Knowledge-Based Diagnosis - Survey and Future Directions

Diagnostic expert systems have long been considered an area where eventually a killer application might emerge. Much time has passed since the first prototypes were demonstrated, but we have not yet seen it in the marketplace – despite many less spectacular success stories. Is the original idea doomed or will the technology finally live up to the expectations?

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

[2]  Frank Puppe,et al.  Graphical knowledge acquisition for medical diagnostic expert systems , 1993, Artif. Intell. Medicine.

[3]  D. Mcdonald,et al.  ARCHON : A DISTRIBUTED ARTIFICIAL INTELLIGENCE SYSTEM FOR INDUSTRIAL APPLICATIONS , 1995 .

[4]  Stefan K. Bamberger,et al.  Cooperating Diagnostic Expert Systems to Solve Complex Diagnosis Tasks , 1997, KI.

[5]  R A Miller,et al.  QUICK (QUick Index to Caduceus Knowledge): using the INTERNIST-1/CADUCEUS knowledge base as an electronic textbook of medicine. , 1985, Computers and biomedical research, an international journal.

[6]  Raymond Reiter,et al.  Characterizing Diagnoses and Systems , 1992, Artif. Intell..

[7]  Paul M. Frank,et al.  Fault Diagnosis in Dynamic Systems via State Estimation - a Survey , 1987 .

[8]  Frank Puppe,et al.  Wissensbasierte Diagnose- und Informationssysteme - Mit Anwendungen des Expertensystem-Shell-Baukastens D3 , 1996, Wissensbasierte Diagnose- und Informationssysteme.

[9]  Tim Finin,et al.  KQML - A Language and Protocol for Knowledge and Information Exchange , 1994 .

[10]  Frank Puppe,et al.  Concepts for a Diagnostic Critiquing System in Vague Domains , 1998, KI.

[11]  Nicholas R. Jennings,et al.  Intelligent agents: theory and practice , 1995, The Knowledge Engineering Review.

[12]  Pietro Torasso,et al.  Integrating Models of the Correct Behavior into Abductive Diagnosis , 1990, ECAI.

[13]  Alberto Maria Segre,et al.  Programs for Machine Learning , 1994 .

[14]  Peter Struss,et al.  Meeting Re-use Requirements of Real-Life Diagnosis Applications , 1999, XPS.

[15]  Andreas Abecker,et al.  Organizational Memory: Knowledge Acquisition, Integration, and Retrieval Issues , 1999, XPS.

[16]  G SilvermanBarry.  Survey of expert critiquing systems , 1992 .

[17]  Nicholas R. Jennings,et al.  ARCHON: a distributed artificial intelligence system for industrial application , 1996 .

[18]  横井 俊夫,et al.  Knowledge building and knowledge sharing , 1994 .

[19]  Johan de Kleer,et al.  Critical Reasoning , 1993, IJCAI.

[20]  R A Miller,et al.  INTERNIST-I properties: representing common sense and good medical practice in a computerized medical knowledge base. , 1985, Computers and biomedical research, an international journal.

[21]  Michael Wooldridge,et al.  Intelligent agents: theory and practice The Knowledge Engineering Review , 1995 .

[22]  Edward H. Shortliffe,et al.  Computer-based medical consultations, MYCIN , 1976 .

[23]  Ron John Patton,et al.  Robustness in Model-Based Fault Diagnosis , 1992, Concise Encyclopedia of Modelling & Simulation.

[24]  Peter Struss,et al.  The Consistency-based Approach to Automated Diagnosis of Devices , 1996, KR 1996.

[25]  Frank Puppe.  Knowledge reuse among diagnostic problem-solving methods in the Shell-Kit D3 , 1998, Int. J. Hum. Comput. Stud..

[26]  Peter Struss,et al.  Back to Defatilts: Characterizing and Computing Diagnoses as Coherent Assumption Sets , 1992, ECAI.

[27]  Mario Lenz,et al.  Case-Based Reasoning: Survey and Future Directions , 1999, XPS.

[28]  James A. Reggia,et al.  Diagnostic Expert Systems Based on a Set Covering Model , 1983, Int. J. Man Mach. Stud..

[29]  Frank Puppe,et al.  Learning from Cases for Classification Problem Solving , 1994 .

[30]  Luca Console,et al.  Readings in Model-Based Diagnosis , 1992 .

[31]  David J. Spiegelhalter,et al.  Machine Learning, Neural and Statistical Classification , 2009 .

[32]  Thomas G. Dietterich.  What is machine learning? , 2020, Archives of Disease in Childhood.

[33]  Hans-Hermann Bock,et al.  Information Systems and Data Analysis , 1994 .

[34]  Barry G. Silverman,et al.  Survey of expert critiquing systems: practical and theoretical frontiers , 1992, CACM.

[35]  Oskar Dressler,et al.  A model-based approach to fault localisation in power transmission networks , 1993 .

[36]  Judea Pearl,et al.  Probabilistic reasoning in intelligent systems - networks of plausible inference , 1991, Morgan Kaufmann series in representation and reasoning.

[37]  W B Schwartz,et al.  Medicine and the computer. The promise and problems of change. , 1970, The New England journal of medicine.

[38]  Casimir A. Kulikowski,et al.  Computer Systems That Learn: Classification and Prediction Methods from Statistics, Neural Nets, Machine Learning and Expert Systems , 1990 .

[39]  Rolf Isermann,et al.  Process fault detection based on modeling and estimation methods - A survey , 1984, Autom..

[40]  C. Ohmann,et al.  Diagnostic scores for acute appendicitis. Abdominal Pain Study Group. , 1995, The European journal of surgery = Acta chirurgica.

[41]  Debbie Richards,et al.  Taking up the situated cognition challenge with ripple down rules , 1998, Int. J. Hum. Comput. Stud..

[42]  Peter Norvig,et al.  Artificial Intelligence: A Modern Approach , 1995 .

[43]  Mark Billinghurst,et al.  Crossing the Chasm , 2001 .

[44]  G. Brewka.  Principles of Knowledge Representation , 1996 .

[45]  Larry Eshelman,et al.  MOLE: A Knowledge-Acquisition Tool for Cover-and-Differentiate Systems , 1988 .

[46]  D. G. Swain.  Computer aided diagnosis of acute abdominal pain , 1986 .

[47]  Sandra Marcus,et al.  Automating Knowledge Acquisition for Expert Systems , 1988 .

[48]  田中 穂積.  E.H.Shortliffe 著, "Computer-Based Medical Consultations : MYCIN", American Elsevier, A4判, 264ぺージ, \10,080, 1976 , 1978 .

[49]  J. Ross Quinlan,et al.  C4.5: Programs for Machine Learning , 1992 .