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Identificação

Identificação pessoal

Nome completo
Andreas Wichert

Nomes de citação

  • Wichert, Andreas

Identificadores de autor

Ciência ID
E210-C3F1-E923
ORCID iD
0000-0002-2179-4378

Idiomas

Idioma Conversação Leitura Escrita Compreensão Peer-review
Alemão Utilizador proficiente (C1) Utilizador proficiente (C1) Utilizador proficiente (C1) Utilizador proficiente (C1)
Inglês Utilizador proficiente (C1) Utilizador proficiente (C1) Utilizador independente (B1) Utilizador proficiente (C1)
Francês Utilizador independente (B1) Utilizador independente (B1) Utilizador independente (B1) Utilizador independente (B1)
Português Utilizador independente (B1) Utilizador independente (B1) Utilizador elementar (A1) Utilizador independente (B1)
Polaco Utilizador proficiente (C1) Utilizador proficiente (C1) Utilizador independente (B1) Utilizador proficiente (C1)
Formação
Grau Classificação
2023/03/23 - 2023/03/24
Concluído
Ciências de Engenharia - Engenharia Electrotécnica e de Computadores (Título de Agregado)
Universidade de Lisboa Instituto Superior Técnico, Portugal
2011
Concluído
n/a (Bacharelato)
Universität Ulm, Alemanha
"Postmoderne und Auschwitz (Date of Degree: 14/2/1999, the system registers wrong date, can not change it...)" (TESE/DISSERTAÇÃO)
very good
2000
Concluído
n/a (Doutoramento)
Universität Ulm Fakultät für Ingenieurwissenschaften und Informatik, Alemanha
"Associative Computation" (TESE/DISSERTAÇÃO)
very good
1993
Concluído
n/a (Doktor (PhD))
Universität Ulm Fakultät für Ingenieurwissenschaften und Informatik, Alemanha
"onception and Implementation of Hierarchical Self-Organizing Feature Maps through MTC-Model for Speech Recognition" (TESE/DISSERTAÇÃO)
good
Percurso profissional

Docência no Ensino Superior

Categoria Profissional
Instituição de acolhimento
Empregador
2006/02/01 - Atual Professor Auxiliar (Docente Universitário) Universidade de Lisboa Instituto Superior Técnico, Portugal
Projetos

Bolsa

Designação Financiadores
2012/02/01 - 2015/02/01 HEIDI (HEIGH Dimensional Indexing) or how to index one billion of vectors
Investigador responsável
Instituto de Engenharia de Sistemas e Computadores Investigação e Desenvolvimento em Lisboa, Portugal
Concluído
Produções

