitoring and Modeling of Complex Processes Using Hierarchical Self-Organizing Maps
Simula, O.; Alhoniemi, E.; Hollmen, J.; Vesanto, J.1996 Age-Boosting Page Replacement Scheme
Tang, Haitao; Simula, Olli; Raatikainen, K.1996 Development of a Cloud Classifier
Iivarinen, J.; Valkealahti, K.; Visa, A.; Simula, O.1995 Operational Cloud Classifier Based on the Topological Feature Map
Simula, O.; Visa, A.; Valkealahti, K.1993 An Operational Cloud Classifier Based on a Self-Organized Texture Map
Valkealahti, K.; Iivarinen, J.; Visa, A.; Simula, O.1993 Patents and invention disclosures
PatentMethod for configuring a network by defining clusters
Laiho, Jaana; Höglund, Albert; Raivio, Kimmo; Henriksson, Jukka; Hätönen, Kimmo; Hämäläinen, Ari; Simula, Olli2008
TROP-ELM: a Double-Regularized ELM using LARS and Tikhonov Regularization
Miche, Yoan; Heeswijk, Mark van; Bas, Patrick; Simula, Olli; Lendasse, Amaury
2011 in NEUROCOMPUTING (Elsevier Science B.V.)ISSN: 0925-2312
European Symposium on Times Series Prediction
Lendasse, Amaury; Honkela, Timo; Simula, Olli
2010 in NEUROCOMPUTING (Elsevier Science B.V.)ISSN: 0925-2312
OP-ELM: Optimally-Pruned Extreme Learning Machine
Miche, Yoan; Sorjamaa, Antti; Bas, Patrick; Simula, Olli; Jutten, Christian; Lendasse, Amaury
2010 in IEEE TRANSACTIONS ON NEURAL NETWORKS (IEEE Computational Intelligence Society)ISSN: 1045-9227
Reliable Steganalysis Using a Minimum Set of Samples and Features
Miche, Yoan; Bas, Patrick; Lendasse, Amaury; Jutten, Christian; Simula, Olli
2009 in EURASIP Journal on Information Security (IEEE Computational Intelligence Society)A Feature Selection Methodology for Steganalysis
Miche, Yoan; Bas, Patrick; Lendasse, Amaury; Jutten, Christian; Simula, Olli
2009 in Traitement du Signal (IEEE Computational Intelligence Society)Wavelength selection using the measure of topological relevance on the Self-Organizing Map
Corona, Francesco; Reinikainen, Satu-Pia; Aaljoki, Kari; Perkkiö, Annikki; Liitiäinen, Elia; Baratti, Roberto; Lendasse, Amaury; Simula, Olli
2008 in JOURNAL OF CHEMOMETRICS (John Wiley and Sons Ltd)Time series prediction competition: The CATS benchmark
Lendasse, Amaury; Oja, Erkki; Simula, Olli; Verleysen, Michel
2007 in NEUROCOMPUTING (Elsevier Science B.V.)ISSN: 0925-2312
Advanced Analysis Methods for 3G Cellular Networks
Laiho, J.; Raivio, Kimmo; Lehtimäki, Pasi; Hätönen, Kimmo; Simula, Olli
2005 in IEEE TRANSACTIONS ON WIRELESS COMMUNICATIONS (IEEE-INST ELECTRICAL ELECTRONICS ENGINEERS INC)ISSN: 1536-1276
Visualization of Pharmaceutical Unit Operations Using Self-Organizing Maps (SOM)
Rantanen, J.; Laine, Sampsa; Antikainen, O.; Mannermaa, J-P.; Simula, O.; Yliruusi, J.
2000 in JOURNAL OF PHARMACEUTICAL AND BIOMEDICAL ANALYSIS (Elsevier)Process Monitoring and Modeling Using the Self-Organizing Map
Alhoniemi, E.; Hollmén, J.; Simula, O.; Vesanto, J.
