SCOPUS 정보 검색 플랫폼

Artificial Intelligence in Medicine

Volumn 23, Issue 1, 2001, Pages 89-109

Machine learning for medical diagnosis: History, state of the art and perspective

(1) Kononenko, Igor a

a UNIVERSITY OF LJUBLJANA (Slovenia)

Author keywords

Kirlian camera; Machine learning; Medical diagnosis; Reliability of prediction

Indexed keywords

ARTIFICIAL INTELLIGENCE; COMPUTER AIDED DIAGNOSIS; DATA STRUCTURES; LEARNING SYSTEMS; STATISTICAL METHODS;

BAYESIAN THEORY;

MEDICAL IMAGING;

ACCURACY; ALGORITHM; ALTERNATIVE MEDICINE; ARTICLE; ARTIFICIAL INTELLIGENCE; ARTIFICIAL NEURAL NETWORK; COMPUTER; COMPUTER AIDED DESIGN; DATA ANALYSIS; DECISION THEORY; DIAGNOSTIC PROCEDURE; FUTUROLOGY; HISTORY; INFORMATION PROCESSING; ISCHEMIC HEART DISEASE; LEARNING; MACHINE; MEDICAL RECORD; PHYSICIAN; PRIORITY JOURNAL; PRODUCTIVITY; RELIABILITY; TECHNIQUE; TECHNOLOGY;

ARTIFICIAL INTELLIGENCE; DIAGNOSIS, COMPUTER-ASSISTED; FORECASTING; HUMANS; MEDICAL INFORMATICS APPLICATIONS;

EID: 0034922742 PISSN: 09333657 EISSN: None Source Type: Journal
DOI: 10.1016/S0933-3657(01)00077-X Document Type: Article

Times cited : (1267)

References (81)

1
- 0004502823
- Shavlik JW, Dietterich TG, editors. Readings in machine learning. Los Altos, CA: Morgan Kaufmann, 1990.

2
- 0004527918
- Michie D, Spiegelhalter DJ, Taylor CC, editors. Machine learning, neural and statistical classification. Chichester, UK: Ellis Horwood, 1994.

3
- 0004523465
- Mitchell T. Machine learning. New York: McGraw-Hill, 1997.

4
- 0004469895
- Michalski RS, Bratko I, Kubat M, editors. Machine learning, data mining and knowledge discovery: methods and applications. New York: Wiley, 1998.

5
- 0004469606
- Hunt E, Martin J, Stone P. Experiments in induction. New York: Academic Press, 1966.

6
- 0004463434
- Nilsson N. Learning machines. New York: McGraw-Hill, 1965.

7
- 0004469896
- Rosenblatt F. Principles of neurodynamics. Washington, DC: Spartan Books, 1962.

8
- 0004523466
- Kononenko I, Bratko I, Kukar M. Application of machine learning to medical diagnosis. In: Michalski RS, Bratko I, Kubat M, editors. Machine learning, data mining and knowledge discovery: methods and applications. New York: Wiley, 1998.

9
- 0004500894
- Lavrač N, Džeroski S. Inductive logic programming. Chichester, UK: Ellis Horwood, 1994.

10
- 0004467842
- Pompe U, Kononenko I. Probabilistic first-order classification. In: Lavrač N, Džeroski S, editors. Proceedings of the 7th International Workshop ILP-97 on Inductive Logic Programming. Berlin: Springer, 1997, pp. 235-42.

11
- 84972488038
- Bayesian analysis in expert systems
- (1993) Stat. Sci. , vol.8 , Issue.3 , pp. 219-283
- Spiegelhalter, D.J.¹ Philip Dawid, A.² Lauritzen, S.L.³ Cowell, R.G.⁴

12
- 0004494556
- Good IJ. Probability and the weighing of evidence. London: Charles Griffin, 1950.

13
- 0004463771
- Good IJ. The estimation of probabilities - an essay on modern Bayesian methods. Cambridge: MIT Press, 1964.