Publicações

Artigo em conferência
  1. Wichert, A.. "Product quantization for vector retrieval with no error". 2012.
  2. Wichert, A.. "Neural sub-symbolic reasoning". 2011.
  3. Wichert, A.. "Subspace tree". 2009.
    10.1109/CBMI.2009.14
  4. Wichert, A.. "Subspace indexing for extremely high-dimensional CBIR". 2008.
    10.1109/CBMI.2008.4564965
  5. Carreira, P.; Galhardas, H.; Pereira, J.; Wichert, A.. "One-to-many data transformation operations optimization and execution on an RDBMS". 2007.
Artigo em revista
  1. Andreas Wichert. "Quantum Lernmatrix". Entropy (2023): https://doi.org/10.3390/e25060871.
    10.3390/e25060871
  2. Andreas Wichert. "Quantum Tree Search with Qiskit". Mathematics (2022): https://doi.org/10.3390/math10173103.
    10.3390/math10173103
  3. Andreas Wichert. "Quantum-like Gaussian mixture model". Soft Computing 25 15 (2021): 10067-10081. https://doi.org/10.1007/s00500-021-05941-9.
    10.1007/s00500-021-05941-9
  4. Wichert, Andreas. "Quantum-like influence diagrams for decision-making". Neural Networks 132 (2020): 190-210. http://dx.doi.org/10.1016/j.neunet.2020.07.009.
    10.1016/j.neunet.2020.07.009
  5. Wichert, Andreas. "Reinforcement learning applied to games". SN Applied Sciences 2 5 (2020): http://dx.doi.org/10.1007/s42452-020-2560-3.
    10.1007/s42452-020-2560-3
  6. Andreas Wichert; Catarina Moreira; Peter Bruza. "Balanced Quantum-Like Bayesian Networks". Entropy 22 2 (2020): 170-170. https://doi.org/10.3390/e22020170.
    10.3390/e22020170
  7. Wichert, Andreas. "Storing Object-Dependent Sparse Codes in a Willshaw Associative Network". Neural Computation 32 1 (2020): 136-152. http://dx.doi.org/10.1162/neco_a_01243.
    10.1162/neco_a_01243
  8. Catarina Moreira; Lauren Fell; Shahram Dehdashti; Peter Bruza; Andreas Wichert; Wichert, Andreas. "Towards a quantum-like cognitive architecture for decision-making". Behavioral and Brain Sciences 43 (2020): https://doi.org/10.1017/S0140525X19001687.
    10.1017/S0140525X19001687
  9. Wichert, Andreas. "Attention Inspired Network: Steep learning curve in an invariant pattern recognition model". Neural Networks 114 (2019): 38-46. http://dx.doi.org/10.1016/j.neunet.2019.01.018.
    10.1016/j.neunet.2019.01.018
  10. Moreira, C.; Wichert, A.. "Are quantum-like Bayesian networks more powerful than classical Bayesian networks?". Journal of Mathematical Psychology 82 (2018): 73-83. http://www.scopus.com/inward/record.url?eid=2-s2.0-85038263839&partnerID=MN8TOARS.
    10.1016/j.jmp.2017.11.003
  11. Moreira, C.; Haven, E.; Sozzo, S.; Wichert, A.. "Process mining with real world financial loan applications: Improving inference on incomplete event logs". PLoS ONE 13 12 (2018): http://www.scopus.com/inward/record.url?eid=2-s2.0-85059274112&partnerID=MN8TOARS.
    10.1371/journal.pone.0207806
  12. Moreira, C.; Wichert, A.. "Are Quantum Models for Order Effects Quantum?". International Journal of Theoretical Physics 56 12 (2017): 4029-4046. http://www.scopus.com/inward/record.url?eid=2-s2.0-85019590224&partnerID=MN8TOARS.
    10.1007/s10773-017-3424-5
  13. Moreira, C.; Wichert, A.. "Exploring the relations between Quantum-Like Bayesian Networks and decision-making tasks with regard to face stimuli". Journal of Mathematical Psychology 78 (2017): 86-95. http://www.scopus.com/inward/record.url?eid=2-s2.0-85006127275&partnerID=MN8TOARS.
    10.1016/j.jmp.2016.10.004
  14. Wichert, A.. "The quantum binding problem in the context of associative memory". PLoS ONE 11 9 (2016): http://www.scopus.com/inward/record.url?eid=2-s2.0-84991702467&partnerID=MN8TOARS.
    10.1371/journal.pone.0162312
  15. Moreira, C.; Wichert, A.. "Quantum-like Bayesian networks for modeling decision making". Frontiers in Psychology 7 JAN (2016): http://www.scopus.com/inward/record.url?eid=2-s2.0-84959340797&partnerID=MN8TOARS.
