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
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