1999 in INTEGRATED COMPUTER-AIDED ENGINEERING (IOS Press)Neural Detection of QAM Signal with Strongly Nonlinear Receiver
Raivio, K.; Henriksson, J.; Simula, O.
1998 in NEUROCOMPUTING (Elsevier Science B.V.)Engineering Applications of the Self-Organizing Map
Kohonen, T.; Oja, E.; Simula, O.; Visa, A.; Kangas, J.
1996 in PROCEEDINGS OF THE IEEE (Institute of Electrical and Electronics Engineers Inc.)DFSP A data flow signal processor
Hartimo, Iiro; Kronlöf, Klaus; Simula, Olli; Skyttä, Jorma
1986 in IEEE TRANSACTIONS ON COMPUTERS (IEEE Computer Society)ISSN: 0018-9340
The Self-Organizing Map as a Tool in Knowledge Engineering
Himberg, Johan; Ahola, J.; Alhoniemi, E.; Vesanto, J.; Simula, O.
2001 Analysis and Modeling of Complex Systems Using the Self-Organizing Map
Simula, O.; Vesanto, J.; Alhoniemi, E.; Hollmén, J.
1999 Self-Organizing Map in Analysis of Large-Scale Industrial Systems
Simula, O.; Ahola, J.; Alhoniemi, E.; Himberg, J.; Vesanto, J.
1999 The Self-Organizing Map in Industry Analysis
Simula, O.; Vasara, P.; Vesanto, J.; Helminen, R.-R.
1999 The Optimal Utilization of Multiservice SCP
Tang, Haitao; Simula, O.
1996 Process Monitoring and Visualization Using Self-Organizing Maps
Simula, O.; Kangas, J.
1995 Conference proceedingsA fast microprogrammed digital filter supporting early signal processing research
Simula, Olli; Neuvo, Yrjö2015 in IFIP Advances in Information and Communication Technology (Springer New York LLC)ISBN: 9783319171449ISSN: 1868-4238Minimal Learning Machine: A new distance-based method for supervised learning
de Souza Júnior, Amauri Holanda; Corona, Francesco; Miché, Yoan; Lendasse, Amaury; Barreto, Guilherme; Simula, Olli2013 ISBN: 978-3-642-38678-7Extreme Learning Machine: A robust modeling technique?Yes!
Lendasse, Amaury; Akusok, Anton; Simula, Olli; Corona, Francesco; van Heeswijk, Mark; Eirola, Emil; Miché, Yoan2013 ISBN: 978-3-642-38678-7Extending Extreme Learning Machine with Combination Layer
Sovilj, Dusan; Lendasse, Amaury; Simula, Olli2013 ISBN: 978-3-642-38678-7Ensemble Modeling with a Constrained Linear System of Leave-One-Out Outputs
Miche, Yoan; Eirola, Emil; Bas, Patrick; Simula, Olli; Jutten, Christian; Lendasse, Amaury; Verleysen, Michel2010 A methodology for Building Regression Models using Extreme Learning Machine: OP-ELM
Miche, Yoan; Bas, Patrick; Jutten, Christian; Simula, Olli; Lendasse, Amaury2008 Macadamia: Master's Programme in Machine Learning and Data Mining
Raiko, Tapani; Puolamäki, Kai; Karhunen, Juha; Hollmén, Jaakko; Honkela, Antti; Kaski, Samuel; Mannila, Heikki; Oja, Erkki; Simula, Olli2008 Avantages de la Sélection de Caractéristiques pour la Stéganalyse
Miche, Yoan; Bas, Patrick; Lendasse, Amaury; Simula, Olli; Jutten, Christian2007 Advantages of Using Feature Selection Techniques on Steganalysis Schemes
Miche, Yoan; Bas, Patrick; Lendasse, Amaury; Jutten, Christian; Simula, Olli2007 Developing chemometrics with the tools of information sciences (CHESS) - MASIT23