    10.3389/fpsyg.2016.00011
  16. Wichert, A.. "Artificial intelligence and a universal quantum computer". AI Communications 29 4 (2016): 537-543. http://www.scopus.com/inward/record.url?eid=2-s2.0-84973500617&partnerID=MN8TOARS.
    10.3233/AIC-160699
  17. Sacramento, Joao; Wichert, Andreas; van Rossum, Mark C W. "Energy Efficient Sparse Connectivity from Imbalanced Synaptic Plasticity Rules.". PLoS computational biology 11 6 (2015): e1004265-e1004265. http://gateway.webofknowledge.com/gateway/Gateway.cgi?GWVersion=2&SrcAuth=ORCID&SrcApp=OrcidOrg&DestLinkType=FullRecord&DestApp=MEDLINE&KeyUT=MEDLINE:26046817&KeyUID=MEDLINE:26046817.
    10.1371/journal.pcbi.1004265
  18. Wichert, Andreas; Moreira, Catarina. "On Projection Based Operators in l(p) Space for Exact Similarity Search". Fundamenta Informaticae 136 4 (2015): 461-474. http://gateway.webofknowledge.com/gateway/Gateway.cgi?GWVersion=2&SrcAuth=ORCID&SrcApp=OrcidOrg&DestLinkType=FullRecord&DestApp=WOS_CPL&KeyUT=WOS:000349531300008&KeyUID=WOS:000349531300008.
    10.3233/FI-2015-1166
  19. Moreira, C.; Wichert, A.. "The synchronicity principle under quantum probabilistic inferences". NeuroQuantology 13 1 (2015): 111-133. http://www.scopus.com/inward/record.url?eid=2-s2.0-84926213922&partnerID=MN8TOARS.
    10.14704/nq.2015.13.1.788
  20. Rendeiro, D.; Sacramento, J.; Wichert, A.. "Taxonomical Associative Memory". Cognitive Computation 6 1 (2014): 45-65. http://www.scopus.com/inward/record.url?eid=2-s2.0-84896698913&partnerID=MN8TOARS.
    10.1007/s12559-012-9198-4
  21. Cardoso, T.; Wichert, A.. "Noise tolerance in a Neocognitron-like network". Neural Networks 49 (2014): 32-38. http://www.scopus.com/inward/record.url?eid=2-s2.0-84885467957&partnerID=MN8TOARS.
    10.1016/j.neunet.2013.09.007
  22. Moreira, Catarina; Wichert, Andreas. "Interference effects in quantum belief networks". Applied Soft Computing 25 (2014): 64-85. http://gateway.webofknowledge.com/gateway/Gateway.cgi?GWVersion=2&SrcAuth=ORCID&SrcApp=OrcidOrg&DestLinkType=FullRecord&DestApp=WOS_CPL&KeyUT=WOS:000344460600006&KeyUID=WOS:000344460600006.
    10.1016/j.asoc.2014.09.008
  23. Cardoso, T.; Wichert, A.. "Handwritten digit recognition using biologically inspired features". Neurocomputing 99 (2013): 575-580. http://www.scopus.com/inward/record.url?eid=2-s2.0-84867857018&partnerID=MN8TOARS.
    10.1016/j.neucom.2012.07.027
  24. Tarrataca, L.; Wichert, A.. "Quantum Iterative Deepening with an Application to the Halting Problem". PLoS ONE 8 3 (2013): http://www.scopus.com/inward/record.url?eid=2-s2.0-84874779969&partnerID=MN8TOARS.
    10.1371/journal.pone.0057309
  25. Wichert, A.. "Proto logic and neural subsymbolic reasoning". Journal of Logic and Computation 23 3 (2013): 627-643. http://www.scopus.com/inward/record.url?eid=2-s2.0-84877974603&partnerID=MN8TOARS.
    10.1093/logcom/exs010
  26. Moreira, C.; Wichert, A.. "Finding academic experts on a multisensor approach using Shannon's entropy". Expert Systems with Applications 40 14 (2013): 5740-5754. http://www.scopus.com/inward/record.url?eid=2-s2.0-84878321441&partnerID=MN8TOARS.
    10.1016/j.eswa.2013.04.001
  27. Tarrataca, L.; Wichert, A.. "Intricacies of quantum computational paths". Quantum Information Processing 12 2 (2013): 1365-1378. http://www.scopus.com/inward/record.url?eid=2-s2.0-84878538982&partnerID=MN8TOARS.
    10.1007/s11128-012-0475-7
  28. Sacramento, J.; Wichert, A.. "Binary Willshaw learning yields high synaptic capacity for long-term familiarity memory". Biological Cybernetics 106 2 (2012): 123-133. http://www.scopus.com/inward/record.url?eid=2-s2.0-84862150148&partnerID=MN8TOARS.
    10.1007/s00422-012-0488-4
  29. Wichert, A.; Da Silva Veríssimo, A.F.. "CBIR with a subspace tree: Principal component analysis versus averaging". Multimedia Systems 18 4 (2012): 283-293. http://www.scopus.com/inward/record.url?eid=2-s2.0-84865363035&partnerID=MN8TOARS.