14
- 0004464518
- Kononenko I, Bratko I, Roškar E. Experiments in automatic learning of medical diagnostic rules. In: Proceedings of the International School for the Synthesis of Expert's Knowledge Workshop, 1984 Aug; Bled, Slovenia.

15
- 0004494693
- Cestnik B, Kononenko I, Bratko I. ASSISTANT 86: a knowledge elicitation tool for sophisticated users. In: Bratko I, Lavrac N, editors. Progress in machine learning. Wilmslow: Sigma Press, 1987.

16
- 0004494557
- Kononenko I. Interpretation of neural networks decisions. In: Proceedings of the IASTED International Conference on Expert Systems and Applications, 1989 Jun 26-29; Zurich, pp. 224-7 (also Proceedings of the ISSEK Workshop, 1989 Sep; Udine).

17
- 0027682531
- Inductive and Bayesian learning in medical diagnosis
- (1993) Appl. Artif. Intell. , vol.7 , pp. 317-337
- Kononenko, I.¹

18
- 0004518183
- Cestnik B. Estimating probabilities: a crucial task in machine learning. In: Proceedings of the European Conference on Artificial Intelligence, 1990 Aug; Stockholm, pp. 147-9.

19
- 0004513268
- Kononenko I. Semi-naive Bayesian classifier. In: Kodratoff Y, editor. Proceedings of the European Working Session on Learning-91, 1991 Mar 4-6; Porto. Berlin: Springer, pp. 206-19.

20
- 0004463772
- Naive Bayesian classifier and continuous attributes
- (1992) Informatica , vol.16 , Issue.1 , pp. 1-8
- Kononenko, I.¹

21
- 0004538791
- Langley P. Induction of recursive Bayesian classifiers. In: Proceedings of the European Conference on Machine Learning, 1993 Apr; Vienna.

22
- 0004518184
- Pazzani M. Searching for dependencies in Bayesian classifiers. Artificial intelligence and statistics IV. Lecture notes in statistics. New York: Springer, 1997.

23
- 0004503739
- Kohavi R, Becker B, Sommerfield D. Making sense of simple Bayes. Technical report, Data Mining and Visualization Group, SGI Inc., 1997.

24
- 0004467983
- Minsky M. In: Papert S, editor. Perceptrons. Cambridge, MA: MIT Press, 1969.

25
- 0020118274
- Neural networks and physical systems with emergent collective computational abilities
- (1982) Proc. Natl. Acad. Sci. , vol.79 , pp. 2554-2558
- Hopfield, J.J.¹

26
- 0004469897
- Neurons with graded response have collective computational properties like those of two-state neurons
- (1984) Proc. Natl. Acad. Sci. , vol.81 , pp. 4586-4590
- Hopfield, J.J.¹

27
- 0004467843
- Rumelhart DE, Hinton GE, Williams RJ. Learning internal representations by error propagation. In: Rumelhart DE, McClelland JL, editors. Parallel distributed processing, vol. 1: Foundations. Cambridge: MIT Press, 1986.

28
- 0004540527
- Haykin S. Neural networks: a comprehensive foundation. New York: Macmillan, 1994.

29
- 0024363909
- Bayesian neural networks
- (1989) Biol. Cybernetics J. , vol.61 , pp. 361-370
- Kononenko, I.¹

30
- 0004486601
- Quinlan JR. Discovering rules from large collections of examples. In: Michie D, editor. Expert systems in the microelectronic age. Edinburgh: Edinburgh University Press, 1979.

31
- 0001161341
- Learning by being told and learning from examples: an experimental comparison of the two methods of knowledge acquisition in the context of developing an expert system for soybean disease diagnosis
- (1980) Int. J. Policy Anal. Inform. Syst. , vol.4 , pp. 125-161
- Michalski, R.S.¹ Chilausky, R.L.²

32
- 0004526548
- An experiment in automatic learning of diagnostic rules
- (1980) Informatica (Ljubljana) , vol.4 , Issue.4 , pp. 18-25
- Bratko, I.¹ Mulec, P.²

33
- 0004528418
- Breiman L, Friedman JH, Olshen RA, Stone CJ. Classification and regression trees. Belmont, CA: Wadsworth, 1984.