Simula, Olli; Lendasse, Amaury; Corona, Francesco; Reinikainen, Satu-Pia; Riekkola, Marja-Liisa; Hartonen, Kari; Vuorinen, Ilppo; Silén, Jukka2007 Time Series Benchmarking Competition: The CATS Benchmark
Lendasse, A.; Oja, E.; Simula, O.; Verleysen, M.2004 Self-Organizing Operator Maps in Complex System Analysis
Lehtimäki, Pasi; Raivio, K.; Simula, O.2003 Misinterpretations When Using Matlab in DSP Education
Parviainen, Jukka; Simula, O.2003 Analysis of Mobile Radio Access Network Using the Self-Organizing Map
Raivio, Kimmo; Simula, O.; Laiho, J.; Lehtimäki, P.2003 Interpretation and Comparison of Multidimensional Data Partitions
Alhoniemi, Esa; Simula, O.2001 Quality Prediction Based on Knowledge Extraction in Hot Rolling
Cser, L.; Simula, Olli; Ruha, P.; Árvai, L.2001 Quality Prediction based on Knowledge Extraction in Hot Rolling
Cser, L.; Simula, Olli; Ruha, P.; Arvai, L.2001 Neural Analysis of Mobile Radio Access Network
Raivio, Kimmo; Simula, O.; Laiho, J.2001 Models from data Analysis of Industrial Processes and Telecommunication Systems
Simula, Olli; Hollmén, J.; Alhoniemi, E.2001 An Approach to Automated Interpretation of SOM
Siponen, Markus; Vesanto, J.; Simula, O.; Vasara, P.2001 Quality Control of Hot Rolling Mills Based on Data Mining and Knowledge Discovery
Cser, L.; Mäntylä, P.; Simula, O.; Ruha, P.2000 Self-Organising Maps (SOM) in Hot Rolling
Cser, L.; Simula, O.; Mäntylä, P.; Ruha, P.; Larkiola, J.2000 Learning Vector Quantization Algorithm for Probabilistic Models
Hollmén, Jaakko; Tresp, V.; Simula, O.2000 Monitoring Industrial Processes Using the Self-Organizing Map
Ahola, J.; Alhoniemi, E.; Simula, O.1999 Data mining in improving the geometric quality parameters of hot rolled strips
Cser, L.; Korhonen, A.S.; Mäntylä, P.; Simula, O.1999 A Self-Organizing Map for Clustering Probabilistic Models
Hollmén, J.; Tresp, V.; Simula, O.1999 SOM Based Analysis of Pulping Process Data
Simula, O.; Alhoniemi, E.1999 Application of Neural Networks for Modelling of Rolling and Annealing of Steel Strip
Cser, L.; Korhonen, A.S.; Larkiola, J.; Myllykoski, P.; Simula, O.1998 Knowledge Based Methods in Modelling of Rolling
Cser, L.; Korhonen, A.; Simula, O.; Larkiola, J.; Myllykoski, P.; Ahola, J.1998 The SOM Based Data Mining in Hot Rolling
Cser, L.; Korhonen, A.; Simula, O.; Larkiola, J.; Ahola, J.1998 Application of neural networks for modelling of rolling and annealing of steel strip
Korhonen, A.; Cser, L.; Larkiola, J.; Myllykoski, P.; Simula, O.; Ahola, J.1998 Analysis of Industrial Systems Using the Self-Organizing Map
Simula, O.; Vesanto, J.; Vasara, P.1998 Another Dimension of Flow Control for the Intelligent Node
Tang, Haitao; Simula, O.1998 Enhancing SOM Based Data Visualization
Vesanto, J.; Himberg, J.; Siponen, M.; Simula, O.1998 Analyzing an Automatic Call Distribution System by the Self-Organizing Map
Himberg, J.; Simula, O.1997 Performance of Two Neural Receiver Structures in the Presence of Co-Channel Interference
Raivio, K.; Hämäläinen, A.; Henriksson, J.; Simula, O.1997 Neural Receiver Structures Based on Self-Organizing Maps in Nonlinear Multipath Channels