    10.1007/s00530-011-0248-7
  30. Cardoso, Â.; Wichert, A.. "Iterative random projections for high-dimensional data clustering". Pattern Recognition Letters 33 13 (2012): 1749-1755. http://www.scopus.com/inward/record.url?eid=2-s2.0-84863702581&partnerID=MN8TOARS.
    10.1016/j.patrec.2012.06.007
  31. Sacramento, J.; Burnay, F.; Wichert, A.. "Regarding the temporal requirements of a hierarchical Willshaw network". Neural Networks 25 (2012): 84-93. http://www.scopus.com/inward/record.url?eid=2-s2.0-82355173357&partnerID=MN8TOARS.
    10.1016/j.neunet.2011.07.005
  32. Tarrataca, L.; Wichert, A.. "Can quantum entanglement detection schemes improve search?". Quantum Information Processing 11 1 (2012): 55-66. http://www.scopus.com/inward/record.url?eid=2-s2.0-84856732961&partnerID=MN8TOARS.
    10.1007/s11128-011-0231-4
  33. Tarrataca, L.; Wichert, A.. "A quantum production model". Quantum Information Processing 11 1 (2012): 189-209. http://www.scopus.com/inward/record.url?eid=2-s2.0-84856750129&partnerID=MN8TOARS.
    10.1007/s11128-011-0241-2
  34. Silva, J.; Coheur, L.; Mendes, A.C.; Wichert, A.. "From symbolic to sub-symbolic information in question classification". Artificial Intelligence Review 35 2 (2011): 137-154. http://www.scopus.com/inward/record.url?eid=2-s2.0-79956078298&partnerID=MN8TOARS.
    10.1007/s10462-010-9188-4
  35. Sacramento, J.; Wichert, A.. "Tree-like hierarchical associative memory structures". Neural Networks 24 2 (2011): 143-147. http://www.scopus.com/inward/record.url?eid=2-s2.0-79251612335&partnerID=MN8TOARS.
    10.1016/j.neunet.2010.09.012
  36. Wichert, A.. "The Role of Attention in the Context of Associative Memory". Cognitive Computation 3 1 (2011): 311-320. http://www.scopus.com/inward/record.url?eid=2-s2.0-79952816729&partnerID=MN8TOARS.
    10.1007/s12559-010-9064-1
  37. Tarrataca, L.; Wichert, A.. "Tree search and quantum computation". Quantum Information Processing 10 4 (2011): 475-500. http://www.scopus.com/inward/record.url?eid=2-s2.0-80052615465&partnerID=MN8TOARS.
    10.1007/s11128-010-0212-z
  38. Tarrataca, L.; Wichert, A.. "Problem-solving and Quantum Computation". Cognitive Computation 3 4 (2011): 510-524. http://www.scopus.com/inward/record.url?eid=2-s2.0-82555189793&partnerID=MN8TOARS.
    10.1007/s12559-011-9103-6
  39. Cardoso, Â.; Wichert, A.. "Neocognitron and the Map Transformation Cascade". Neural Networks 23 1 (2010): 74-88. http://www.scopus.com/inward/record.url?eid=2-s2.0-70649107819&partnerID=MN8TOARS.
    10.1016/j.neunet.2009.09.004
  40. Wichert, A.; Teixeira, P.; Santos, P.; Galhardas, H.. "Subspace tree: High dimensional multimedia indexing with logarithmic temporal complexity". Journal of Intelligent Information Systems 35 3 (2010): 495-516. http://www.scopus.com/inward/record.url?eid=2-s2.0-78650169468&partnerID=MN8TOARS.
    10.1007/s10844-009-0104-9
  41. Wichert, A.. "Sub-Symbols and Icons". Cognitive Computation 1 4 (2009): 342-347. http://www.scopus.com/inward/record.url?eid=2-s2.0-78651586467&partnerID=MN8TOARS.
    10.1007/s12559-009-9027-6
  42. Wichert, Andrzej; Mayor, J; Ruh, N; Plunkett, K. "IMAGE CATEGORIZATION AND RETRIEVAL". Connectionist Models of Behaviour and Cognition Ii 18 (2009): 117-128.
    10.1142/9789812834232_0010
  43. Wichert, A.. "Content-based image retrieval by hierarchical linear subspace method". Journal of Intelligent Information Systems 31 1 (2008): 85-107. http://www.scopus.com/inward/record.url?eid=2-s2.0-47349098284&partnerID=MN8TOARS.
    10.1007/s10844-007-0041-4
  44. Wichert, A.; Pereira, J.D.; Carreira, P.. "Visual search light model for mental problem solving". Neurocomputing 71 13-15 (2008): 2806-2822. http://www.scopus.com/inward/record.url?eid=2-s2.0-56449098595&partnerID=MN8TOARS.