34
- 0004488487
- Elomaa T, Holsti N. An experimental comparison of inducing decision trees and decision lists in noisy domains. In: Proceedings of the 4th European Working Session on Learning, 1989 Dec 4-6; Montpeiller, pp. 59-69.

35
- 0004469898
- Lesmo L, Saitta L, Torasso P. Learning of fuzzy production rules for medical diagnoses. In: Gupta MM, Sanchez E, editors. Approximate reasoning in decision analysis. Amsterdam: North-Holland, 1982.

36
- 0003166430
- An expert system for the interpretation of thyroid assays in a clinical laboratory
- (1985) Aust. Comput. J. , vol.17 , Issue.1 , pp. 7-11
- Horn, K.A.¹ Compton, P.² Lazarus, L.³ Quinlan, J.R.⁴

37
- 0004514034
- Hojker S, Kononenko I, Jauk A, Fidler V, Porenta M. Expert system's development in the management of thyroid diseases. In: Proceedings of the European Congress for Nuclear Medicine, 1988 Sep; Milano.

38
- 0004518185
- Quinlan R, Compton P, Horn KA, Lazarus L. Inductive knowledge acquisition: a case study. In: Quinlan JR, editor. Applications of expert systems. Reading, MA: Addison-Wesley, 1987 (also Proceedings of the 2nd Australian Conference on Applications of Expert Systems, 1986 May 14-16; Sydney).

39
- 0004523467
- Kononenko I, Jauk A, Janc T. Induction of reliable decision rules. In: Proceedings of the International School for the Synthesis of Expert's Knowledge Workshop, 1988 Sep 10-13; Udine, Italy.

40
- 0002365233
- Significance level based classification with multiple trees
- (1991) Informatica (Ljubljana) , vol.15 , Issue.1 , pp. 54-58
- Karalič, A.¹ Pirnat, V.²

41
- 0004540528
- Kern J, Deželič G, Težak-Benčič M, Durrigl T. Medical decision making using inductive learning program [in Croatian]. In: Proceedings of the 1st Congress on Yugoslav Medical Informatics, 1990 Dec 6-8; Beograd, pp. 221-8.

42
- 0024104159
- A method for attribute selection in inductive learning systems
- (1988) IEEE Trans. PAMI , vol.10 , Issue.6 , pp. 888-896
- Baim, P.W.¹

43
- 0004518186
- Chan KCC, Wong AKC. Automatic construction of expert systems from data: a statistical approach. In: Proceedings of the IJCAI Workshop on Knowledge Discovery in Databases, 1989 Aug; Detroit, MI, pp. 37-48.

44
- 0004502824
- Bratko I, Mozetič I, Lavrač N. KARDIO: a study in deep and qualitative knowledge for expert systems. Cambridge, MA: MIT Press, 1989.

45
- 0004464519
- Clark P, Boswell R. Rule induction with CN2: some recent improvements. In: Proceedings of the European Working Session on Learning-91, 1991 Mar 4-6; Porto, Portugal, pp. 151-63.

46
- 0004518187
- Catlett J. On changing continuous attributes into ordered discrete attributes. In: Proceedings of the European Working Session on Learning-91, 1991 Mar 4-6; Porto, Portugal, pp. 164-78.

47
- 0004502825
- Muggleton S. Inductive acquisition of expert knowledge. Reading, MA: Addison-Wesley, 1990.

48
- 0004513269
- Nunez M. Decision tree induction using domain knowledge. In: Wielinga B, et al., editors. Current trends in knowledge acquisition. Amsterdam: ISO Press, 1990.

49
- 0004514035
- Kira K, Rendell L. A practical approach to feature selection. In: Sleeman D, Edwards P, editors. Proceedings of the International Conference on Machine Learning, 1992 Jul; Aberdeen. Los Altos, CA: Morgan Kaufmann, 1992, pp. 249-56.