Raivio, K.; Henriksson, J.; Simula, O.1997 Neural Detection of QAM Signal with Strongly Nonlinear Receiver
Raivio, K.; Henriksson, J.; Simula, O.1997 Analysis of Complex Systems Using the Self-Organizing Map
Simula, O.; Alhoniemi, E.; Hollmén, J.; Vesanto, J.1997 Age-Boosting Page Replacement Scheme
Tang, Haitao; Simula, O.; Raatikainen, K.1997 The Effective Resource Demands of the Applications and Their Managements in a Computer
Tang, Haitao; Simula, O.1997 Prediction Models and Sensitivity Analysis of Industrial Process Parameters by Using the Self-Organizing Map
Hollmén, J.; Simula, O.1996 The Adaptive Resource Assignment and Optimal Utilization of Multi-Service SCP
Tang, Haitao; Simula, O.1996 The Optimal Resource Management of a Network Server
Tang, Haitao; Simula, O.1996 Patient Grouping Using Self-Organizing Map
Pessi, T.; Kangas, J.; Simula, O.1995 Interference Cancellation for PAM Modulation using Neural Networks
Raivio, K.; Henriksson, J.; Simula, O.1995 Neural Detection of QAM Modulation in the Presence of Interference
Raivio, K.; Henriksson, J.; Simula, O.1995 The Optimal Utilization of Multi-Service SCP
Tang, Haitao; Simula, O.1995 Neural Adaptation for Optimal Traffic Shaping in Telephone Systems
Tang, Haitao; Simula, O.1995 Neural Network Based Cloud Classifier
Visa, A.; Iivarinen, J.; Valkealahti, K.; Simula, O.1995 Feature Selection with Self-Organizing Feature Map
Iivarinen, J.; Valkealahti, K.; Visa, A.; Simula, O.1994 Monitoring of an Anaesthesia System Using Self-Organizing Maps
Vapola, M.; Simula, O.; Kohonen, T.; Meriläinen, P.1994 Representation and Identification of Fault Conditions of an Anaesthesia System by Means of the Self-Organizing Map
Vapola, M.; Simula, O.; Kohonen, T.; Meriläinen, P.1994 Experiences from Operational Cloud Classifier Based on Self-Organising Map
Visa, A.; Valkealahti, K.; Iivarinen, J.; Simula, O.1994 Scientific books (monographs)
Book (editor)Proceedings of AKRR'08, International and Interdisciplinary Conference on Adaptive Knowledge Representation and Reasoning
Honkela, Timo; Paukkeri, Mari-Sanna; Pöllä, Matti; Simula, Olli2008 Proceedings of the International and Interdisciplinary Conference on Adaptive Knowledge Representation and Reasoning (AKRR'05), Espoo, Finland, June 15-17, 2005
Honkela, T.; Könönen, V.; Pöllä, M.; Simula, O.2005 Circuit paradigm in the 21st century : ECCTD '01 : Proceedings of the 15th European Conference on Circuit Theory and Design, Helsinki University of Technology, Finland, 28th - 31st August 2001
Porra, Veikko; Valtonen, Martti; Hartimo, Iiro; Ilmonen, Matti; Simula, Olli; Veijola, Timo2001 ISBN: 951-22-6337-8Publications intended for professional communities
Published development or research reportAdvanced Analysis Methods for 3G Cellular Networks
Laiho, J.; Raivio, Kimmo; Lehtimäki, P.; Hätönen, K.; Simula, O.2002 Mobile Radio Access Network Monitoring Using the Self-Organizing Map
Lehtimäki, Pasi; Raivio, Kimmo; Simula, O.2002 Light metrology based on inverse scattering analysis and artificial neural networks
