Artificial Intelligence, Machine Learning and Reasoning in Health Informatics—An Overview

[1]  Louis-Philippe Morency,et al.  Multimodal Machine Learning: A Survey and Taxonomy , 2017, IEEE Transactions on Pattern Analysis and Machine Intelligence.

[2]  Michael Q. Zhang,et al.  Evaluation and comparison of clustering algorithms in analyzing es cell gene expression data , 2002 .

[3]  Gerard Salton,et al.  Term-Weighting Approaches in Automatic Text Retrieval , 1988, Inf. Process. Manag..

[4]  Ray Bareiss,et al.  Exemplar-Based Knowledge Acquisition: A Unified Approach to Concept Representation, Classification, and Learning , 1990 .

[5]  Mobyen Uddin Ahmed,et al.  A CASE‐BASED DECISION SUPPORT SYSTEM FOR INDIVIDUAL STRESS DIAGNOSIS USING FUZZY SIMILARITY MATCHING , 2009, Comput. Intell..

[6]  Bruce Porter,et al.  Protos: a unified approach to concept representation, classification, and learning , 1988 .

[7]  Koton Phyllis,et al.  Using experience in learning and problem solving , 1988 .

[8]  E. Mizutani,et al.  Neuro-Fuzzy and Soft Computing-A Computational Approach to Learning and Machine Intelligence [Book Review] , 1997, IEEE Transactions on Automatic Control.

[9]  I A Basheer,et al.  Artificial neural networks: fundamentals, computing, design, and application. , 2000, Journal of microbiological methods.

[10]  Gerard Salton,et al.  A vector space model for automatic indexing , 1975, CACM.

[11]  Janet L. Kolodner,et al.  Reconstructive Memory: A Computer Model , 1983, Cogn. Sci..

[12]  Mobyen Uddin Ahmed,et al.  Case-Based Reasoning Systems in the Health Sciences: A Survey of Recent Trends and Developments , 2011, IEEE Transactions on Systems, Man, and Cybernetics, Part C (Applications and Reviews).

[13]  Javier Bajo,et al.  GerAmi: Improving Healthcare Delivery in Geriatric Residences , 2008, IEEE Intelligent Systems.

[14]  Gitte Lindgaard,et al.  Intelligent decision support in medicine: back to Bayes? , 2007, ECCE '07.

[15]  Lotfi A. Zadeh,et al.  Outline of a New Approach to the Analysis of Complex Systems and Decision Processes , 1973, IEEE Trans. Syst. Man Cybern..

[16]  Santiago Ontañón,et al.  Collaborative Case Retention Strategies for CBR Agents , 2003, ICCBR.

[17]  Somporn Chuai-Aree FUZZY C-MEAN: A STATISTICAL FEATURE CLASSIFICATION OF TEXT AND IMAGE SEGMENTATION METHOD , 2001 .

[18]  Kevin D. Ashley,et al.  Textual case-based reasoning , 2005, Knowl. Eng. Rev..

[19]  Ii Robert J. Marks Fuzzy Logic Technology and Applications I , 1994 .

[20]  Peter Funk,et al.  Clinical decision-support for diagnosing stress-related disorders by applying psychophysiological medical knowledge to an instance-based learning system , 2006, Artif. Intell. Medicine.

[21]  Lotfi A. Zadeh,et al.  Fuzzy Sets , 1996, Inf. Control..

[22]  Barry Smyth,et al.  Retrieval, reuse, revision and retention in case-based reasoning , 2005, The Knowledge Engineering Review.

[23]  Abdulkadir Sengur,et al.  Comparison of clustering algorithms for analog modulation classification , 2006 .

[24]  Jan Łukasiewicz,et al.  A System of Modal Logic , 1953 .

[25]  Davood Salmani,et al.  FUZZY AND RESEARCH PARADIGMS RELATIONSHIP: A MUTUAL CONTRIBUTION , 2008 .

[26]  Arthur L. Samuel,et al.  Some studies in machine learning using the game of checkers , 2000, IBM J. Res. Dev..

[27]  Guoqiang Peter Zhang,et al.  Neural networks for classification: a survey , 2000, IEEE Trans. Syst. Man Cybern. Part C.

[28]  Larry Wos,et al.  Automated Reasoning: Introduction and Applications , 1984 .

[29]  Christian P. Robert,et al.  Machine Learning, a Probabilistic Perspective , 2014 .

[30]  Léon Bottou,et al.  From machine learning to machine reasoning , 2011, Machine Learning.

[31]  Stefania Montani,et al.  Exploring new roles for case-based reasoning in heterogeneous AI systems for medical decision support , 2008, Applied Intelligence.

[32]  Anil K. Jain,et al.  Statistical Pattern Recognition: A Review , 2000, IEEE Trans. Pattern Anal. Mach. Intell..

[33]  D. Larose k‐Nearest Neighbor Algorithm , 2005 .

[34]  Leo Breiman,et al.  Random Forests , 2001, Machine Learning.

[35]  Marti A. Hearst Trends & Controversies: Support Vector Machines , 1998, IEEE Intell. Syst..

[36]  Leo Breiman,et al.  Bagging Predictors , 1996, Machine Learning.

[37]  Vladimir Vapnik,et al.  Principles of Risk Minimization for Learning Theory , 1991, NIPS.

[38]  Cynthia R. Marling,et al.  The 4 Diabetes Support System: A Case Study in CBR Research and Development , 2011, ICCBR.

[39]  Ian D. Watson,et al.  Applying case-based reasoning - techniques for the enterprise systems , 1997 .

[40]  Janet L. Kolodner,et al.  Case-Based Reasoning , 1989, IJCAI 1989.

[41]  Trevor Hastie,et al.  The Elements of Statistical Learning , 2001 .

[42]  Chuen-Tsai Sun,et al.  Neuro-fuzzy And Soft Computing: A Computational Approach To Learning And Machine Intelligence [Books in Brief] , 1997, IEEE Transactions on Neural Networks.

[43]  Ian H. Witten,et al.  Chapter 10 – Deep learning , 2017 .

[44]  Ralph Bergmann,et al.  DOI: 10.1017/S000000000000000 Printed in the United Kingdom Representation in case-based reasoning , 2022 .

[45]  Cynthia R. Marling,et al.  Case-Based Decision Support for Patients with Type 1 Diabetes on Insulin Pump Therapy , 2008, ECCBR.

[46]  Cynthia R. Marling,et al.  Case-Based Reasoning in the Care of Alzheimer's Disease Patients , 2001, ICCBR.

[47]  P. Drew,et al.  Artificial neural networks. , 2000, Surgery.

[48]  Srinath Perera,et al.  Case-based design: A review and analysis of building design applications , 1997, Artificial Intelligence for Engineering Design, Analysis and Manufacturing.

[49]  Jr. Robert Lee Simpson,et al.  A computer model of case-based reasoning in problem solving: an investigation in the domain of dispute mediation (analogy, machine learning, conceptual memory) , 1985 .

[50]  Jason Weston,et al.  Gene Selection for Cancer Classification using Support Vector Machines , 2002, Machine Learning.

[51]  Agnar Aamodt,et al.  Case-Based Reasoning: Foundational Issues, Methodological Variations, and System Approaches , 1994, AI Commun..

[52]  A. Kolmogorov On Logical Foundations of Probability Theory , 1983 .