    10.1016/j.neucom.2007.08.019
  45. Marcos, P.; Seitz, T.; Bubb, H.; Wichert, A.; Feussner, H.. "Computer simulation for ergonomic improvements in laparoscopic surgery". Applied Ergonomics 37 3 (2006): 251-258. http://www.scopus.com/inward/record.url?eid=2-s2.0-31944449717&partnerID=MN8TOARS.
    10.1016/j.apergo.2005.09.003
  46. Falcão, A.O.; Langlois, T.; Wichert, A.. "Flexible kernels for RBF networks". Neurocomputing 69 16-18 (2006): 2356-2359. http://www.scopus.com/inward/record.url?eid=2-s2.0-33748593939&partnerID=MN8TOARS.
    10.1016/j.neucom.2006.03.006
  47. Wichert, A.. "Cell assemblies for diagnostic problem-solving". Neurocomputing 69 7-9 SPEC. (2006): 810-824. http://www.scopus.com/inward/record.url?eid=2-s2.0-32544433164&partnerID=MN8TOARS.
    10.1016/j.neucom.2005.04.008
  48. Wichert, A.. "Associative computer: A hybrid connectionistic production system". Cognitive Systems Research 6 2 (2005): 111-144. http://www.scopus.com/inward/record.url?eid=2-s2.0-27644523677&partnerID=MN8TOARS.
    10.1016/j.cogsys.2004.03.007
  49. Schneider, A.; Wilhelm, D.; Bohn, U.; Wichert, A.; Feussner, H.. "An evaluation of a surgical telepresence system for an intrahospital local area network". Journal of Telemedicine and Telecare 11 8 (2005): 408-413. http://www.scopus.com/inward/record.url?eid=2-s2.0-33646850897&partnerID=MN8TOARS.
  50. Wichert, A. "Associative diagnosis". Expert Systems 22 1 (2005): 26-39.
    10.1111/j.1468-0394.2005.00291.x
  51. Wichert, A. "Categorial expert systems". Expert Systems 21 1 (2004): 34-47.
    10.1111/j.1468-0394.2004.00261.x
  52. Wichert, A. "Learning of associative prediction by experience". Neurocomputing 48 (2002): 741-762.
    10.1016/S0925-2312(01)00671-3
  53. Wichert, A. "Pictorial reasoning with cell assemblies". Connection Science 13 1 (2001): 1-42.
    10.1080/05940090010022693
  54. Wichert, A. "A categorical expert system "Jurassic"". Expert Systems With Applications 19 3 (2000): 149-158.
    10.1016/S0957-4174(00)00029-4
Capítulo de livro
  1. Moreira, C.; Wichert, A.. "The relation between acausality and interference in quantum-like bayesian networks". 2016.
    10.1007/978-3-319-28675-4_10
  2. Tarrataca, L.; Wichert, A.. "A hierarchical sorting oracle". 2011.
    10.1007/978-3-642-24971-6_17
  3. Carreira, P.; Galhardas, H.; Pereira, J.D.; Wichert, A.. "On handling one-to-many transformations in relational systems". 2008.
    10.1007/978-3-540-88710-2_10
  4. Olbrich, B.; Traub, J.; Wiesner, S.; Wichert, A.; Feussner, H.; Navab, N.. "Respiratory motion analysis: Towards gated augmentation of the liver". 2005.
    10.1016/j.ics.2005.03.285
  5. Schneider, A; Hautmann, H; Barfuss, H; Pinkau, T; Peltz, F; Feussner, H; Wichert, A; et al. "Real-time image tracking of a flexible bronchoscope". 753-757. 2004.
    10.1016/j.ics.2004.03.278
  6. Schneider, A; Wichert, A; Wilhelm, D; Bohn, U; Feussner, H; Lemke, HU; Inamura, K; et al. "First clinical experiences with a LAN-based telepresence system". 1344-1344. 2004.
    10.1016/j.ics.2004.03.198
  7. Wichert, A; Marcos-Suarez, P; Vereczkei, A; Seitz, T; Bubb, H; Feussner, H; Lemke, HU; et al. "Improvement of the ergonomic situation in the integrated operating room for laparoscopic operations". 842-846. 2004.
    10.1016/j.ics.2004.03.092
Livro
  1. Wichert, Andreas. Quantum Artificial Intelligence with Qiskit. New York, Estados Unidos: Chapman and Hall/CRC. 2024.
    Publicado
  2. Wichert, Andreas; Luis Sá-Couto. Machine Learning - A Journey to Deep Learning. Singapura: World Scientific. 2021.
  3. Wichert, Andreas. Principles of Quantum Artificial Intelligence. {WORLD. 2020.
    10.1142/11938
  4. Wichert, A.. Intelligent big multimedia databases. 2015.
    10.1142/9789814696654_fmatter
  5. Wichert, A.. Principles of quantum artificial intelligence. 2013.
    10.1142/8980