Saarinen, J.; Noponen, E.; Oja, E.; Simula, O.1997 Monitoring and Modeling of Complex Processes Using the Self-Organizing Map
Alhoniemi, E.; Simula, O.; Vesanto, J.1996 Monitoring and Modeling of Complex Processes Using Hierarchical Self-Organizing Maps
Simula, O.; Alhoniemi, E.; Hollmen, J.; Vesanto, J.1996 Age-Boosting Page Replacement Scheme
Tang, Haitao; Simula, Olli; Raatikainen, K.1996 Development of a Cloud Classifier
Iivarinen, J.; Valkealahti, K.; Visa, A.; Simula, O.1995 Operational Cloud Classifier Based on the Topological Feature Map
Simula, O.; Visa, A.; Valkealahti, K.1993 An Operational Cloud Classifier Based on a Self-Organized Texture Map
Valkealahti, K.; Iivarinen, J.; Visa, A.; Simula, O.1993 Patents and invention disclosures
PatentMethod for configuring a network by defining clusters
Laiho, Jaana; Höglund, Albert; Raivio, Kimmo; Henriksson, Jukka; Hätönen, Kimmo; Hämäläinen, Ari; Simula, Olli2008
A fast microprogrammed digital filter supporting early signal processing research
Simula, Olli; Neuvo, Yrjö
2015 in IFIP Advances in Information and Communication Technology (Springer New York LLC)ISBN: 9783319171449
ISSN: 1868-4238
Minimal Learning Machine: A new distance-based method for supervised learning
de Souza Júnior, Amauri Holanda; Corona, Francesco; Miché, Yoan; Lendasse, Amaury; Barreto, Guilherme; Simula, Olli
2013 ISBN: 978-3-642-38678-7
Extreme Learning Machine: A robust modeling technique?Yes!
Lendasse, Amaury; Akusok, Anton; Simula, Olli; Corona, Francesco; van Heeswijk, Mark; Eirola, Emil; Miché, Yoan
2013 ISBN: 978-3-642-38678-7
Extending Extreme Learning Machine with Combination Layer
Sovilj, Dusan; Lendasse, Amaury; Simula, Olli
2013 ISBN: 978-3-642-38678-7
Ensemble Modeling with a Constrained Linear System of Leave-One-Out Outputs
Miche, Yoan; Eirola, Emil; Bas, Patrick; Simula, Olli; Jutten, Christian; Lendasse, Amaury; Verleysen, Michel
2010 A methodology for Building Regression Models using Extreme Learning Machine: OP-ELM
Miche, Yoan; Bas, Patrick; Jutten, Christian; Simula, Olli; Lendasse, Amaury
2008 Macadamia: Master's Programme in Machine Learning and Data Mining
Raiko, Tapani; Puolamäki, Kai; Karhunen, Juha; Hollmén, Jaakko; Honkela, Antti; Kaski, Samuel; Mannila, Heikki; Oja, Erkki; Simula, Olli
2008 Avantages de la Sélection de Caractéristiques pour la Stéganalyse
Miche, Yoan; Bas, Patrick; Lendasse, Amaury; Simula, Olli; Jutten, Christian
2007 Advantages of Using Feature Selection Techniques on Steganalysis Schemes
Miche, Yoan; Bas, Patrick; Lendasse, Amaury; Jutten, Christian; Simula, Olli
2007 Developing chemometrics with the tools of information sciences (CHESS) - MASIT23
Simula, Olli; Lendasse, Amaury; Corona, Francesco; Reinikainen, Satu-Pia; Riekkola, Marja-Liisa; Hartonen, Kari; Vuorinen, Ilppo; Silén, Jukka
2007 Time Series Benchmarking Competition: The CATS Benchmark
Lendasse, A.; Oja, E.; Simula, O.; Verleysen, M.
2004 Self-Organizing Operator Maps in Complex System Analysis
Lehtimäki, Pasi; Raivio, K.; Simula, O.