50
- 0004522892
- Kira K, Rendell L. The feature selection problem: traditional methods and new algorithm. In: Proceedings of the AAAI'92, 1992 Jul; San Jose, CA.

51
- 0004469899
- Robnik-Šikonja M, Kononenko I. An adaptation of Relief for attribute estimation in regression. In: Proceedings of the International Conference on Machine Learning ICML-97, 1997 Jul; Nashville, pp. 296-304.

52
- 0030271793
- Machine learning in prognostics of the femoral neck fracture recovery
- (1996) Artif. Intell. Med. , vol.8 , pp. 431-451
- Kukar, M.¹ Kononenko, I.² Silvester, T.³

53
- 0004488488
- Kononenko I. Estimating attributes: analysis and extensions of RELIEF. In: De Raedt L, Bergadano F, editors. Proceedings of the European Conference on Machine Learning, 1994 Apr; Catania. Berlin: Springer, 1994, pp. 171-82.

54
- 0004526549
- Ragavan H, Rendell L. Lookahead feature construction for learning hard concepts. In: Proceedings of the 10th International Conference on Machine Learning, 1993 Jun; Amherst, MA. Los Altos, CA: Morgan Kaufmann, 1993, pp. 252-9.

55
- 0004500896
- Ragavan H, Rendell L, Shaw M, Tessmer A. Learning complex real-world concepts through feature construction. Technical report UIUC-BI-AI-93-03, The Beckman Institute, University of Illinois, 1993.

56
- 0004502826
- Weigand S, Huberman A, Rumelhart DE. Predicting the future: a connectionist approach. Int. J. Neural Syst. 1990;1(3):101-117.

57
- 0004528420
- Craven MW, Shavlik JW. Learning symbolic rules using artificial neural networks. In: Proceedings of the 10th International Conference on Machine Learning; Amherst, MA. Los Altos, CA: Morgan Kaufmann, 1993, pp. 73-80.

58
- 0004467245
- Quinlan JR. C4.5: programs for machine learning. San Mateo, CA: Morgan Kaufmann, 1993.

59
- 0004513270
- Pirnat V, Kononenko I, Janc T, Bratko I. Medical estimation of automatically induced decision rules. In: Proceedings of the of 2nd European Conference on Artificial Intelligence in Medicine, 1989 Aug 29-31; City University, London, pp. 24-36.

60
- 0025803268
- Information based evaluation criterion for classifier's performance
- (1991) Machine Learning , vol.6 , Issue.1 , pp. 67-80
- Kononenko, I.¹ Bratko, I.²

61
- 0032590279
- Analysing and improving the diagnosis of ishaemic heart disease with machine learning
- (1999) Artif. Intell. Med. , vol.16 , pp. 25-50
- Kukar, M.¹ Kononenko, I.² Grošelj, C.³ Kralj, K.⁴ Fettich, J.⁵

62
- 0004463435
- Kukar M. Estimating the reliability of classifications and cost-sensitive combining of different machine learning methods. Ph.D. Thesis [in Slovene], Faculty of Computer and Information Science, University of Ljubljana, Ljubljana, Slovenia, 2001.

63
- 0018750969
- Analysis of probability as an aid in the clinical diagnosis of coronary artery disease
- (1979) N. Engl. J. Med. , vol.300 , pp. 1350
- Diamond, G.A.¹ Forester, J.S.²

64
- 0000489573
- Computer-assisted interpretation of noninvasive tests for diagnosis of coronary artery disease
- (1983) Cardiovasc. Rev. Rep. , vol.4 , pp. 367-375
- Pollock, B.H.¹

65
- 0004518188
- Kukar M, Grošelj C. Machine learning in stepwise diagnostic process. In: Proceedings of the Joint European Conference on Artificial Intelligence in Medicine and Medical Decision Making, 1999; Aalborg, Denmark, pp. 315-25.