Outros

Outra produção
  1. Quantum-like Gaussian Mixture Model. 2021. Andreas Wichert. https://doi.org/10.21203/rs.3.rs-489755/v1.
    10.21203/rs.3.rs-489755/v1
Atividades

Orientação

Título / Tema
Papel desempenhado
Curso (Tipo)
Instituição / Organização
2020/05/01 - 2024/05/01 Attention based Deep Learning for object recognition
Orientador
Instituto de Engenharia de Sistemas e Computadores Investigação e Desenvolvimento em Lisboa, Portugal
2020/05/01 - 2021/05/01 Convolutional Neural Networks versus Feature Extraction
Orientador
Instituto de Engenharia de Sistemas e Computadores Investigação e Desenvolvimento em Lisboa, Portugal
2019/05/01 - 2020/05/01 Cerebellum Model for Movement Coordination
Orientador
Instituto de Engenharia de Sistemas e Computadores Investigação e Desenvolvimento em Lisboa, Portugal
2018/05/01 - 2019/05/01 Using Sensor Fusion for Parallel Image Classification - With non-unifom data sampling and distributed computations,
Orientador
Instituto de Engenharia de Sistemas e Computadores Investigação e Desenvolvimento em Lisboa, Portugal
2018/05/01 - 2019/05/01 Reinforcement Learning for Two-Player Zero-Sum Games
Orientador
Instituto de Engenharia de Sistemas e Computadores Investigação e Desenvolvimento em Lisboa, Portugal
2018/05/01 - 2019/05/01 Time Series Forecasting Using Wavelets and Deep Learning
Orientador
Instituto de Engenharia de Sistemas e Computadores Investigação e Desenvolvimento em Lisboa, Portugal
2017/05/01 - 2018/05/01 Attention Network: steep learning curve in an invariant pattern recognition model
Orientador
Instituto de Engenharia de Sistemas e Computadores Investigação e Desenvolvimento em Lisboa, Portugal
2016/05/01 - 2017/05/01 Quantum Computation for Artificial Intelligence
Orientador
Instituto de Engenharia de Sistemas e Computadores Investigação e Desenvolvimento em Lisboa, Portugal
2012/03/01 - 2017/04/01 Quantum Probabilistic Graphical Models for Cognition and Decision
Orientador
Instituto de Engenharia de Sistemas e Computadores Investigação e Desenvolvimento em Lisboa, Portugal
2014/05/01 - 2015/05/01 Fractal Dimension and the space filling curves,
Orientador
Instituto de Engenharia de Sistemas e Computadores Investigação e Desenvolvimento em Lisboa, Portugal
2013/05/01 - 2014/05/01 Quantum Pirates - A Quantum Game - The- ory Approach to The Pirate Game
Orientador
Instituto de Engenharia de Sistemas e Computadores Investigação e Desenvolvimento em Lisboa, Portugal
2009/03/01 - 2014/05/01 Hierarchical associative memories and sparse codes
Orientador
Instituto de Engenharia de Sistemas e Computadores Investigação e Desenvolvimento em Lisboa, Portugal
2008/08/01 - 2013/07/01 The Quantum Production System
Orientador
Instituto de Engenharia de Sistemas e Computadores Investigação e Desenvolvimento em Lisboa, Portugal
2009/04/01 - 2013/04/01 Hierarchical models for visual recognition
Orientador
Instituto de Engenharia de Sistemas e Computadores Investigação e Desenvolvimento em Lisboa, Portugal
Distinções

Outra distinção

2014 Excellence result in teaching for Decision Support Systems 14/15 and Intelligent Multimedia Databases and 14/15