2003 Misinterpretations When Using Matlab in DSP Education
Parviainen, Jukka; Simula, O.
2003 Analysis of Mobile Radio Access Network Using the Self-Organizing Map
Raivio, Kimmo; Simula, O.; Laiho, J.; Lehtimäki, P.
2003 Interpretation and Comparison of Multidimensional Data Partitions
Alhoniemi, Esa; Simula, O.
2001 Quality Prediction Based on Knowledge Extraction in Hot Rolling
Cser, L.; Simula, Olli; Ruha, P.; Árvai, L.
2001 Quality Prediction based on Knowledge Extraction in Hot Rolling
Cser, L.; Simula, Olli; Ruha, P.; Arvai, L.
2001 Neural Analysis of Mobile Radio Access Network
Raivio, Kimmo; Simula, O.; Laiho, J.
2001 Models from data Analysis of Industrial Processes and Telecommunication Systems
Simula, Olli; Hollmén, J.; Alhoniemi, E.
2001 An Approach to Automated Interpretation of SOM
Siponen, Markus; Vesanto, J.; Simula, O.; Vasara, P.
2001 Quality Control of Hot Rolling Mills Based on Data Mining and Knowledge Discovery
Cser, L.; Mäntylä, P.; Simula, O.; Ruha, P.
2000 Self-Organising Maps (SOM) in Hot Rolling
Cser, L.; Simula, O.; Mäntylä, P.; Ruha, P.; Larkiola, J.
2000 Learning Vector Quantization Algorithm for Probabilistic Models
Hollmén, Jaakko; Tresp, V.; Simula, O.
2000 Monitoring Industrial Processes Using the Self-Organizing Map
Ahola, J.; Alhoniemi, E.; Simula, O.
1999 Data mining in improving the geometric quality parameters of hot rolled strips
Cser, L.; Korhonen, A.S.; Mäntylä, P.; Simula, O.
1999 A Self-Organizing Map for Clustering Probabilistic Models
Hollmén, J.; Tresp, V.; Simula, O.
1999 SOM Based Analysis of Pulping Process Data
Simula, O.; Alhoniemi, E.
1999 Application of Neural Networks for Modelling of Rolling and Annealing of Steel Strip
Cser, L.; Korhonen, A.S.; Larkiola, J.; Myllykoski, P.; Simula, O.
1998 Knowledge Based Methods in Modelling of Rolling
Cser, L.; Korhonen, A.; Simula, O.; Larkiola, J.; Myllykoski, P.; Ahola, J.
1998 The SOM Based Data Mining in Hot Rolling
Cser, L.; Korhonen, A.; Simula, O.; Larkiola, J.; Ahola, J.
1998 Application of neural networks for modelling of rolling and annealing of steel strip
Korhonen, A.; Cser, L.; Larkiola, J.; Myllykoski, P.; Simula, O.; Ahola, J.
1998 Analysis of Industrial Systems Using the Self-Organizing Map
Simula, O.; Vesanto, J.; Vasara, P.
1998 Another Dimension of Flow Control for the Intelligent Node
Tang, Haitao; Simula, O.
1998 Enhancing SOM Based Data Visualization
Vesanto, J.; Himberg, J.; Siponen, M.; Simula, O.
1998 Analyzing an Automatic Call Distribution System by the Self-Organizing Map
Himberg, J.; Simula, O.
1997 Performance of Two Neural Receiver Structures in the Presence of Co-Channel Interference
Raivio, K.; Hämäläinen, A.; Henriksson, J.; Simula, O.
1997 Neural Receiver Structures Based on Self-Organizing Maps in Nonlinear Multipath Channels
Raivio, K.; Henriksson, J.; Simula, O.
1997 Neural Detection of QAM Signal with Strongly Nonlinear Receiver
Raivio, K.; Henriksson, J.; Simula, O.