66
- 0004488489
- Korotkov K. Aura and consciousness: a new stage of scientific understanding. St. Petersburg, Russia: State Editing and Publishing Unit Kultura, 1998.

67
- 0004522893
- Korotkov K. Light after life: a scientific journey into the spiritual world. Fair Lawn, USA: Backbone Publishers, 1998.

68
- 0004522894
- Korotkov K, Kouznetsov A. The theory of morfogenetic synergization of biological objects and the phantom leaf effect. In: Proceedings of the 3rd International Conference for Medical and Applied Bio-Electrography, 1997 Apr; Helsinki, Finland, pp. 55-7.

69
- 0004463436
- Krashenuk A, Krashenuk S, Korotkov K, Buzian N, Lesiovskaya E, Bogaeva N. GDV analysis of hirudotherapy effect to rats. In: Proceedings of the International Scientific Conference Kirlionics, White Nights 98, 1998 Jun; Federal Technical University SPIFMO, St. Petersburg, Russia.

70
- 0004513271
- Kraweck A. Life's hidden forces: a personal journey into Kirlian photography. Edmonton, Canada: Triune-Being Research Organization Ltd., 1994.

71
- 0004522895
- Voeikov VL. Living blood outside an organism. In: Proceedings of the International Scientific Conference Kirlionics, White Nights 98, 1998 Jun; Federal Technical University SPIFMO, St. Petersburg, Russia.

72
- 0002756415
- A new concept of the early diagnosis of cancer
- (1998) Consciousness Phys. Reality , vol.1 , Issue.1 , pp. 84-89
- Gurvits, B.¹ Korotkov, K.²

73
- 0004499228
- Lee SD. The application of Kirlian photography in dentistry. In: Proceedings of the International Scientific Conference Kirlionics, White Nights 98, 1998 Jun; Federal Technical University SPIFMO, St. Petersburg, Russia.

74
- 0004500897
- Hein M. Bio-synergetix: a new paradigm in subtle energy health care. In: Proceedings of the International Conference on Biology and Cognitive Sciences, 1999 Oct 12-14; Ljubljana, Slovenia, pp. 72-9.

75
- 0004463437
- Mandel P. Energy emission analysis. Germany: Synthesis Publishing Company, 1986.

76
- 0004502827
- Kononenko I, Zrimec T, Prihavec B, Bevk M, Stanojević S. Machine learning and GDV images: diagnosis and therapy verification. In: Proceedings of the International Conference on Biology and Cognitive Sciences, 1999 Oct; Ljubljana, Slovenia, pp. 84-7.

77
- 0004467845
- Kononenko I, Zrimec T, Sadikov A, Mele K, Milharčič T. Machine learning and GDV images: current research and results. In: Proceedings of the International Conference on Biology and Cognitive Science, 1999 Oct; Ljubljana, Slovenia, pp. 80-3.

78
- 0004499229
- Bevk M, Kononenko I, Zrimec T. Relation between energetic diagnoses and GDV images. In: Proceedings of the New Science of Consciousness: 3rd International Conference on Cognitive Science, 2000 Oct; Ljubljana, Slovenia, pp. 54-7.

79
- 0004488258
- Kononenko I, Zrimec T, Sadikov A, Skočaj D. GDV images: current research and results. In: Proceedings of the New Science of Consciousness: 3rd International Conference on Cognitive Science, 2000 Oct; Ljubljana, Slovenia, pp. 65-8.

80
- 0004528421
- Experiental and biophysical effects of the art of living programme
- (2000) Int. J. Psychol. , vol.35 , Issue.3-4 , pp. 12
- Trampuž, A.¹ Kononenko, I.² Rus, V.³

81
- 0004467246
- Kononenko I, Bosnič Z, Žgajnar B. The influence of mobile telephones on human bioelectromagnetic field. In: Proceedings of the New Science of Consciousness: 3rd International Conference on Cognitive Science, 2000 Oct; Ljubljana, Slovenia, pp. 69-72.

* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.