1997 Analysis of Complex Systems Using the Self-Organizing Map
Simula, O.; Alhoniemi, E.; Hollmén, J.; Vesanto, J.
1997 Age-Boosting Page Replacement Scheme
Tang, Haitao; Simula, O.; Raatikainen, K.
1997 The Effective Resource Demands of the Applications and Their Managements in a Computer
Tang, Haitao; Simula, O.
1997 Prediction Models and Sensitivity Analysis of Industrial Process Parameters by Using the Self-Organizing Map
Hollmén, J.; Simula, O.
1996 The Adaptive Resource Assignment and Optimal Utilization of Multi-Service SCP
Tang, Haitao; Simula, O.
1996 The Optimal Resource Management of a Network Server
Tang, Haitao; Simula, O.
1996 Patient Grouping Using Self-Organizing Map
Pessi, T.; Kangas, J.; Simula, O.
1995 Interference Cancellation for PAM Modulation using Neural Networks
Raivio, K.; Henriksson, J.; Simula, O.
1995 Neural Detection of QAM Modulation in the Presence of Interference
Raivio, K.; Henriksson, J.; Simula, O.
1995 The Optimal Utilization of Multi-Service SCP
Tang, Haitao; Simula, O.
1995 Neural Adaptation for Optimal Traffic Shaping in Telephone Systems
Tang, Haitao; Simula, O.
1995 Neural Network Based Cloud Classifier
Visa, A.; Iivarinen, J.; Valkealahti, K.; Simula, O.
1995 Feature Selection with Self-Organizing Feature Map
Iivarinen, J.; Valkealahti, K.; Visa, A.; Simula, O.
1994 Monitoring of an Anaesthesia System Using Self-Organizing Maps
Vapola, M.; Simula, O.; Kohonen, T.; Meriläinen, P.
1994 Representation and Identification of Fault Conditions of an Anaesthesia System by Means of the Self-Organizing Map
Vapola, M.; Simula, O.; Kohonen, T.; Meriläinen, P.
1994 Experiences from Operational Cloud Classifier Based on Self-Organising Map
Visa, A.; Valkealahti, K.; Iivarinen, J.; Simula, O.
1994 Proceedings of AKRR'08, International and Interdisciplinary Conference on Adaptive Knowledge Representation and Reasoning
Honkela, Timo; Paukkeri, Mari-Sanna; Pöllä, Matti; Simula, Olli
2008 Proceedings of the International and Interdisciplinary Conference on Adaptive Knowledge Representation and Reasoning (AKRR'05), Espoo, Finland, June 15-17, 2005
Honkela, T.; Könönen, V.; Pöllä, M.; Simula, O.
2005 Circuit paradigm in the 21st century : ECCTD '01 : Proceedings of the 15th European Conference on Circuit Theory and Design, Helsinki University of Technology, Finland, 28th - 31st August 2001
Porra, Veikko; Valtonen, Martti; Hartimo, Iiro; Ilmonen, Matti; Simula, Olli; Veijola, Timo
2001 ISBN: 951-22-6337-8
Publications intended for professional communities
Published development or research reportAdvanced Analysis Methods for 3G Cellular Networks
Laiho, J.; Raivio, Kimmo; Lehtimäki, P.; Hätönen, K.; Simula, O.2002 Mobile Radio Access Network Monitoring Using the Self-Organizing Map
Lehtimäki, Pasi; Raivio, Kimmo; Simula, O.2002 Light metrology based on inverse scattering analysis and artificial neural networks
Saarinen, J.; Noponen, E.; Oja, E.; Simula, O.1997 Monitoring and Modeling of Complex Processes Using the Self-Organizing Map
Alhoniemi, E.; Simula, O.; Vesanto, J.1996 Monitoring and Modeling of Complex Processes Using Hierarchical Self-Organizing Maps
Simula, O.; Alhoniemi, E.; Hollmen, J.; Vesanto, J.1996 Age-Boosting Page Replacement Scheme
Tang, Haitao; Simula, Olli; Raatikainen, K.1996 Development of a Cloud Classifier
Iivarinen, J.; Valkealahti, K.; Visa, A.; Simula, O.1995 Operational Cloud Classifier Based on the Topological Feature Map
Simula, O.; Visa, A.; Valkealahti, K.1993 An Operational Cloud Classifier Based on a Self-Organized Texture Map
Valkealahti, K.; Iivarinen, J.; Visa, A.; Simula, O.1993 Patents and invention disclosures
PatentMethod for configuring a network by defining clusters
Laiho, Jaana; Höglund, Albert; Raivio, Kimmo; Henriksson, Jukka; Hätönen, Kimmo; Hämäläinen, Ari; Simula, Olli2008
Advanced Analysis Methods for 3G Cellular Networks
Laiho, J.; Raivio, Kimmo; Lehtimäki, P.; Hätönen, K.; Simula, O.
2002 Mobile Radio Access Network Monitoring Using the Self-Organizing Map
Lehtimäki, Pasi; Raivio, Kimmo; Simula, O.
2002 Light metrology based on inverse scattering analysis and artificial neural networks
Saarinen, J.; Noponen, E.; Oja, E.; Simula, O.
1997 Monitoring and Modeling of Complex Processes Using the Self-Organizing Map
Alhoniemi, E.; Simula, O.; Vesanto, J.
1996 Monitoring and Modeling of Complex Processes Using Hierarchical Self-Organizing Maps
Simula, O.; Alhoniemi, E.; Hollmen, J.; Vesanto, J.
1996 Age-Boosting Page Replacement Scheme
Tang, Haitao; Simula, Olli; Raatikainen, K.
1996 Development of a Cloud Classifier
Iivarinen, J.; Valkealahti, K.; Visa, A.; Simula, O.
1995 Operational Cloud Classifier Based on the Topological Feature Map
Simula, O.; Visa, A.; Valkealahti, K.
1993 An Operational Cloud Classifier Based on a Self-Organized Texture Map
Valkealahti, K.; Iivarinen, J.; Visa, A.; Simula, O.
1993 Method for configuring a network by defining clusters
Laiho, Jaana; Höglund, Albert; Raivio, Kimmo; Henriksson, Jukka; Hätönen, Kimmo; Hämäläinen, Ari; Simula, Olli
2008 Read about executive education
Other experts
Leif Sjöblom
Leif Sjöblom is Professor of Financial Management at IMD. His areas of special interest are: The restructuring of the telecommunications industry Performance measurement and shareholder value creation Micro-entrepreneurship in sub-Saharan Africa Prior to joining IMD, Professor Sjöblom worked in...
Hyun Soo Ahn
Hyun-soo Ahn is a professor of Technology and Operations and Ford Motor Co. Director of Tauber Institute for Global Operations at the University of Michigan. He is an active researcher in supply chain management, service operations, revenue and pricing management, purchasing, and value chain inno...
Lorenzo Dionis
Areas of Interest Total creativity, as the basis of future enterprise Efficient application of new operating methods Management of change and innovation Quantitative management by objectives and total quality Besides his teaching and management activities, Prof. Dionis has worked intensively w...
Popular Courses
The Manchester Leadership Development Programme
Alliance Manchester Business School
Manchester, United Kingdom
Jul 1
Leading People and Teams
ESMT
Berlin, Germany
May 28
The Positive Leader: Deep Change and Organizational Transformation
Stephen M. Ross School of Business
Ann Arbor, Michigan, United States
Jun 23
Private Equity: Investing and Creating Value
The Wharton School
Philadelphia, Pennsylvania, United States
Sep 8
Leading Strategic Growth and Change
Columbia Business School
New York, New York, United States
Jun 10
Leading Digital Transformation
ESMT
Berlin, Germany
May 28
Looking for an expert?
Contact us and we'll find the best option for you.